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<text x="430.0" y="142.575" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Többdimenziós pontozás</text>
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<text x="290" y="90" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Visszajelzés + javítási javaslatok</text>
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<text x="695.0" y="127.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Iterációk száma: n</text>
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<text x="120.0" y="102.89999999999999" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">dokumentum</text>
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<text x="265.0" y="82.1" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: generálás</text>
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<text x="410.0" y="102.89999999999999" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Törzsszöveg</text>
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<text x="555.0" y="102.89999999999999" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">fordítás</text>
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<text x="700.0" y="82.1" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Multilingual</text>
<text x="700.0" y="102.89999999999999" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Dokumentáció</text>
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<text x="410.0" y="157" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.0" fill="#333333" text-anchor="middle" dominant-baseline="central">Kapuzás</text>
<line x1="410.0" y1="120" x2="410.0" y2="137" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="70.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"Termékkiadási megjegyzések"</text>
<text x="215.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 5 szakaszos vázlat</text>
<text x="360.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 3000 szavas dokumentum</text>
<text x="505.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ EN / JP / KR</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 440" width="820" height="440" style="background:#ffffff">
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<text x="150.0" y="249.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Tartós · általános</text>
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<text x="150.0" y="294.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Magas költség · lassan frissíthető</text>
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<text x="150.0" y="352" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">pl. megtanulja, mikor hívjon eszközt</text>
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<text x="410.0" y="154.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Következtetési idő</text>
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<text x="410.0" y="249.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Ideiglenes · azonnal alkalmazkodik</text>
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<text x="410" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Tanulási sebesség</text>
<text x="760" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">Gyors (ezredmásodpercek)</text>
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<text x="590.0" y="56" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">gondolat</text>
<text x="590.0" y="76" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">folyamat</text>
<text x="708.0" y="56" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">előzmények</text>
<text x="708.0" y="76" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">üzenetek</text>
<text x="874" y="66" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">eredmény</text>
<text x="168" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Teljes referencia</text>
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<text x="236.0" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
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<text x="354.0" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="418" y="100" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="472.0" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="536" y="100" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="590.0" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="654" y="100" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="708.0" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="874" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Normálisan működik</text>
<text x="168" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Nincs eszközdefiníció</text>
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<text x="236.0" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="300" y="168" width="108" height="55" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="354.0" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="418" y="168" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="472.0" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="536" y="168" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="590.0" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="654" y="168" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="708.0" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="874" y="196" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ Nem hívhat eszközt</text>
<text x="168" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Nincs eszközeredmény</text>
<rect x="182" y="236" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="236.0" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="300" y="236" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="354.0" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="418" y="236" width="108" height="55" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="472.0" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="536" y="236" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="590.0" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="654" y="236" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="708.0" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="874" y="264" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ Vak ciklus</text>
<text x="168" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Nincs érvelés</text>
<rect x="182" y="304" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="236.0" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="300" y="304" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="354.0" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="418" y="304" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="472.0" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="536" y="304" width="108" height="55" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="590.0" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="654" y="304" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="708.0" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="874" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">△ Következetlen döntések</text>
<text x="168" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Nincsenek előzmények</text>
<rect x="182" y="372" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="236.0" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="300" y="372" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="354.0" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="418" y="372" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="472.0" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="536" y="372" width="108" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="590.0" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="654" y="372" width="108" height="55" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="708.0" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="874" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">△ Ismétlődő műveletek</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 640" width="820" height="640" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="31.399200000000008" y="60" width="97.20159999999998" height="26" rx="13" fill="#666666" stroke="#333333" stroke-width="2"/>
<text x="80.0" y="73.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">kör 1</text>
<rect x="40" y="96" width="480" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="50" y="112" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">felhasználó</text>
<text x="50" y="134" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"A teljes éves bevétel kiszámítása: Q1 $2.5M, Q2 €2.1M, Q3 £1.8M"</text>
<rect x="40" y="156" width="480" height="45" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="50" y="170" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.reasoning</text>
<text x="50" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Az EUR-t és GBP-t USD-re kell váltani, majd összegezni"</text>
<rect x="40" y="211" width="480" height="70" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="50" y="225" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.tool_calls</text>
<text x="50" y="247" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">convert_currency(2100000, "EUR", "USD")</text>
<text x="50" y="265" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">convert_currency(1800000, "GBP", "USD")</text>
<rect x="40" y="291" width="480" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="50" y="305" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">eszköz (eredmény)</text>
<text x="50" y="327" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">EUR→USD: 2,282,608.70</text>
<text x="290" y="327" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">GBP→USD: 2,278,481.01</text>
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<text x="80.0" y="369.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">kör 2</text>
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<text x="50" y="406" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.reasoning</text>
<text x="50" y="426" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Árfolyamok lekérve, Kódértelmező meghívása az összesítéshez"</text>
<rect x="40" y="447" width="480" height="50" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="50" y="461" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.tool_calls</text>
<text x="50" y="483" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">code_interpreter("total = 2.5M + 2.28M + 2.28M")</text>
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<text x="80.0" y="520.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">kör 3</text>
<rect x="40" y="543" width="480" height="45" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="50" y="557" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.content (Végső válasz)</text>
<text x="50" y="579" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Teljes éves bevétel $7,061,089.71, Negyedéves átlag $2,353,696.57"</text>
<path d="M 540,60 C 560,60 560,319.0 565,324.0 C 560,329.0 560,588 540,588" fill="none" stroke="#333333" stroke-width="2"/>
<text x="600" y="250" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">trajektória</text>
<text x="600" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">=</text>
<text x="600" y="310" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Teljes bemenet látható</text>
<text x="600" y="340" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">az LLM számára minden</text>
<text x="600" y="370" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">hívás</text>
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<text x="582" y="428" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">Fő jellemzők</text>
<text x="685" y="445" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kontextusfelhalmozás</text>
<text x="685" y="470" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Minden körben látható a teljes előzmény</text>
<text x="685" y="500" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">strukturált trajektória</text>
<text x="685" y="525" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">felhasználó / asszisztens / eszköz</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 480" width="820" height="480" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
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<text class="code body" x="150" y="132" text-anchor="middle" dominant-baseline="middle">"További információ szükséges"</text>
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<text x="410.0" y="387.1" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Orchestrátor: eredmények egyesítése → ellenőrzés</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 260" width="820" height="260" style="background:#ffffff">
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<text x="265.0" y="92.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: vázlat készítése</text>
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<text x="70.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">&amp;quot;Termékkiadási megjegyzések&amp;quot;</text>
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<text x="505.0" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ EN / JP / KR</text>
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<text x="47" y="114" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "Az ön feladata a követelmények teljes megértése..."</text>
<text x="47" y="132" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [ask_question, save_req]</text>
<text x="47" y="150" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">user: "Írjon CSV-elemző szkriptet"</text>
<text x="47" y="168" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">agent: "Milyen fájltípusokat kell feldolgozni?"</text>
<g transform="translate(0 10)">
<rect x="35" y="184" width="320" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="43" y="198" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">2. fázis: szoftvermérnök</text>
<text x="47" y="216" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "Kódírás a jóváhagyott követelmények alapján..."</text>
<text x="47" y="234" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [write_file, execute_code]</text>
<text x="47" y="252" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: write_file("analyze.py", ...)</text>
<text x="47" y="270" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: execute_code("python test.py")</text>
</g>
<g transform="translate(0 20)">
<rect x="35" y="286" width="320" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="43" y="300" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">3. fázis: kódfelülvizsgáló</text>
<text x="47" y="318" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "A kódminőség és biztonság felülvizsgálata..."</text>
<text x="47" y="336" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [run_linter, run_tests]</text>
<text x="47" y="354" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: run_linter → 2 warnings</text>
<text x="47" y="372" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: approve_code()</text>
</g>
<g transform="translate(0 38)">
<rect x="35" y="388" width="320" height="28" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="195" y="402" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">↑ Minden fázis ugyanazt a beszélgetési előzményt használja</text>
<text x="195" y="434" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Teljes nyomkövetés</text>
<text x="195" y="456" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ Gyors kontextusnövekedés</text>
</g>
</g>
<rect x="410" y="55" width="350" height="480" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="422" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">Nincs megosztott kontextus (elkülönített együttműködés)</text>
<g transform="translate(0 4)">
<rect x="425" y="82" width="320" height="80" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="433" y="96" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Szójegyzékkészítő ágens</text>
<text x="437" y="114" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "A kifejezések azonosítása és lefordítása..."</text>
<text x="437" y="132" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [search_dict, write_file]</text>
<text x="437" y="150" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ glossary.json</text>
<g transform="translate(0 10)">
<rect x="425" y="170" width="320" height="80" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="433" y="184" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Fordító ágens</text>
<text x="437" y="202" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "A fejezet lefordítása..."</text>
<text x="437" y="220" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [read_file, write_file]</text>
<text x="437" y="238" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ chapter1_zh.md</text>
</g>
<g transform="translate(0 20)">
<rect x="425" y="258" width="320" height="80" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="433" y="272" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Lektoráló ágens</text>
<text x="437" y="290" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">sys: "A terminológiai következetesség ellenőrzése..."</text>
<text x="437" y="308" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [read_file, write_file]</text>
<text x="437" y="326" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ review_report.md</text>
</g>
<g transform="translate(0 39)">
<rect x="425" y="351" width="320" height="65" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="585" y="367" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Megosztott fájlrendszer</text>
<text x="437" y="389" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">glossary.json chapter1_zh.md review_report.md</text>
<text x="585" y="406" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">+ Az eszközhívás paraméterei strukturált adatokat adnak át</text>
<text x="585" y="433" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Moduláris · bővíthető · párhuzamos</text>
<text x="585" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ Összetett információszinkronizálás</text>
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<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="55" width="180" height="65" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="120" y="72" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Isabella Rodriguez</text>
<text x="120" y="92" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A Hobbs kávézó tulajdonosa</text>
<text x="120" y="108" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Vendégszerető és társaságkedvelő</text>
<rect x="30" y="140" width="240" height="224" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="150" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Memóriafolyam</text>
<text x="40" y="184" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[08:30] A Hobbs kávézó kinyit</text>
<text x="40" y="199" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fontosság: 4 Frissesség: 0.9</text>
<text x="40" y="220" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[09:15] Klaus kávét vásárolni érkezik</text>
<text x="40" y="235" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fontosság: 5 Frissesség: 0.85</text>
<text x="40" y="256" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[10:00] Döntés egy Valentin-napi buliról</text>
<text x="40" y="271" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fontosság: 9 Frissesség: 0.8</text>
<text x="40" y="292" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[11:30] Maria meghívása a buliba</text>
<text x="40" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fontosság: 8 Frissesség: 0.7</text>
<text x="40" y="328" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[14:00] Maria megkérése a díszítésre</text>
<text x="40" y="343" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fontosság: 7 Frissesség: 0.6</text>
<rect x="285" y="140" width="230" height="188" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="400" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Reflexió</text>
<text x="295" y="184" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Kik Hobbs törzsvendégei?"</text>
<text x="295" y="199" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Maria, Klaus, Tom (törzsvendégek)</text>
<text x="295" y="220" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Kit hívjak meg a buliba?"</text>
<text x="295" y="235" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Törzsvendégek és barátok meghívása</text>
<text x="295" y="256" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Hol tart a buli előkészítése?"</text>
<text x="295" y="271" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Többen meghívva; a helyszínt még díszíteni kell</text>
<text x="295" y="292" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">"Ki segíthet feldíszíteni a kávézót?"</text>
<text x="295" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Maria (barát, szívesen segít)</text>
<rect x="530" y="140" width="250" height="260" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="655" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tervezés és cselekvés</text>
<text x="540" y="184" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">08:00 Ébredés + reggeli</text>
<text x="540" y="220" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">09:00 Hobbs Nyitás</text>
<text x="540" y="256" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">12:00 Vendégek meghívása az üzlet működtetése közben</text>
<text x="540" y="292" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">14:00 A helyszín díszítése Mariával</text>
<text x="540" y="328" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">16:00 Frissítők és ülőhelyek előkészítése</text>
<text x="540" y="343" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">← Dinamikus alkalmazkodás</text>
<text x="540" y="364" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">18:00 Valentin-napi buli a Hobbsban</text>
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<rect x="263" y="213" width="30" height="16" rx="2" fill="#ffffff" stroke="none"/>
<text x="277.5" y="225" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="middle" dominant-baseline="auto">Visszakeresés</text>
<line x1="515" y1="250" x2="530" y2="250" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="508" y="213" width="30" height="16" rx="2" fill="#ffffff" stroke="none"/>
<text x="522.5" y="225" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="middle" dominant-baseline="auto">Ösztönzés</text>
<rect x="30" y="420" width="750" height="150" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="405" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Emergens viselkedés (25 ágens · 2 virtuális nap)</text>
<text x="50" y="468" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Spontán társas kapcsolatok</text>
<text x="62" y="489" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">találkozások → barátság → összejövetelek</text>
<text x="410" y="468" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Információterjedés</text>
<text x="422" y="489" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A bulimeghívás sok ágenshez eljut</text>
<text x="50" y="516" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Választási hírterjedés</text>
<text x="62" y="537" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A polgármesteri kampány elterjed az ágensek között</text>
<text x="410" y="516" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Kapcsolati memória</text>
<text x="422" y="537" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Emlékszik a korábbi beszélgetésekre, folytatja a témákat</text>
<text x="405" y="554" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A viselkedés nincs előre programozva — a memória, reflexió és társas érvelés emergens eredménye</text>
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<text x="397" y="228" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Látható: vizsgálati eredmények</text>
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<text x="687" y="228" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Látható: csak nyilvános információ</text>
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<text x="687" y="276" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nappal: a beszéd elemzése</text>
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<text x="400" y="399" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Látnok:</text>
<text x="485" y="399" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">saját ellenőrzés eredmények + nyilvános beszéd</text>
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<text x="485" y="423" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">nyilvános beszéd + szavazatok csak</text>
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<text x="137" y="534" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A bíró megadja a felszólalási sorrendet</text>
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<text x="312" y="534" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A játékosok szavazatainak begyűjtése</text>
<text x="312" y="552" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Számlálás + eredményhirdetés</text>
<text x="487" y="514" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Éjszakai fázis</text>
<text x="487" y="534" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A szerepek sorban felébrednek</text>
<text x="487" y="552" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Privát hangcsatorna</text>
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<text x="485" y="324" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central">Mostly olvasás-csak · írás és caution</text>
<text x="485" y="345" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#333333" text-anchor="middle" dominant-baseline="central">Nagy késleltetés · gyenge következetesség</text>
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<text x="675" y="250" font-family="'Courier New', Courier, monospace" font-size="12" fill="#444444" text-anchor="middle" dominant-baseline="central">/skills</text>
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<text x="42" y="113" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">bemenet: Extended tanulmány abstract (2000 words)</text>
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<text x="50" y="144.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="50" y="158.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">theme: academic</text>
<text x="50" y="172.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="50" y="186.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"># Transformer Figyelmi mechanizmus</text>
<text x="50" y="200.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="50" y="214.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">## Alapgondolat</text>
<text x="50" y="228.0" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- Az önfigyelem kiszámítja: Q·K^T/√d</text>
<text x="50" y="242.0" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">- A többfejes figyelem párhuzamos feldolgozása</text>
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<text x="600" y="87" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felülvizsgáló ágens</text>
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<text x="468" y="135" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">② látás LLM multi-dimenziós Kiértékelés</text>
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<text x="468" y="165" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Strukturált visszajelzés:</text>
<text x="468" y="183" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Page Issue Type Severity</text>
<text x="468" y="198" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">3. o. Sűrű tartalom Magas</text>
<text x="468" y="213" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">P7 Font too small Medium</text>
<text x="468" y="228" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">11. o. Színeltérés Alacsony</text>
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<text x="85" y="375" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">5 problémák</text>
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<text x="525" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">14 oldal (betűtípus javítva)</text>
<text x="525" y="375" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">0 problémák ✓</text>
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<text x="60" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Egyetlen ágens: renderelés képek ×N körök → kontextus explosion</text>
<text x="60" y="478" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">(1080p-s képernyőkép = több ezer token × 14 oldal × 5 kör)</text>
<text x="410" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">kettős ágens: felülvizsgáló csak sees aktuális version</text>
<text x="410" y="478" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">javaslattevő csak accumulates szöveg visszajelzés → clean kontextus</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 455" width="780" height="455" style="background:#ffffff">
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<text x="390" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">szerep: elemzés &amp; feldolgozás</text>
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<text x="390" y="320" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">generálás statistical jelentés</text>
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<text x="625" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">szerep: jelentés generálás</text>
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<text x="625" y="320" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Formátum kimenet</text>
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<text x="390" y="398" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Soros végrehajtási folyamat</text>
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<text x="155" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ A visszaad adatok</text>
<text x="260" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">→ A menedzser továbbítja B-nek</text>
<text x="380" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ B visszaad elemzés</text>
<text x="485" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">→ A menedzser továbbítja C-nek</text>
<text x="610" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ C visszaad jelentés</text>
<text x="390" y="452" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Menedzseri nézet: egy ágens meghívása = egy eszköz meghívása (kérés küldése → válasz fogadása)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 530" width="780" height="530" style="background:#ffffff">
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<text x="390" y="77" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Menedzser ágens</text>
<text x="390" y="103" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Feladattervezés · előrehaladás monitorozás · kivétel kezelés · eredmény szintézis</text>
<rect x="30" y="170" width="230" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="145" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Szójegyzékkészítő ágens</text>
<text x="145" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">szójegyzék</text>
<text x="42" y="230" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A teljes könyv fogadása → szakkifejezések azonosítása</text>
<text x="42" y="248" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">keresés Specialized Dictionaries + fordítás Conventions</text>
<text x="42" y="266" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Output: glossary.json</text>
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<text x="44" y="298" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">{"attention": "figyelem",</text>
<text x="44" y="313" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> "transformer": "Transformer",</text>
<text x="44" y="328" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> "backprop": "visszaterjesztés"}</text>
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<rect x="270" y="170" width="230" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="385" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Fordító ágens ×N</text>
<text x="385" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Fejezetfordítás</text>
<text x="282" y="230" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">bemenet: fejezet + szójegyzék + útmutató</text>
<text x="282" y="248" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">fordítás kifejezések strictly according → szójegyzék</text>
<text x="282" y="266" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">kimenet: fejezet{n}_hu.md</text>
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<text x="284" y="298" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central">"...Figyelmi mechanizmus computes the similarity of</text>
<text x="284" y="313" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Query·Key^T ..."</text>
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<rect x="520" y="170" width="230" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="635" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Lektoráló ágens</text>
<text x="635" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">teljes szöveg felülvizsgálat</text>
<text x="532" y="230" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">átvizsgálás és ellenőrzés kifejezés következetesség</text>
<text x="532" y="248" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A folyékonyság és olvashatóság ellenőrzése</text>
<text x="532" y="266" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Output: review_report.md</text>
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<text x="534" y="298" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central">3. o.: „figyelem” → „odafigyelés”: következetlenség</text>
<text x="534" y="313" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central">8. o.: a hosszú mondatot érdemes kettébontani</text>
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<text x="510.0" y="383" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="auto">fordítás</text>
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<text x="390" y="418" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Megosztott fájlrendszer</text>
<text x="137" y="440" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">glossary.json</text>
<text x="137" y="458" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">szójegyzék</text>
<text x="312" y="440" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">chapter{1..10}_zh.md</text>
<text x="312" y="458" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Fejezetfordítás</text>
<text x="487" y="440" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">review_report.md</text>
<text x="487" y="458" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Felülvizsgálati jelentés</text>
<text x="662" y="440" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">translation_guide.md</text>
<text x="662" y="458" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">fordítás útmutató</text>
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<text x="390" y="503" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kontextuselkülönítés előnyök</text>
<text x="390" y="527" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Szójegyzék: csak a kifejezéseket látja | Fordítás: csak az aktuális fejezetet + a szójegyzéket látja | Menedzser: csak a fájlindexet tartja karban</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 470" width="780" height="470" style="background:#ffffff">
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<text x="390" y="173" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">üzenet Bus</text>
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<text x="129" y="265" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">adatok gyűjtés</text>
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<text x="129" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független kontextus</text>
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<text x="303" y="265" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tartalom elemzés</text>
<text x="303" y="290" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">futó ◎</text>
<text x="303" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független kontextus</text>
<line x1="303" y1="193" x2="303" y2="223" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="397" y="225" width="160" height="100" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
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<text x="477" y="265" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Chart generálás</text>
<text x="477" y="290" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">kész ✓</text>
<text x="477" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független kontextus</text>
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<text x="651" y="265" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Formátum validálás</text>
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<text x="651" y="307" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független kontextus</text>
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<rect x="30" y="350" width="720" height="135" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="200" y="394" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">{"type":"start","task":"Collect arxiv papers","params":{"query":"LLM agent"}}</text>
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<text x="200" y="418" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{"type":"completed","agent_id":"3","result":"charts/fig1.svg generated"}</text>
<text x="40" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">ágens 1 → ágens 2</text>
<text x="200" y="442" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{"type":"data_ready","source":"agent_1","file":"raw_data.json"}</text>
<text x="40" y="466" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Manager → ágens 4</text>
<text x="200" y="466" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{"type":"start","depends_on":["agent_2","agent_3"]}</text>
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<text x="50" y="237" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">megértés Intent + kinyerés információ</text>
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<text x="50" y="279" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">generálás hang válasz → Play</text>
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<text x="595" y="107" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Python · Böngésző-automatizálás</text>
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<text x="460" y="139" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Képernyőkép</text>
<text x="460" y="153" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A böngésző aktuális oldala</text>
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<rect x="450" y="167" width="290" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<rect x="450" y="209" width="290" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="460" y="237" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">megkeresés Fields → terv bemenet sorozat</text>
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<text x="460" y="279" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">kattintás / bemenet / beküldés</text>
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<text x="42" y="412" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">telefon → számítógép</text>
<text x="210" y="412" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_PHONE_AGENT] A felhasználó neve Zhang San</text>
<text x="42" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">számítógép → telefon</text>
<text x="210" y="438" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_COMPUTER_AGENT] A név kitöltve, azonosítószám szükséges</text>
<text x="42" y="464" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">telefon → számítógép</text>
<text x="210" y="464" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_PHONE_AGENT] Azonosítószám: 310101199001011234</text>
<text x="42" y="490" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">számítógép → telefon</text>
<text x="210" y="490" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_COMPUTER_AGENT] Form submitted, registration successful</text>
<text x="390" y="510" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kulcs: kettő ágensek futtatás Független ReAct-cikluss során Párhuzamos, Non-blocking</text>
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<text x="532" y="195" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">chem.edu.cn</text>
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<text x="532" y="235" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Terminated ⊘</text>
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<text x="674" y="195" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">… (10 total)</text>
<text x="674" y="215" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tanár Directory keresés</text>
<text x="674" y="235" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Terminated ⊘</text>
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<text x="100" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=0s</text>
<text x="100" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">indítás 10 ágensek</text>
<text x="100" y="353" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Párhuzamos keresés céljára "Zhang Wei"</text>
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<text x="240" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=12s</text>
<text x="240" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A 2. ágens befejezi</text>
<text x="240" y="353" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">nem megtalálva → kilépés</text>
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<text x="380" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=18s</text>
<text x="380" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ágens 3 megtalálva!</text>
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<text x="520" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=18.1s</text>
<text x="520" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A menedzser leállítást sugároz szét</text>
<text x="520" y="353" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ fennmaradó futó ágensek</text>
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<text x="670" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=19s</text>
<text x="670" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Mindenki megerősíti a befejezést</text>
<text x="670" y="353" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Az eredmények összesítése és visszaadása</text>
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<text x="50" y="460" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Name: Zhang Wei School: School of Physics</text>
<text x="50" y="476" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Position: Professor Field: Quantum Computing</text>
<text x="50" y="492" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Email: zhangwei@phys.edu.cn</text>
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<text x="420" y="462" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">soros: 10 websites × 30s = ~5 perc</text>
<text x="420" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Párhuzamos: 18s → keresés + 1s → terminate = 19s</text>
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<text x="40" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Funkciólista + prioritás</text>
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<text x="212" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Technológiai verem: FastAPI+React</text>
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<text x="273" y="238" font-family="'Courier New', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/design.md</text>
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<text x="384" y="127" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">kimenet:</text>
<text x="384" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Feladatlista + kiosztás</text>
<text x="384" y="159" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Fájlszintű felosztás</text>
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<text x="445" y="238" font-family="'Courier New', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/tasks.md</text>
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<text x="556" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A modul: felhasználói szolgáltatás</text>
<text x="556" y="159" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">B modul: rendelési szolgáltatás</text>
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<text x="617" y="238" font-family="'Courier New', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">src/*.py</text>
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<text x="722" y="97" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Input: src/ + PRD.md</text>
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<text x="728" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Egységtesztek (pytest)</text>
<text x="728" y="159" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Integrációs tesztek (API)</text>
<text x="728" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Hibajelentés → mérnök</text>
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<text x="789" y="238" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/test_report.md</text>
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<text x="445" y="371" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">docs/PRD.md docs/design.md docs/tasks.md src/*.py docs/test_report.md</text>
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<text x="42" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Egységes dokumentumok</text>
<text x="270" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Minden szerep rögzített formátumot ad; a következő lépésnek ez kell, nem az érvelés</text>
<text x="42" y="466" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Laza csatolás</text>
<text x="270" y="466" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Erősebb termékmenedzser cserélhető lenni; a PRD-formátum mellett a további folyamat változatlan</text>
<text x="42" y="490" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Nincs menedzser</text>
<text x="270" y="490" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Vezérlés a DAG mentén: termékmenedzser→architekt→projektmenedzser→mérnök→QA</text>
<text x="42" y="514" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ Kivételcsatorna</text>
<text x="270" y="514" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">QA-hiba → modulonkénti hibajelentés a mérnöknek → iteratív javítás</text>
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<text x="117" y="100" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">követelmények elemzés</text>
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<text x="299" y="148" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">design.md</text>
<text x="299" y="182" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Átadás →</text>
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<text x="481" y="100" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kód Implementation</text>
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<text x="481" y="148" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">src/*.py</text>
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<rect x="583" y="60" width="160" height="130" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
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<text x="663" y="100" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Tesztelés és validálás</text>
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<text x="390" y="233" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Átadás tartalma (A ágens → B ágens példa)</text>
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<text x="42" y="285" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Átadás tartalma:</text>
<text x="210" y="285" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">files=["spec.json"] + summary="E-commerce system: 3 microservices, REST API"</text>
<text x="42" y="301" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Átadás utáni állapot:</text>
<text x="210" y="301" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">állapot="kilépés" (release erőforrások, nem marad alapján készenlét)</text>
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<text x="200" y="348" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">decentralizáció előnyök</text>
<text x="48" y="372" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ Nincs szükség központi menedzserre, aki minden szerepet átlát</text>
<text x="48" y="392" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ tiszta responsibility boundaries, Laza csatolás</text>
<text x="48" y="412" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ Befejezéskor kilépés, a tartós erőforrások felszabadítása</text>
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<text x="418" y="372" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ Lack globális optimalizálás nézet</text>
<text x="418" y="392" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ Nehéz kivételkezelés (nincs központi koordináció)</text>
<text x="418" y="412" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ Rögzített folyamat, nehéz dinamikusan módosítani</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 480" width="820" height="480" style="background:#ffffff">
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<text x="410" y="69" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">▼ Folyamatos folyamat ugyanabban a kontextusban — a beszélgetési előzmény minden szakaszban teljesen megmarad ▼</text>
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<text x="148" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Követelményelemző</text>
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<text x="40" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Rendszerprompt</text>
<text x="40" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"Az ön feladata a követelmények teljes megértése.</text>
<text x="40" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Don't rush → implement helyszín: ez szakasz</text>
<text x="40" y="224" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">az ön feladat → ask kérdések és confirm."</text>
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<text x="40" y="272" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Eszközkészlet</text>
<text x="40" y="290" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">ask_clarifying_question(q)</text>
<text x="40" y="310" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">save_requirement(k, v)</text>
<text x="40" y="330" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">complete_req_analysis()</text>
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<text x="148" y="424" font-family="'Courier New', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central">complete_req_analysis()</text>
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<text x="414" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Szoftvermérnök</text>
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<text x="306" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Rendszerprompt</text>
<text x="306" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"írás alapú alapján confirmed követelmények</text>
<text x="306" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">magas-minőség Python kód. Follow</text>
<text x="306" y="224" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Modularization, Hibakezelés Bevált gyakorlatok."</text>
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<text x="306" y="272" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Eszközkészlet</text>
<text x="306" y="290" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">write_file(path, content)</text>
<text x="306" y="310" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">read_file(path)</text>
<text x="306" y="330" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">execute_code(code)</text>
<rect x="298" y="390" width="232" height="48" rx="12" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="414" y="406" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">indító conversion</text>
<text x="414" y="424" font-family="'Courier New', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central">submit_for_review()</text>
<line x1="540" y1="410" x2="554" y2="410" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<text x="680" y="122" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">fázis 3</text>
<text x="680" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kódfelülvizsgáló</text>
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<text x="572" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Rendszerprompt</text>
<text x="572" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"A kódminőség többdimenziós kiértékelése:</text>
<text x="572" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Functional helyesség, kód standards, </text>
<text x="572" y="224" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">biztonság. Adopt kritikus gondolkodás."</text>
<rect x="564" y="258" width="232" height="78" rx="3" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="572" y="272" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Eszközkészlet</text>
<text x="572" y="290" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">run_linter(file)</text>
<text x="572" y="310" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">run_tests(file)</text>
<text x="572" y="330" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">analyze_complexity(file)</text>
<text x="410" y="510" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Szerepváltás: a rendszerprompt és az eszközkészlet frissül; a beszélgetési előzmény és az állapot folyamatosan megmarad</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 580" width="820" height="580" style="background:#ffffff">
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<text x="65" y="102" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">"Segítőkész asszisztens vagy. Tömören KELL válaszolnod."</text>
<text x="65" y="124" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">"Használj eszközöket, ha a felhasználó valós idejű információt kér."</text>
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<text x="65" y="194" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">{"name": "web_search", "description": "Keresés a weben",</text>
<text x="65" y="216" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> "parameters": {"query": {"type": "string"}}}</text>
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<text x="65" y="286" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">user: "Milyen ma az időjárás Pekingben?"</text>
<text x="65" y="308" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">assistant: [tool_call] → get_weather("Beijing")</text>
<text x="65" y="330" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">tool: {"temp": "23°C", "conditions": "clear"}</text>
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<text x="55" y="378" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Érvelési nyomvonal</text>
<text x="65" y="400" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;think&gt;A felhasználó az időjárásról kérdez. Az eszközeredmény már rendelkezésre áll,</text>
<text x="65" y="422" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">ezért közvetlenül összefoglalhatom és válaszolhatok az eszköz újbóli meghívása nélkül.&lt;/think&gt;</text>
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<text x="55" y="470" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Aktuális generálási pozíció →</text>
<text x="65" y="492" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">assistant: "Pekingben ma derült az ég, a hőmérséklet 23 °C…" ← az LLM generál</text>
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<text x="755" y="274.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Kontextus</text>
<text x="755" y="298.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Ablak</text>
<rect x="100" y="535" width="620" height="50" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="552" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Ablakméret: Qwen3 = 32K token | Claude = 200K | Gemini = 2M</text>
<text x="410" y="572" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Minden tartalom tokenfolyammá szerializálva → a Transformer figyelmi mechanizmusa dolgozza fel</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 440" width="820" height="440" style="background:#ffffff">
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<text x="40" y="70" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1. kérés</text>
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<text x="230" y="105" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Rendszerprompt + eszközök (1200 token)</text>
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<text x="515" y="105" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: "Milyen az időjárás?"</text>
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<text x="695" y="105" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Válasz generálása</text>
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<rect x="40" y="170" width="380" height="40" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="230" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Rendszerprompt + eszközök (gyorsítótár-találat ✓)</text>
<rect x="425" y="170" width="180" height="40" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="515" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: "Mennyi az idő?"</text>
<rect x="610" y="170" width="170" height="40" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="695" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Válasz generálása</text>
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<text x="230.0" y="137.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">KV újrafelhasználás</text>
<text x="40" y="245" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">3. kérés</text>
<text x="125" y="245" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">(a rendszerprompt megváltozott)</text>
<rect x="40" y="260" width="400" height="40" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="240" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Rendszer + eszközök + "Idő: 10:30:45"</text>
<rect x="445" y="260" width="160" height="40" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="525" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: "Milyen az időjárás?"</text>
<rect x="610" y="260" width="170" height="40" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="695" y="280" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Utótag újraszámítása ✗</text>
<rect x="80" y="330" width="660" height="130" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="355" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Teljesítmény-összehasonlítás (3000 tokenes teljes kontextus)</text>
<line x1="100" y1="370" x2="720" y2="370" stroke="#999999" stroke-width="2"/>
<text x="230" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Gyorsítótár-találat</text>
<text x="490" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Utótag-gyorsítótár hiánya</text>
<line x1="100" y1="405" x2="720" y2="405" stroke="#999999" stroke-width="2"/>
<text x="130" y="425" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">TTFT</text>
<text x="230" y="425" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">~0,5 másodperc</text>
<text x="490" y="425" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">35 másodperc</text>
<text x="105" y="450" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Költség</text>
<text x="230" y="450" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Csak az új tokenek</text>
<text x="490" y="450" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Változás utáni tokenek újrafeldolgozása</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 525" width="820" height="525" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
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<text x="60" y="90" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1. réteg: metaadatok (indításkor betöltve, ~300 token)</text>
<rect x="60" y="108" width="700" height="48" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="70" y="130" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">skills: [{name: "PPTX", desc: "Create PowerPoint presentations from content"}</text>
<text x="70" y="145" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">{name: "PDF", desc: "Extract and analyze PDF documents"}, ...]</text>
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<text x="430" y="173" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Feladatindító: „PPT készítése tanulmányból”</text>
<rect x="40" y="190" width="740" height="150" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="60" y="210" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">2. réteg: a SKILL.md alapfolyamata (igény szerint betöltve, ~2K token)</text>
<rect x="60" y="230" width="700" height="100" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="70" y="250" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">A PPTX-készség alapfolyamata:</text>
<text x="70" y="272" font-family="'Courier New', Courier, monospace" font-size="14.5" fill="#333333" text-anchor="start" dominant-baseline="central">1. szövegkinyerés a markitdownnal → 2. a PPTX kicsomagolása az XML eléréséhez</text>
<text x="70" y="294" font-family="'Courier New', Courier, monospace" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central">3. a slide{N}.xml tartalmának módosítása → 4. visszacsomagolás .pptx fájlba</text>
<text x="70" y="316" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">Hivatkozások: → html2pptx.md | → reference.md | → scripts/</text>
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<text x="430" y="353" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Részletes módszer szükséges: „PPT készítése HTML-sablonnal”</text>
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<text x="60" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">3. réteg: aldokumentumok (célzott részletek, igény szerint betöltve)</text>
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<text x="167.5" y="433" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">html2pptx.md</text>
<text x="167.5" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Teljes munkafolyamat:</text>
<text x="167.5" y="473" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">HTML-sablon → PPT</text>
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<text x="402.5" y="433" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">reference.md</text>
<text x="402.5" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">XML-formátum specifikációja</text>
<text x="402.5" y="473" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">és műszaki részletek</text>
<rect x="530" y="415" width="215" height="80" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="637.5" y="433" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">scripts/*.py</text>
<text x="637.5" y="455" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Futtatható eszközök:</text>
<text x="637.5" y="473" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">thumbnail.py stb.</text>
<rect x="100" y="520" width="620" height="35" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="538" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Rögzített metaadatok → KV-gyorsítótár-barát | Dinamikus tartalom hozzáfűzve → a gyorsítótár érvényben marad</text>
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<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-y" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#e6a817"/></marker><marker id="ah-o" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#d46e4e"/></marker></defs>
<!-- messages array label -->
<text x="40" y="60" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">messages: [</text>
<!-- Row 1: system -->
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<text x="62" y="94" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "system", content: "Claude Code-asszisztens vagy..." }</text>
<!-- Row 2: tools -->
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<text x="62" y="130" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [Skill, Read, Bash, Edit, Write, ...]</text>
<!-- Bracket for "固定不变" -->
<path d="M 560,78 C 575,78 575,114 580,123 C 575,132 575,146 560,146" fill="none" stroke="#999999" stroke-width="1.5"/>
<text x="590" y="112" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">rögzített</text>
<text x="590" y="130" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">(KV-gyorsítótár)</text>
<!-- Row 3: user message -->
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<text x="62" y="174" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "Segíts PPT-t készíteni ebből a PDF-ből" }</text>
<!-- Row 4: Skill listing attachment (highlighted yellow) -->
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<text x="62" y="214" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", isMeta: true,</text>
<text x="62" y="232" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> content: "&lt;system-reminder&gt;</text>
<text x="62" y="250" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> Elérhető készségek: pdf, pptx, ...&lt;/system-reminder&gt;" }</text>
<!-- Annotation A -->
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<text x="608" y="214" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">ⓐ Készséglista</text>
<text x="608" y="232" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">A futtatókör egyszer bocsátja ki</text>
<text x="608" y="250" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">~300 token</text>
<!-- Row 5: assistant Skill tool_use -->
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<text x="62" y="286" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Skill(skill: "pptx")] }</text>
<!-- Row 6: tool_result placeholder -->
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<text x="62" y="322" font-family="'Courier New', Courier, monospace" font-size="12.5" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "PPTX-készség indítása" } ← helyőrző</text>
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<text x="62" y="362" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", isMeta: true,</text>
<text x="62" y="380" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> content: "Alapkönyvtár: ...\n# PPTX-készség</text>
<text x="62" y="398" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> ## Munkafolyamat: 1. A markitdown használata..." }</text>
<!-- Annotation B -->
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<text x="608" y="362" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#a04830" text-anchor="start" dominant-baseline="central" font-weight="bold">ⓑ Készségtartalom</text>
<text x="608" y="380" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">A Skill eszköz egyszer bocsátja ki</text>
<text x="608" y="398" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">~2K token</text>
<!-- Row 8: assistant Read tool_use -->
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<text x="62" y="434" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Read(file: "input.pdf")] }</text>
<!-- Row 9: tool_result Read -->
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<text x="62" y="470" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "...a PDF szöveges tartalma..." }</text>
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<text x="62" y="506" font-family="'Courier New', Courier, monospace" font-size="12.5" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Write(file: "slides.html")] }</text>
<!-- Row 11: tool_result Write -->
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<text x="62" y="542" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "12345 bájt kiírva" }</text>
<!-- Bracket for "持续 append" -->
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<text x="590" y="496" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">a tool_result folytatódik</text>
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<!-- Ellipsis -->
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<text x="40" y="604" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">]</text>
<!-- Bottom note -->
<rect x="50" y="624" width="720" height="22" rx="4" fill="#f5f5f5" stroke="none"/>
<text x="410" y="635" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="middle" dominant-baseline="central">ⓐ és ⓑ egyszer kerül kibocsátásra: a cache_creation egyszeri költsége után tartósan a gyorsítótár-előtagban maradnak, és a későbbi tool_use műveletekkel sem mozdulnak el</text>
</svg>

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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 860 500" width="860" height="500" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker></defs>
<!-- Column headers -->
<text x="145" y="62" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1. kör kész</text>
<text x="400" y="62" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2. kör kész</text>
<text x="655" y="62" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3. kör kész</text>
<text x="145" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(a PPTX-készség első betöltése)</text>
<text x="400" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(PDF-fájl olvasása)</text>
<text x="655" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(HTML írása)</text>
<!-- Column dividers -->
<line x1="270" y1="55" x2="270" y2="430" stroke="#dddddd" stroke-width="1"/>
<line x1="525" y1="55" x2="525" y2="430" stroke="#dddddd" stroke-width="1"/>
<!-- ===================================================== -->
<!-- Helper: 11 rows of fixed labels positioned at y = 100 + i*24 -->
<!-- Row labels: -->
<!-- 0: system (NEW T1, HIT T2, HIT T3) -->
<!-- 1: tools (NEW T1, HIT T2, HIT T3) -->
<!-- 2: user_q1 (NEW T1, HIT T2, HIT T3) -->
<!-- 3: ★ skill_listing (NEW T1, HIT T2, HIT T3) -->
<!-- 4: asst: Skill(pptx) (NEW T1, HIT T2, HIT T3) -->
<!-- 5: tool_result (NEW T1, HIT T2, HIT T3) -->
<!-- 6: ★ skill_content (NEW T1, HIT T2, HIT T3) -->
<!-- 7: asst: Read(pdf) (— T1, NEW T2, HIT T3) -->
<!-- 8: tool_result (— T1, NEW T2, HIT T3) -->
<!-- 9: asst: Write(html) (— T1, — T2, NEW T3) -->
<!-- 10: tool_result (— T1, — T2, NEW T3) -->
<!-- ===================================================== -->
<!-- ============== COLUMN 1: Turn 1 ============== -->
<!-- Rows 0-6: NEW (yellow) -->
<rect x="25" y="100" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="111" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">system</text>
<text x="258" y="111" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="124" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="135" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">tools</text>
<text x="258" y="135" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="148" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="159" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">user_q1</text>
<text x="258" y="159" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="172" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="183" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">★ skill_listing</text>
<text x="258" y="183" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="196" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="207" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="258" y="207" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="220" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="231" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="258" y="231" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="25" y="244" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="255" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">★ skill_content</text>
<text x="258" y="255" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<!-- Rows 7-10: future (dashed empty) -->
<rect x="25" y="268" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="292" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="316" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="340" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<!-- Column 1 footer: cost -->
<rect x="25" y="378" width="240" height="44" rx="4" fill="#fff8e1" stroke="#e6a817" stroke-width="1.5"/>
<text x="145" y="392" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">cache_creation ebben a körben</text>
<text x="145" y="410" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 2,5K token</text>
<!-- ============== COLUMN 2: Turn 2 ============== -->
<!-- Rows 0-6: CACHED (gray) -->
<rect x="280" y="100" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="111" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">system</text>
<text x="513" y="111" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="124" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="135" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">tools</text>
<text x="513" y="135" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="148" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="159" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">user_q1</text>
<text x="513" y="159" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="172" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="183" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_listing</text>
<text x="513" y="183" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="196" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="207" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="513" y="207" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="220" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="231" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="513" y="231" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="244" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="255" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_content</text>
<text x="513" y="255" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<!-- Rows 7-8: NEW (yellow) -->
<rect x="280" y="268" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="288" y="279" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Read(pdf)</text>
<text x="513" y="279" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="280" y="292" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="288" y="303" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="513" y="303" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<!-- Rows 9-10: future (dashed) -->
<rect x="280" y="316" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="280" y="340" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<!-- Column 2 footer: cost -->
<rect x="280" y="378" width="240" height="44" rx="4" fill="#fff8e1" stroke="#e6a817" stroke-width="1.5"/>
<text x="400" y="392" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">cache_creation ebben a körben</text>
<text x="400" y="410" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 0,5K token</text>
<!-- ============== COLUMN 3: Turn 3 ============== -->
<!-- Rows 0-8: CACHED (gray) -->
<rect x="535" y="100" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="111" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">system</text>
<text x="768" y="111" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="124" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="135" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">tools</text>
<text x="768" y="135" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="148" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="159" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">user_q1</text>
<text x="768" y="159" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="172" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="183" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_listing</text>
<text x="768" y="183" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="196" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="207" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="768" y="207" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="220" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="231" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="768" y="231" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="244" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="255" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_content</text>
<text x="768" y="255" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="268" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="279" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Read(pdf)</text>
<text x="768" y="279" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="292" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="303" font-family="'Courier New', Courier, monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="768" y="303" font-family="Arial, sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<!-- Rows 9-10: NEW (yellow) -->
<rect x="535" y="316" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="543" y="327" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Write(html)</text>
<text x="768" y="327" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<rect x="535" y="340" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="543" y="351" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="768" y="351" font-family="Arial, sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">ÚJ</text>
<!-- Column 3 footer: cost -->
<rect x="535" y="378" width="240" height="44" rx="4" fill="#fff8e1" stroke="#e6a817" stroke-width="1.5"/>
<text x="655" y="392" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">cache_creation ebben a körben</text>
<text x="655" y="410" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 0,4K token</text>
<!-- Legend -->
<rect x="40" y="450" width="20" height="14" rx="2" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="68" y="457" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" dominant-baseline="central">ÚJ = új token; a cache_creation egyszer fizetendő</text>
<rect x="40" y="472" width="20" height="14" rx="2" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="68" y="479" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" dominant-baseline="central">HIT = már a gyorsítótárban van; ebben a körben ingyenes</text>
<rect x="40" y="494" width="20" height="14" rx="2" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<text x="68" y="501" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" dominant-baseline="central">— = ebben a körben még nem generált tartalom</text>
<text x="450" y="479" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" dominant-baseline="central">★ Az egyszer kibocsátott mellékletek jelölése: cache_creation csak az 1. körben fizetendő,</text>
<text x="450" y="497" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" dominant-baseline="central">utána minden további körben tartós HIT, nulla határköltséggel.</text>
<!-- Bottom note about position -->
<text x="410" y="525" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-style="italic">Megjegyzés: a beillesztett üzenetek indexpozíciója nem változik; az új tartalom csak a tömb végéhez fűződik.</text>
</svg>

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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 920 540" width="920" height="540" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="220.0" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Állapotsáv nélkül</text>
<text x="645.0" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Állapotsávval</text>
<rect x="30" y="90" width="385" height="35" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="38" y="107.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system:</text>
<text x="120" y="107.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Rendszerprompt + eszközök</text>
<rect x="30" y="128" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="145.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="120" y="145.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">"Hívd fel az Xfinityt jobb árért"</text>
<rect x="30" y="166" width="385" height="35" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="38" y="183.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="183.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 1. kísérlet</text>
<rect x="30" y="204" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="221.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="221.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Eredmény: 45 perc várakozás után sem kapcsolták</text>
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<text x="38" y="259.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="259.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">web_search("Xfinity deals")</text>
<rect x="30" y="280" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="297.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="297.5" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">Eredmény: [nagy mennyiségű keresési tartalom…]</text>
<rect x="30" y="318" width="385" height="35" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="38" y="335.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="335.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 2. kísérlet</text>
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<text x="38" y="373.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="373.5" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Eredmény: kapcsolva, ajánlat: 65 USD/hó</text>
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<text x="38" y="411.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="411.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 3. kísérlet</text>
<rect x="30" y="432" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="449.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="449.5" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">Eredmény: megerősített árcsökkentés: 59 USD/hó</text>
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<text x="38" y="487.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="120" y="487.5" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">"Fel tudod hívni újra, hogy utánajárj?"</text>
<text x="220.0" y="523" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ A modellnek át kell néznie a teljes kontextust, hogy „megszámolja”,</text>
<text x="220.0" y="543" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">hány hívás történt; könnyen elszámolhatja</text>
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<text x="463" y="107.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system:</text>
<text x="540" y="107.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Rendszerprompt + eszközök</text>
<rect x="455" y="128" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="463" y="145.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="540" y="145.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">"Hívd fel az Xfinityt jobb árért"</text>
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<text x="463" y="211.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">...:</text>
<text x="540" y="211.0" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">[ Ugyanaz a trajektóriatartalom ]</text>
<rect x="455" y="259" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="463" y="276.5" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="540" y="276.5" font-family="'Courier New', Courier, monospace" font-size="12.5" fill="#333333" text-anchor="start" dominant-baseline="central">"Fel tudod hívni újra, hogy utánajárj?"</text>
<rect x="455" y="297" width="385" height="130" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="465" y="315" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">&lt;agent_status&gt;</text>
<text x="470" y="337" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call 3-szor meghívva (Xfinity: 3)</text>
<text x="470" y="357" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Korlátellenőrzés: elérte a korlátot (3/3) ✗</text>
<text x="470" y="377" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">TEENDŐ: [✓] Xfinity felhívása [✓] Árcsökkentés</text>
<text x="470" y="397" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Aktuális idő: 2025-09-14 10:30</text>
<text x="470" y="417" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Állapot: válaszra vár</text>
<text x="815" y="417" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">&lt;/agent_status&gt;</text>
<text x="645.0" y="445" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ A modell közvetlenül olvassa a finomított állapotot</text>
<text x="645.0" y="465" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Pontosan betartja a korlátot, nincs több hívás</text>
<text x="435.0" y="300" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">VS</text>
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<!-- messages array label -->
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<!-- Row 1: system -->
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<text x="62" y="94" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "system", content: "Telekommunikációs ügyfélszolgálati ágens vagy..." }</text>
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<!-- Bracket for "固定不变" -->
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<text x="570" y="112" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">rögzített</text>
<text x="570" y="130" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">(KV-gyorsítótár)</text>
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<text x="62" y="170" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "Segíts lemondani az előfizetésemet" }</text>
<!-- Row 4: assistant tool_calls -->
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<text x="62" y="206" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [cancel_plan(...)] }</text>
<!-- Row 5: tool result -->
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<text x="62" y="242" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "Ennek a csomagnak hűségideje van..." }</text>
<!-- Row 6: assistant text -->
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<text x="62" y="278" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", content: "A csomagod még hűségidőn belül van..." }</text>
<!-- Ellipsis row -->
<text x="280" y="306" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central">... további beszélgetési körök ...</text>
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<text x="62" y="338" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "Akkor segíts ellenőrizni a híváslistámat" }</text>
<text x="570" y="338" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central">felhasználói utánkövetés</text>
<!-- Row 8: Agent 状态栏 (highlighted) -->
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<text x="62" y="380" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "&lt;agent_status&gt;</text>
<text x="62" y="398" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central"> 3/3 alkalommal meghívva · TEENDŐ: Előfizetés lemondása (folyamatban)&lt;/agent_status&gt;" }</text>
<!-- Arrow pointing to system hint -->
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<text x="578" y="378" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">Az ágenskeretrendszer beillesztése</text>
<text x="578" y="396" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">Ágens állapotsávja</text>
<!-- Closing bracket -->
<text x="40" y="428" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">]</text>
<!-- Generation position arrow and label -->
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<rect x="60" y="442" width="20" height="20" rx="2" fill="#d9f0d9" stroke="#999999" stroke-width="1"/>
<text x="88" y="452" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">A modell innen kezdi a generálást</text>
<!-- Bottom note -->
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<text x="410" y="483" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central">← Közvetlenül a generálás kezdete mellett áll, ezért a legnagyobb figyelmi súlyt kapja</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 490" width="820" height="490" style="background:#ffffff">
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<text x="102.5" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Stratégia</text>
<text x="225.0" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tokenek</text>
<text x="312.5" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Arány</text>
<text x="382.5" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Iter.</text>
<text x="462.5" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Eredmény</text>
<text x="645.0" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tokenhasználat</text>
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<text x="102" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nincs tömörítés</text>
<text x="225" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">166 043</text>
<text x="312" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">102,1%</text>
<text x="382" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">5</text>
<text x="462" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ Sikertelen</text>
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<text x="102" y="172" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Egyedi összegzés</text>
<text x="225" y="172" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">276 608</text>
<text x="312" y="172" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10,9%</text>
<text x="382" y="172" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">12</text>
<text x="462" y="172" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Sikeres</text>
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<text x="102" y="234" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Összevont összegzés</text>
<text x="225" y="234" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">93 449</text>
<text x="312" y="234" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">4,3%</text>
<text x="382" y="234" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10</text>
<text x="462" y="234" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Sikeres</text>
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<text x="102" y="296" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kontextustudatos</text>
<text x="225" y="296" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">40 157</text>
<text x="312" y="296" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">3,0%</text>
<text x="382" y="296" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">7</text>
<text x="462" y="296" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Sikeres</text>
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<text x="102" y="358" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Tudatos + hivatkozás</text>
<text x="225" y="358" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">222 992</text>
<text x="312" y="358" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">4,1%</text>
<text x="382" y="358" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10</text>
<text x="462" y="358" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Sikeres</text>
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<text x="102" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Adaptív ablakozás</text>
<text x="225" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">174 601</text>
<text x="312" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">102,4%</text>
<text x="382" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">7</text>
<text x="462" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ Sikeres</text>
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<rect x="28" y="273" width="764" height="48" rx="4" fill="none" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<rect x="100" y="470" width="620" height="45" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="485" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kontextustudatos tömörítés: 76%-kal kevesebb token, mint tömörítés nélkül; holtversenyben a legkevesebb iteráció</text>
<text x="410" y="505" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Lényeg: a lekérdezési szándék és a meglévő információk bevonása a tömörítési döntésekbe</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 560" width="820" height="560" style="background:#ffffff">
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<text x="410" y="58" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Minden keresés átlagosan ~52K karaktert ad vissza → a stratégiák eltérően kezelik</text>
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<text x="95.0" y="88.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">① Nincs tömörítés</text>
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<text x="90" y="125" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Közvetlen megőrzés</text>
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<text x="333" y="125" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">A teljes eredeti szöveg bekerül a kontextusba</text>
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<rect x="516" y="105" width="275" height="40" rx="4" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="653" y="125" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">166K tok · 102,1% · sikertelen</text>
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<text x="95.0" y="166.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Egyedi összegzés</text>
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<text x="90" y="203" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független összegzés</text>
<line x1="152" y1="203" x2="165" y2="203" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="168" y="183" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="203" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Minden eredményből külön 23 bekezdéses összegzés</text>
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<text x="653" y="203" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">277K tok · 10,9% · 12 kör</text>
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<text x="95.0" y="244.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ Összevont összegzés</text>
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<text x="90" y="281" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Egyesített összegzés</text>
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<rect x="168" y="261" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="281" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Az összes eredmény összefűzése, majd egyetlen összegzés</text>
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<rect x="516" y="261" width="275" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="653" y="281" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">93K tok · 4,3% · 10 kör</text>
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<text x="95.0" y="322.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ Kontextustudatos</text>
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<text x="90" y="359" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Intelligens tömörítés</text>
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<text x="333" y="359" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Lekérdezés + kontextus → célzott tömörítés</text>
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<rect x="516" y="339" width="275" height="40" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="653" y="359" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">40K tok · 3,0% · 7 kör</text>
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<text x="95.0" y="400.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ Tudatos + hivatkozás</text>
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<text x="90" y="437" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Intelligens + követhető</text>
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<rect x="168" y="417" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="437" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Tömörített tartalom + URL-hivatkozásjelölők megőrzése</text>
<line x1="500" y1="437" x2="513" y2="437" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="516" y="417" width="275" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="653" y="437" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">223K tok · 4,1% · 10 kör</text>
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<text x="95.0" y="478.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑥ Adaptív ablakozás</text>
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<text x="90" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Késleltetett tömörítés</text>
<line x1="152" y1="515" x2="165" y2="515" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="168" y="495" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">&lt; 80%-os ablaknál eredeti szöveg; túllépéskor kötegelt tömörítés</text>
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<text x="653" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">175K tok · 102,4% · 7 kör</text>
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<svg xml:lang="hu" xmlns="http://www.w3.org/2000/svg" viewBox="0 40 900 300" width="900" height="300" style="background:#ffffff">
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<text x="70" y="132" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system</text>
<text x="70" y="154" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A fejlesztő által megadott szabályok</text>
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<text x="70" y="232" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"Szia, ki vagy?"</text>
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<text x="440.0" y="161.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">Hívás</text>
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<text x="680" y="90" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Válasz (az API küldi vissza)</text>
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<text x="530" y="174" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant</text>
<text x="530" y="198" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A modell által generált válasz</text>
<text x="530" y="218" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">"Szia! Programozási asszisztens vagyok…"</text>
<text x="450" y="308" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Minden hívás állapotmentes — a modell számára szükséges összes információt teljes egészében meg kell adni a kérés messages listájában</text>
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<text x="200" y="118" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">messages: system + user</text>
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<text x="675" y="138" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">get_current_time(timezone=&quot;America/Vancouver&quot;)</text>
<text x="675" y="158" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">get_weather(city=&quot;Vancouver&quot;, unit=&quot;celsius&quot;)</text>
<text x="675" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nincs adatfüggőség → párhuzamosan futtatható</text>
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<rect x="480" y="220" width="390" height="50" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="675" y="245" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Az ágenskeretrendszer párhuzamosan futtatja a két eszközt</text>
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<text x="30" y="286" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Második modell-API-hívás</text>
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<text x="675" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">messages: + eszközeredmények</text>
<text x="675" y="346" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Vancouveri idő és időjárás</text>
<text x="675" y="364" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hozzáadás az üzenetelőzményekhez, majd új modellkérés</text>
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<text x="200" y="322" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">assistant: végső válasz</text>
<text x="200" y="346" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nincs eszközhívás → a ciklus vége</text>
<text x="200" y="364" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;Most … van, az időjárás pedig …&quot;</text>
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<text x="650" y="138" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Eszközdefiníciók</text>
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<text x="598.0" y="267" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user</text>
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<text x="714.0" y="267" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="450" y="344" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">„Statikus előtag + trajektória”: az előtag maradjon változatlan a KV-gyorsítótárhoz; a trajektória tömöríthető</text>
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<text x="126.0" y="100.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">"Hívd fel az Xfinityt jobb árért"</text>
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<text x="342.0" y="74.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Helyi LLM-szolgáltatás</text>
<text x="342.0" y="100.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">vLLM/Ollama (OpenAI-kompatibilis)</text>
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<text x="558.0" y="100.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Döntés és a tool_call előállítása</text>
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<text x="303.0" y="143" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Kulcs · súly 0,05</text>
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<text x="424.0" y="284" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">怎么样</text>
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<text x="296.0" y="396.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central">0,70</text>
<rect x="328" y="364" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<rect x="392" y="364" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
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<rect x="200" y="428" width="64" height="64" fill="#b0b0b0" stroke="#ffffff" stroke-width="2"/>
<text x="232.0" y="460.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0,20</text>
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<text x="430" y="82.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;|im_start|&gt;system</text>
<text x="430" y="103.5" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">Segítőkész asszisztens vagy.&lt;|im_end|&gt;</text>
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<text x="490" y="226" font-size="13" fill="#888888" dominant-baseline="central">(a modell itt kezdi a generálást)</text>
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<text x="440.0" y="347" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">web_search</text>
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<text x="620.0" y="347" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">code_interpreter</text>
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<text x="220" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="19" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Hagyományos darabolás (kontextus nélkül)</text>
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<text x="50" y="112" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">A vállalat második negyedéves bevétele 3%-kal nőtt,</text>
<text x="50" y="132" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">főként az új termékvonalaknak köszönhetően.</text>
<text x="220" y="170" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kérdés: "ki "a company"? melyik year?</text>
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<text x="490" y="148" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">A vállalat második negyedéves bevétele 3%-kal nőtt,</text>
<text x="490" y="168" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">főként az új termékvonalaknak köszönhetően.</text>
<text x="660" y="200" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ pontos egyezés ACME + Q2 + revenue growth</text>
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<text x="775.0" y="317.1" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">előtag + eredeti szöveg</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 490" width="880" height="490" style="background:#ffffff">
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<text x="50" y="138" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">CAIL2018 Dataset</text>
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<text x="490" y="155" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central"> injury_level:severe_injury_grade_2}</text>
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<text x="240" y="188" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Moduláris adatséma</text>
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<text x="400" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">alkalmazás: Conversational Jogi tanácsadó ágens</text>
<text x="400" y="463" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Irányított kérdések → hasonló esetprototípusok → adatalapú büntetéskiszabási elemzés</text>
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<text x="48" y="150" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">„Felhasználó e-mailje:</text>
<text x="48" y="172" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> john@x.com&quot;</text>
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<text x="348.0" y="91" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Bővített jegyzetek</text>
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<text x="272" y="150" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">„A TechCorpnál</text>
<text x="272" y="172" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">egy vezető mérnök irányít</text>
<text x="272" y="194" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">egy ötfős csapatot.”</text>
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<text x="496" y="172" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> .title = …</text>
<text x="496" y="194" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">(kategória → kulcs-érték)</text>
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<text x="720" y="150" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">+ backstory</text>
<text x="720" y="172" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">+ person</text>
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<text x="28" y="194" class="title">v3 (April 2026)</text>
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<text x="255" y="258" text-anchor="middle" class="detail">single pass</text>
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<text x="643" y="236" text-anchor="middle" class="label">Hybrid retrieval</text>
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<text x="460" y="299" text-anchor="middle" class="detail">LoCoMo 71.4 → 92.5 (+21.1) · LongMemEval 67.8 → 94.4 (+26.6)</text>
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<text x="460" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Szemantikus</text>
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<text x="760" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Procedurális</text>
<text x="760" y="148" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" style="font-size:10.5px">újrahasznosítható viselkedésfolyamok</text>
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<text x="460" y="60" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hosszú távú memória (munkameneteken át)</text>
<text x="460" y="372" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A munkamemória és a hosszú távú memória dinamikus kölcsönhatása: a fontos információ szelektíven íródik ki, a releváns emlékek igény szerint aktiválódnak.</text>
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<text x="110" y="145" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Hány év jár szándékos emberölésért?"</text>
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<text x="330" y="140" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">sűrű Visszakeresés + BM25</text>
<text x="330" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Top-K szöveg Chunks</text>
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<text x="550" y="140" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">lekérdezés + Retrieved eredmények</text>
<text x="550" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ A teljes prompt összeállítása</text>
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<rect x="680" y="65" width="180" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
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<text x="770" y="140" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM synthesizes kontextus</text>
<text x="770" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ generálás válasz</text>
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<text x="220" y="253" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Retrieved szöveg chunks</text>
<text x="30" y="278" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central">Article 232 of the Criminal Law: Whoever intentionally kills another shall be sentenced to death,</text>
<text x="30" y="298" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central">life imprisonment or fixed-term imprisonment of not less than ten years...</text>
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<text x="650" y="253" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kiegészített prompt</text>
<text x="450" y="278" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Válaszoljon a kérdésre az alábbi jogszabályok alapján:</text>
<text x="450" y="298" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central">[Article 232 of the Criminal Law...] Q: What is the sentence for intentional homicide?</text>
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<text x="30" y="390" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central">According to Article 232 of the Criminal Law, the crime of intentional homicide is punishable by death, life imprisonment, or fixed-term imprisonment of not less than ten years;</text>
<text x="30" y="412" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">if the circumstances are minor, the sentence is fixed-term imprisonment of not less than three years but not more than ten years.</text>
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<text x="605.0" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">mondat-szint embeddings</text>
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<line x1="527.6363636363636" y1="325" x2="555.090909090909" y2="325" stroke="#999999" stroke-width="2"/>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 800 340" width="800" height="340" style="background:#ffffff">
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<text x="60" y="75" font-family="'Courier New', Courier, monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">Score(Q,D) = Σ IDF(qi) × TF(qi,D)×(k1+1) / (TF + k1×(1-b+b×|D|/avgdl))</text>
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<text x="650" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">b ∈ [0,1] normalizálás strength</text>
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<text x="440" y="428" font-family="Arial, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle">Bemenet: város Kimenet: időjárási adatok</text>
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<text x="55" y="233" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1. szint: szerverillesztés (szemantikai hasonlóság)</text>
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<text x="545" y="406" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">create_issue</text>
<text x="618" y="428" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.12 | probléma létrehozása</text>
<rect x="710" y="388" width="155" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="715" y="406" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">get_commit_history</text>
<text x="788" y="428" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.67 | commitelőzmények</text>
<rect x="180" y="468" width="520" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="190" y="483" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">Visszaadott Top 3: list_contributors, get_repo_stats, get_commit_history</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 520" width="880" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="220" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Naiv megoldás (gyorsítótár-érvénytelenítés)</text>
<rect x="30" y="85" width="380" height="120" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="220" y="107" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Rendszerprompt</text>
<text x="220" y="129" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">AI-asszisztens vagy…</text>
<text x="220" y="149" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">+ az összes eszköz sémája</text>
<text x="390" y="107" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~50K tokenek</text>
<rect x="30" y="213" width="380" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="235" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">felhasználó üzenet</text>
<text x="220" y="257" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Az NVDA-árfolyam lekérdezése</text>
<rect x="30" y="321" width="380" height="80" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="343" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">asszisztens</text>
<text x="220" y="365" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tool_call: ...</text>
<rect x="30" y="414" width="380" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="220" y="434" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Minden új eszköz betöltése → a teljes gyorsítótár érvénytelen!</text>
<text x="660" y="65" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Optimalizált megoldás (stabil gyorsítótár)</text>
<rect x="460" y="85" width="400" height="75" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="660" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Rendszerprompt (rögzített)</text>
<text x="660" y="117" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">AI-asszisztens vagy…</text>
<text x="660" y="133" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Szerep + szabályok + alapeszközök</text>
<text x="850" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~2K · KV-tár</text>
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<text x="660" y="181" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Ágens állapotsávja (könnyű)</text>
<text x="660" y="197" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Elérhető eszközök: web_search, get_weather…</text>
<text x="850" y="181" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~200 tokenek</text>
<rect x="460" y="215" width="400" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="231" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">felhasználó: discover_tools</text>
<text x="660" y="247" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">„Részvényárfolyamot kell lekérdeznem”</text>
<rect x="460" y="260" width="400" height="55" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="276" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Eszközeredmény</text>
<text x="660" y="292" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A get_stock_quote sémájának visszaadása</text>
<text x="850" y="276" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">itt az eszközdefiníció</text>
<rect x="460" y="320" width="400" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="336" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">felhasználó üzenet</text>
<text x="660" y="352" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Az NVDA-árfolyam lekérdezése</text>
<rect x="460" y="365" width="400" height="45" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="660" y="381" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Ágens állapotsávja (frissítve)</text>
<text x="660" y="397" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">+get_stock_quote hozzáadva</text>
<text x="850" y="381" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~220 tokenek</text>
<rect x="460" y="420" width="400" height="40" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="660" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">A rendszerprompt változatlan → a KV-gyorsítótár teljesen újrahasználható</text>
<line x1="30" y1="475" x2="850" y2="475" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="250" y="495" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Összehasonlítási szempont</text>
<text x="500" y="495" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Naiv megoldás</text>
<text x="740" y="495" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Optimalizált megoldás</text>
<text x="250" y="523" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">gyorsítótár-találati arány</text>
<text x="500" y="523" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~0% (eszközváltáskor érvénytelen)</text>
<text x="740" y="523" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~95% (csak a hint változik)</text>
<text x="250" y="551" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Elsőtoken-késleltetés</text>
<text x="500" y="551" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nagy (50K token újraszámítása)</text>
<text x="740" y="551" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Kicsi (~200 új token)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 540" width="880" height="540" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="50" width="560" height="118" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="36" y="72" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Statikus előtag (bájtszinten változatlan, tartós KV-találat)</text>
<rect x="40" y="84" width="520" height="34" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Rendszerprompt</text>
<rect x="40" y="124" width="520" height="34" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="141" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Alapeszközök: web_search, code_interpreter, tool_search</text>
<rect x="20" y="180" width="560" height="386" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="36" y="202" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Trajektória (csak bővül; az új tartalom a végére kerül)</text>
<rect x="40" y="214" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="229.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Felhasználó: az NVDA árfolyamának lekérdezése</text>
<rect x="40" y="250" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="265.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Asszisztens: tool_search_call(árfolyam)</text>
<rect x="40" y="286" width="520" height="40" rx="6" fill="#d8e8d8" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="306.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tool_search_output → a get_stock_quote teljes sémájának beillesztése</text>
<rect x="40" y="332" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="347.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Asszisztens: get_stock_quote hívás → eszközeredmény</text>
<rect x="40" y="368" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="383.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Felhasználó: a GitHub-tároló közreműködőinek elemzése</text>
<rect x="40" y="404" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="419.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Asszisztens: tool_search_call(GitHub)</text>
<rect x="40" y="440" width="520" height="40" rx="6" fill="#d8e8d8" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="460.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tool_search_output → a list_contributors és társai sémájának beillesztése</text>
<rect x="40" y="486" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="501.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Asszisztens: hívás → eszközeredmény → válasz</text>
<rect x="40" y="522" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="537.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">… a jelenlegi kör legújabb tartalma</text>
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<line x1="562" y1="460.0" x2="592" y2="460.0" stroke="#333333" stroke-width="2" stroke-dasharray="8,4" marker-end="url(#ah)"/>
<text x="600" y="294.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Első: egyszeri prefill (gyorsítótár-írás)</text>
<text x="600" y="316.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Később: normál gyorsítótár-találat</text>
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<text x="600" y="470.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Különben a gyorsítótár innen érvénytelen</text>
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<text x="490" y="308" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Ön e-kereskedelmi ügyfélszolgálati ágens</text>
<text x="490" y="326" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Visszatérítési szabályok: ...</text>
<text x="490" y="344" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Logisztikai lekérdezés: ...</text>
<text x="490" y="362" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">Eszköz: refund_order</text>
<rect x="670" y="265" width="180" height="124" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="760" y="285" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Örökölt keretrendszerkód</text>
<text x="680" y="308" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">loop:</text>
<text x="680" y="326" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> msg = llm(ctx)</text>
<text x="680" y="344" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> if tool_call:</text>
<text x="680" y="362" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> exec(tool)</text>
<rect x="480" y="400" width="370" height="54" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="665" y="419" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Új eszközök + új üzleti logika</text>
<text x="665" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A teljes architektúra örökölt → garantált minőség</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 570" width="880" height="570" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="60" width="280" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="170" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">felhasználó követelmények</text>
<text x="170" y="98" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"E-kereskedelmi visszatérítési ügyfélszolgálati ágens létrehozása"</text>
<line x1="170" y1="115" x2="170" y2="145" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="20" y="145" width="840" height="230" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="168" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Metaágens (kódoló ágens)</text>
<rect x="35" y="185" width="190" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="130" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① olvasás hivatkozás kód</text>
<text x="45" y="228" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">read_file:</text>
<text x="45" y="248" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> agent.py</text>
<text x="45" y="268" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> tools/*.py</text>
<text x="45" y="288" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> system_prompt.md</text>
<text x="45" y="308" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> config.yaml</text>
<text x="45" y="332" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ megértés architektúra patterns</text>
<line x1="225" y1="270" x2="248" y2="270" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="248" y="185" width="190" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="343" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Váz másolása</text>
<text x="258" y="228" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">cp -r reference/</text>
<text x="258" y="248" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> → new_agent/</text>
<text x="258" y="278" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Keep:</text>
<text x="258" y="298" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> Ágensciklus keretrendszer</text>
<text x="258" y="318" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> Üzenetformátum / KV optimalizálás</text>
<line x1="438" y1="270" x2="461" y2="270" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="461" y="185" width="190" height="170" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="556" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ Célzott módosítások</text>
<text x="471" y="228" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">edit_file:</text>
<text x="471" y="248" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> system_prompt.md</text>
<text x="471" y="268" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → E-kereskedelmi visszatérítési szabályok</text>
<text x="471" y="290" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> tools/refund.py</text>
<text x="471" y="310" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → Visszatérítési eszköz hozzáadása</text>
<text x="471" y="332" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> config.yaml</text>
<line x1="651" y1="270" x2="674" y2="270" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="674" y="185" width="175" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="761" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ Ellenőrző tesztelés</text>
<text x="684" y="228" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">bash:</text>
<text x="684" y="248" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> python agent.py</text>
<text x="684" y="270" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → Új ágens indítása</text>
<text x="684" y="290" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → Tesztüzenetek küldése</text>
<text x="684" y="310" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → Eszközhívások ellenőrzése</text>
<text x="684" y="330" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → A beszélgetési folyamat ellenőrzése</text>
<line x1="440.0" y1="375" x2="440.0" y2="410" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="115" y="410" width="700" height="90" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="465" y="432" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Létrehozott új ágens</text>
<rect x="135" y="448" width="170" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="462" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">system_prompt.md</text>
<text x="220" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">E-kereskedelmi visszatérítési szabályok</text>
<rect x="313" y="448" width="170" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="398" y="462" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">tools/refund.py</text>
<text x="398" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">visszatérítés / lekérdezés eszközök</text>
<rect x="491" y="448" width="170" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="576" y="462" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">agent.py</text>
<text x="576" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Örökölt keretrendszerkód</text>
<rect x="669" y="448" width="170" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="754" y="462" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">config.yaml</text>
<text x="754" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">modell / paraméter konfiguráció</text>
<line x1="30" y1="515" x2="850" y2="515" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<rect x="60" y="530" width="350" height="54" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="235" y="549" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">generált A semmiből: lacks Bevált gyakorlatok</text>
<text x="235" y="571" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Ad-hoc Kontextuskezelés · Non-Szabványos eszköz tervezés · Outdated API</text>
<rect x="470" y="530" width="350" height="54" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="645" y="549" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Modified innen példa: örökli Bevált gyakorlatok</text>
<text x="645" y="571" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">Szabványos üzenetformátum · szabványos eszköztervezés · modern API</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 540" width="880" height="540" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="28.5" y="55" width="155" height="240" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="106.0" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① projekt Dokumentáció</text>
<line x1="36.5" y1="92" x2="175.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="36.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="106.0" y="121.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">read_file</text>
<text x="38.5" y="144.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">README.md,</text>
<text x="38.5" y="159.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">ARCHITECTURE.md</text>
<rect x="36.5" y="180" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="106.0" y="191.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">glob</text>
<text x="38.5" y="214.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">**/*.py, **/*.ts</text>
<rect x="36.5" y="250" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="106.0" y="261.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">write_file</text>
<text x="38.5" y="284.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ Generate CLAUDE.md</text>
<text x="38.5" y="299.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">project guide</text>
<line x1="185.5" y1="175.0" x2="193.5" y2="175.0" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="195.5" y="55" width="155" height="240" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="273.0" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Követelmények megértése</text>
<line x1="203.5" y1="92" x2="342.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="203.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="273.0" y="121.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">ask_user</text>
<text x="205.5" y="144.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">"Is the optimization</text>
<text x="205.5" y="159.0" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">a cél a késleltetés vagy</text>
<text x="205.5" y="173.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">throughput?"</text>
<rect x="203.5" y="180" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="273.0" y="191.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">grep</text>
<text x="205.5" y="214.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">"latency|throughput"</text>
<text x="205.5" y="229.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/</text>
<rect x="203.5" y="250" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="273.0" y="261.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">read_file</text>
<text x="205.5" y="284.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/config.py (current</text>
<text x="205.5" y="299.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">parameters)</text>
<line x1="352.5" y1="175.0" x2="360.5" y2="175.0" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="362.5" y="55" width="155" height="240" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ tervezés dokumentum</text>
<line x1="370.5" y1="92" x2="509.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="370.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="121.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">write_file</text>
<text x="372.5" y="144.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">design.md (Scheme</text>
<text x="372.5" y="159.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Comparison)</text>
<rect x="370.5" y="180" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="191.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">ask_user</text>
<text x="372.5" y="214.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Submit design → Wait</text>
<text x="372.5" y="229.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">for approval</text>
<rect x="370.5" y="250" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="261.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold"></text>
<text x="372.5" y="284.5" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Emberi felülvizsgálat után →</text>
<text x="372.5" y="299.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Continue</text>
<line x1="519.5" y1="175.0" x2="527.5" y2="175.0" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="529.5" y="55" width="155" height="240" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="607.0" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ Kódolás és tesztelés</text>
<line x1="537.5" y1="92" x2="676.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="537.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="607.0" y="121.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">edit_file</text>
<text x="539.5" y="144.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">old_str→new_str modify</text>
<text x="539.5" y="159.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">code</text>
<rect x="537.5" y="180" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="607.0" y="191.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">bash</text>
<text x="539.5" y="214.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">pytest tests/ -v</text>
<rect x="537.5" y="250" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="607.0" y="261.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">edit_file</text>
<text x="539.5" y="284.5" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Sikertelen tesztek javítása →</text>
<text x="539.5" y="299.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Rerun</text>
<line x1="686.5" y1="175.0" x2="694.5" y2="175.0" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="696.5" y="55" width="155" height="240" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="774.0" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ Felülvizsgálat és átadás</text>
<line x1="704.5" y1="92" x2="843.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="704.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="774.0" y="121.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">bash</text>
<text x="706.5" y="144.5" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">ruff check src/ (lint)</text>
<rect x="704.5" y="180" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="774.0" y="191.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">read_file</text>
<text x="706.5" y="211.95" font-family="'Courier New', Courier, monospace" font-size="7.0" fill="#333333" text-anchor="start" dominant-baseline="central">Self-review:</text>
<text x="706.5" y="222.1" font-family="'Courier New', Courier, monospace" font-size="7.0" fill="#333333" text-anchor="start" dominant-baseline="central">readability/security/performance</text>
<rect x="704.5" y="250" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="774.0" y="261.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">edit_file</text>
<text x="706.5" y="284.5" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Az ARCHITECTURE.md frissítése</text>
<line x1="30" y1="320" x2="850" y2="320" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440.0" y="340" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Closed-ciklus visszajelzés mechanizmus</text>
<rect x="80" y="365" width="500" height="46" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="330" y="380" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">teszt Sikertelen → módosítás kód → Retest</text>
<text x="330" y="399" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">④ Belső ciklus: átlagosan 23 kör a konvergenciáig</text>
<rect x="80" y="415" width="500" height="46" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="330" y="430" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Lint hiba → javítás immediately → Recheck</text>
<text x="330" y="449" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">⑤ Belső ciklus: szerkesztés után automatikusan elindul</text>
<rect x="80" y="465" width="500" height="46" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="330" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">problémák megtalálva során felülvizsgálat → Go back → ④ → módosítás</text>
<text x="330" y="499" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">⑤→④ visszalépés: az átadási minőség biztosítása</text>
<rect x="610" y="365" width="250" height="38" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="735" y="384" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Ágens állapotsávja: cwd, git branch</text>
<rect x="610" y="415" width="250" height="38" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="735" y="434" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Ágens állapotsávja: unstaged changes</text>
<rect x="610" y="465" width="250" height="38" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="735" y="484" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Eszközkimenet: eleje/vége szerinti csonkítás</text>
<rect x="610" y="515" width="250" height="38" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="735" y="534" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tartós terminális session</text>
<text x="440.0" y="565" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tervezés a cselekvés előtt · folyamatos ellenőrzés · a dokumentáció és a kód együtt fejlődik</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 520" width="880" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="55" width="410" height="240" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="20" y="55" width="410" height="36" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="225.0" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Regex tartalom egyezés (grep)</text>
<text x="32" y="109" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">lekérdezés:</text>
<rect x="28" y="119" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="131" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">rg "def handle_.*" --type py</text>
<text x="32" y="157" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">eredmény:</text>
<rect x="28" y="167" width="394" height="72" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="183" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/api.py:42: def handle_request(..)</text>
<text x="34" y="203" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/api.py:89: def handle_timeout(..)</text>
<text x="34" y="223" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/ws.py:15: def handle_connect(..)</text>
<text x="225.0" y="281" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">pontos szöveg → minden occurrence positions</text>
<rect x="450" y="55" width="410" height="240" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="450" y="55" width="410" height="36" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="655.0" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">fájlnév egyezés (glob)</text>
<text x="462" y="109" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">lekérdezés:</text>
<rect x="458" y="119" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="131" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">glob: **/test_*.py</text>
<text x="462" y="157" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">eredmény:</text>
<rect x="458" y="167" width="394" height="72" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="183" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">tests/test_api.py</text>
<text x="464" y="203" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">tests/test_auth.py</text>
<text x="464" y="223" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">tests/unit/test_parser.py</text>
<text x="655.0" y="281" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">útvonal pattern → nem Fájlolvasás tartalom</text>
<rect x="20" y="315" width="410" height="240" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="20" y="315" width="410" height="36" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="225.0" y="333" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">szemantikai kód keresés</text>
<text x="32" y="369" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">lekérdezés:</text>
<rect x="28" y="379" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="391" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">"Felhasználói bemenet ellenőrzése"</text>
<text x="32" y="417" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">eredmény:</text>
<rect x="28" y="427" width="394" height="72" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="443" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.91] src/validators.py:validate_input()</text>
<text x="34" y="463" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.87] src/forms.py:sanitize_fields()</text>
<text x="34" y="483" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.82] src/api.py:check_params()</text>
<text x="225.0" y="541" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Természetes nyelv → vektor + BM25 hibrid</text>
<rect x="450" y="315" width="410" height="240" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="450" y="315" width="410" height="36" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="655.0" y="333" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Symbol Definition/Reference</text>
<text x="462" y="369" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">lekérdezés:</text>
<rect x="458" y="379" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="391" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">find_references: UserService</text>
<text x="462" y="417" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">eredmény:</text>
<rect x="458" y="427" width="394" height="92" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="443" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Definíció: src/services/user.py:12</text>
<text x="464" y="463" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Hivatkozás: src/api/routes.py:34 (import)</text>
<text x="464" y="483" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Hivatkozás: src/api/routes.py:56 (hívás)</text>
<text x="464" y="503" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Hivatkozás: tests/test_user.py:8 (teszt)</text>
<text x="655.0" y="541" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">AST szint → Disambiguate azonos Names</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 900 660" width="900" height="660" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="10.0" y="55" width="168" height="38" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="94.0" y="74" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Diff + Alkalmazási módl</text>
<rect x="10.0" y="101" width="168" height="116" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="16.0" y="117" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Az LLM diff-leírásának kimenete:</text>
<text x="16.0" y="134" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- def foo(x):</text>
<text x="16.0" y="151" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- return x</text>
<text x="16.0" y="168" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">+ def foo(x, y=0):</text>
<text x="16.0" y="185" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">+ return x + y</text>
<text x="16.0" y="202" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central">→ A kis modell megkeresi és alkalmazza</text>
<rect x="14.0" y="229" width="160" height="80" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="94.0" y="244.2" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Előny: elkülönített</text>
<text x="94.0" y="258.36" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">feladatkörök</text>
<text x="94.0" y="272.52000000000004" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hátrány: kis</text>
<text x="94.0" y="286.68000000000006" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">eltérés okoz</text>
<text x="94.0" y="300.8400000000001" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">illesztési hibát</text>
<rect x="188.0" y="55" width="168" height="38" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="272.0" y="74" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">régi karakterlánc → új karakterlánc</text>
<rect x="188.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="194.0" y="117" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">old: "def foo(x):\n</text>
<text x="194.0" y="134" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x"</text>
<text x="194.0" y="151" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">new: "def foo(x, y=0):\n</text>
<text x="194.0" y="168" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y"</text>
<text x="194.0" y="185" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">→ Pontos karakterlánc-egyezéses csere</text>
<rect x="192.0" y="229" width="160" height="80" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="272.0" y="244.2" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Előny: kiszámítható,</text>
<text x="272.0" y="258.36" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">egyértelmű</text>
<text x="272.0" y="272.52000000000004" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hátrány: nagy</text>
<text x="272.0" y="286.68000000000006" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">a törlések teljes</text>
<text x="272.0" y="300.8400000000001" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kimenet</text>
<rect x="366.0" y="55" width="168" height="38" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="450.0" y="74" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Pozicionálás sorszámmal</text>
<rect x="366.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="372.0" y="117" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central">A 4243. sor törlése, beillesztés:</text>
<text x="372.0" y="134" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> def foo(x, y=0):</text>
<text x="372.0" y="151" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y</text>
<text x="372.0" y="168" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="372.0" y="185" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">→ A sorszám pontos tartományt jelöl</text>
<rect x="370.0" y="229" width="160" height="80" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="450.0" y="244.2" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Előny: hatékony</text>
<text x="450.0" y="258.36" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">nagy művelet</text>
<text x="450.0" y="272.52000000000004" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hátrány: a sor-</text>
<text x="450.0" y="286.68000000000006" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Numbers hiba-Prone során</text>
<text x="450.0" y="300.8400000000001" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">hosszú fájlok</text>
<rect x="544.0" y="55" width="168" height="38" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="628.0" y="74" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Vim-like parancsok</text>
<rect x="544.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="550.0" y="117" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">42G (Ugrás a 42. sorra)</text>
<text x="550.0" y="134" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">cw (Replace word)</text>
<text x="550.0" y="151" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">dd (Sor törlése)</text>
<text x="550.0" y="168" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">yy/p (Copy/Paste)</text>
<text x="550.0" y="185" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">→ Rich editing semantics</text>
<rect x="548.0" y="229" width="160" height="80" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="628.0" y="244.2" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">előny: hatékony</text>
<text x="628.0" y="258.36" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">move/reorganize</text>
<text x="628.0" y="272.52000000000004" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hátrány: a gyengébb</text>
<text x="628.0" y="286.68000000000006" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">modellek produce több</text>
<text x="628.0" y="300.8400000000001" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">hibák</text>
<rect x="722.0" y="55" width="168" height="38" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="806.0" y="74" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Elejevége illesztés</text>
<rect x="722.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="728.0" y="117" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">start: "def foo(x):"</text>
<text x="728.0" y="134" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">end: " return x"</text>
<text x="728.0" y="151" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">new: "def foo(x, y=0):</text>
<text x="728.0" y="168" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y"</text>
<text x="728.0" y="185" font-family="'Courier New', Courier, monospace" font-size="6" fill="#333333" text-anchor="start" dominant-baseline="central">→ A hely meghatározásához elég a két határ</text>
<rect x="726.0" y="229" width="160" height="80" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="806.0" y="244.2" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Előny: nagy törlés</text>
<text x="806.0" y="258.36" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">nélkül teljes kimenet</text>
<text x="806.0" y="272.52000000000004" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hátrány: a határpárnak</text>
<text x="806.0" y="286.68000000000006" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">combination kell lenni</text>
<text x="806.0" y="300.8400000000001" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">egyedinek kell lennie</text>
<line x1="30" y1="331" x2="870" y2="331" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="450.0" y="355" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tényleges használat</text>
<text x="240" y="393" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">régi→új</text>
<rect x="250" y="379" width="408.0" height="28" rx="3" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="454.0" y="393" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">Claude kód</text>
<text x="240" y="431" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Pozicionálás sorszámmal</text>
<rect x="250" y="417" width="240.0" height="28" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="370.0" y="431" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Mély IDE-integrációs helyzetek</text>
<text x="240" y="469" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Diff + Apply</text>
<rect x="250" y="455" width="192.0" height="28" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="346.0" y="469" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">kurzor</text>
<text x="240" y="507" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Elejevége illesztés</text>
<rect x="250" y="493" width="144.0" height="28" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="322.0" y="507" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Részleges egyedi megoldások</text>
<text x="240" y="545" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Vim parancsok</text>
<rect x="250" y="531" width="72.0" height="28" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="286.0" y="545" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Kísérleti megoldások</text>
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<rect x="20" y="60" width="350" height="280" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="195" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Javaslattevő ágens</text>
<text x="40" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Bemenet: tanulmány/tartalom</text>
<rect x="30" y="125" width="330" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="38" y="137" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">paper.pdf → Extract sections/arguments/figures</text>
<text x="40" y="168" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Kimenet: Slidev Markdown</text>
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<text x="40" y="199.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="40" y="213.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">layout: two-cols</text>
<text x="40" y="227.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="40" y="241.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"># Transformer-architektúra</text>
<text x="40" y="255.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">::left::</text>
<text x="40" y="269.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">- Self-Figyelmi mechanizmus</text>
<text x="40" y="283.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">- Többfejes figyelem</text>
<text x="40" y="297.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">::right::</text>
<text x="40" y="311.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;img src="fig3.png" /&gt;</text>
<rect x="510" y="60" width="350" height="280" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="685" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felülvizsgáló ágens</text>
<text x="520" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1. lépés: képernyőkép renderelése</text>
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<text x="685" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">slidev export --minden-dia</text>
<text x="685" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ slide-01.png, slide-02.png ...</text>
<text x="520" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">2. lépés: felülvizsgálat látási LLM-mel</text>
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<text x="528" y="222" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Felülvizsgálati szempontok:</text>
<text x="528" y="238" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ A szöveg túllépi a határt</text>
<text x="528" y="254" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ Túl zsúfolt elrendezés</text>
<text x="528" y="270" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ Megfelelő képméret</text>
<text x="528" y="286" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✗ Slide 3: A szöveg túlnyúlik a jobb oszlopon</text>
<text x="528" y="302" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✗ Slide 7: Túl sűrű tartalom</text>
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<text x="40.5" y="140" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Dokumentumszerkezet elemzése</text>
<text x="40.5" y="160" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Extract figure refs</text>
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<text x="205.5" y="120" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">1020 oldalas szerkezet</text>
<text x="205.5" y="140" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Extract core arguments</text>
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<text x="535.5" y="120" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">export --per-slide</text>
<text x="535.5" y="140" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Felülvizsgálat látási LLM-mel</text>
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<text x="700.5" y="120" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Felülvizsgáló → javaslattevő</text>
<text x="700.5" y="140" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Modify Slidev-kód</text>
<text x="700.5" y="160" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Re-render and verify</text>
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<text x="370.5" y="316" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Szöveg → beszéd</text>
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<text x="700.5" y="336" font-family="'Courier New', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="start" dominant-baseline="central">5-15 minutes</text>
<text x="700.5" y="356" font-family="'Courier New', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="start" dominant-baseline="central">Hang- és képkimenet</text>
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<text x="38" y="140" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> "Rendelés lemondása #12345"}</text>
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<text x="38" y="168" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> "tool_call":"cancel_order"}</text>
<text x="38" y="182" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> {"role":"tool","result":</text>
<text x="38" y="196" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> "ERROR: no insurance"}</text>
<text x="38" y="210" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central"> → Az ágens nem tájékoztatta a felhasználót az okról</text>
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<text x="320" y="100" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Bemenet: nyomkövetés + architektúradokumentum + PRD</text>
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<text x="320" y="128" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Elemzési dimenziók:</text>
<text x="320" y="142" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central"> - Megfelel-e a végrehajtási folyamat az elvárásoknak</text>
<text x="320" y="156" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> - Helyesek-e az eszközhívások</text>
<text x="320" y="170" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> - Megfelelő-e a hibakezelés</text>
<text x="320" y="184" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> - Kielégítő-e a felhasználói élmény</text>
<text x="320" y="198" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="320" y="212" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ Az eltérő lépés és modul megkeresése</text>
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<rect x="610" y="60" width="250" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="735" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ strukturált jelentés</text>
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<text x="628" y="112" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">Problémajelentés:</text>
<text x="628" y="126" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central"> Prioritás: P1 (ügyfélvesztési kockázat)</text>
<text x="628" y="140" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> Modul: cancellation_handler</text>
<text x="628" y="154" font-family="'Courier New', Courier, monospace" font-size="6" fill="#333333" text-anchor="start" dominant-baseline="central"> Leírás: a lemondási hiba után nincs magyarázat erre:</text>
<text x="628" y="168" font-family="'Courier New', Courier, monospace" font-size="6" fill="#333333" text-anchor="start" dominant-baseline="central"> az ok és az alternatívák ismertetése a felhasználóval</text>
<text x="628" y="182" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central"> Javaslat: a hiba okának magyarázata</text>
<text x="628" y="196" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> and guidance to purchase insurance</text>
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<rect x="60" y="260" width="370" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="245" y="282" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ Regression Teszteset generálás</text>
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<text x="78" y="312" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">def test_cancel_no_insurance():</text>
<text x="78" y="326" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> """Trajectory #001, Round 3-5"""</text>
<text x="78" y="340" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> # Replay: Felhasználói kéréss cancellation of economy class</text>
<text x="78" y="354" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> resp = agent.run(</text>
<text x="78" y="368" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> "Rendelés lemondása #12345")</text>
<text x="78" y="382" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> # Ellenőrzés: magyarázza el az okot</text>
<text x="78" y="396" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert "insurance" in resp.text</text>
<text x="78" y="410" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert "alternative" in resp.text</text>
<text x="78" y="424" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> # Ellenőrzés: ne csak hibát adjon vissza</text>
<text x="78" y="438" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert "ERROR" not in resp.text</text>
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<rect x="470" y="260" width="380" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="660" y="282" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ GitHub probléma Auto-létrehozás</text>
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<text x="488" y="312" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">gh issue create \</text>
<text x="488" y="326" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --title "P1: Cancellation failure lacks</text>
<text x="488" y="340" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> user guidance" \</text>
<text x="488" y="354" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --body "**Problem**: Agent directly</text>
<text x="488" y="368" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> returns an error after cancel_order</text>
<text x="488" y="382" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> failure, without explaining the reason...</text>
<text x="488" y="396" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> **Trajectory**: #001 Round 3-5</text>
<text x="488" y="410" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> **Test**: test_cancel_..." \</text>
<text x="488" y="424" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --assignee @backend-team</text>
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<text x="440.0" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="17" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Végponttól végpontig Automation: napló → elemzés → jelentés → teszt → probléma</text>
<text x="440.0" y="480" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">integráció és GitHub segítségével MCP · teszt keretrendszer auto-replay ellenőrzés</text>
<text x="440.0" y="530" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Reduce manual diagnosis költség innen óra → perc</text>
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<text x="276" y="103" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;form id="clarify"&gt;</text>
<text x="276" y="116" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;input type="text"</text>
<text x="276" y="129" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> name="from" label="Indulási város"/&gt;</text>
<text x="276" y="142" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;input type="date"</text>
<text x="276" y="155" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> name="depart" label="Indulási dátum"/&gt;</text>
<text x="276" y="168" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;select name="type"&gt;</text>
<text x="276" y="181" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;option&gt;One-way&lt;/option&gt;</text>
<text x="276" y="194" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;option&gt;Oda-vissza út&lt;/option&gt;</text>
<text x="276" y="207" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;/select&gt;</text>
<text x="276" y="220" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;/form&gt;</text>
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<text x="580" y="95" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Indulási város</text>
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<text x="668" y="95" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Shanghai</text>
<text x="580" y="135" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Indulási dátum</text>
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<text x="668" y="135" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">2025-08-15</text>
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<text x="668" y="175" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Oda-vissza út ▾</text>
<text x="580" y="215" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Visszaút dátuma</text>
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<text x="668" y="215" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">2025-08-22</text>
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<text x="30" y="318" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Text Q&amp;A: 10 rounds of dialogue</text>
<text x="30" y="331" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q1: Indulási város? V: Sanghaj</text>
<text x="30" y="344" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q2: Dátum? V: augusztus 15.</text>
<text x="30" y="357" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q3: Egyirányú vagy oda-vissza út? ...</text>
<text x="30" y="370" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="30" y="383" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Dinamikus űrlap: 1 beküldés</text>
<text x="30" y="396" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Minden információ egyszerre begyűjtve</text>
<text x="30" y="409" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> A kaszkádlogika automatikusan kezelve</text>
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<text x="125" y="118" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">felhasználó</text>
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<text x="100" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felhasználói bemenet</text>
<text x="100" y="98" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Melyik csomagot válasszuk?"</text>
<line x1="172" y1="78" x2="218" y2="78" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="220" y="55" width="250" height="130" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="232" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">Párhuzamos gondolkodás</text>
<rect x="235" y="80" width="220" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="345" y="95" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Gyors gondolkodás ~500 ms (gondolkodás kikapcsolva)</text>
<text x="345" y="110" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Jó ár, vásárlás javasolt"</text>
<rect x="235" y="130" width="220" height="42" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="345" y="145" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Lassú gondolkodás ~8 s (gondolkodás bekapcsolva)</text>
<text x="345" y="160" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Nincs nemzetközi roaming, nem megfelelő"</text>
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<line x1="457" y1="150" x2="503" y2="150" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="505" y="60" width="240" height="130" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="625" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felhasználói élmény</text>
<text x="625" y="102" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.5s: "Jó ár, vásárlás javasolt"</text>
<text x="625" y="120" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">8.0s: "Nincs nemzetközi roaming, nem megfelelő"</text>
<text x="625" y="145" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">→ Ellentmondás!</text>
<text x="625" y="168" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ A felhasználó bizalma elvész</text>
<rect x="30" y="210" width="720" height="90" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="390" y="230" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Két fő probléma</text>
<text x="200" y="258" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1. probléma: egyszerű feladatok túlgondolása</text>
<text x="200" y="278" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Milyen nap van ma?" → A gyors gondolkodás már helyes → A lassú gondolkodás még fut céljára 8s</text>
<text x="580" y="258" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2. probléma: eltérés a gyors és lassú gondolkodás között</text>
<text x="580" y="278" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Független gondolkodási útvonalak, teljesen eltérő feltételezésekkel</text>
<rect x="30" y="355" width="340" height="100" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="200" y="376" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Javítás: a lassú gondolkodás háttérben működő „tanácsadó”</text>
<text x="200" y="400" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Lassú gondolkodás → ágensállapotsáv → gyors gondolkodás</text>
<text x="200" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nincs közvetlen ütközés, de a közvetett kommunikáció homályos</text>
<rect x="410" y="355" width="340" height="100" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="580" y="376" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Alapvető korlátok továbbra maradnak</text>
<text x="580" y="398" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A gyors gondolkodás félreértheti az állapotsáv jelzéseit ("Ár megerősítése" →</text>
<text x="580" y="416" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"Megerősítés a felhasználóval”, nem „Újraszámítás")</text>
<text x="580" y="434" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nem valósítható meg természetes „gondolkodás beszéd közben” interakció</text>
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<?xml version="1.0" encoding="UTF-8"?>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 340" width="780" height="340" style="background:#ffffff">
<defs>
<marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker>
<marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker>
</defs>
<!-- Step ① Screenshot -->
<rect x="30" y="55" width="190" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="125" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① Képernyőkép</text>
<rect x="55" y="95" width="140" height="90" rx="4" fill="#ffffff" stroke="#999999" stroke-width="1.5"/>
<text x="125" y="115" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">számítógép képernyő</text>
<rect x="72" y="128" width="106" height="14" rx="2" fill="#e8e8e8" stroke="none"/>
<rect x="72" y="146" width="80" height="14" rx="2" fill="#e8e8e8" stroke="none"/>
<rect x="72" y="164" width="50" height="12" rx="2" fill="#d0d0d0" stroke="none"/>
<text x="125" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#999999" text-anchor="middle" dominant-baseline="central">Desktop / böngésző / alkalmazás</text>
<text x="125" y="225" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#999999" text-anchor="middle" dominant-baseline="central">Take Képernyőkép után felület stabilizes</text>
<line x1="220" y1="130" x2="283" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="252" y="118" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">Képernyőkép</text>
<!-- Step ② Model Inference -->
<rect x="295" y="55" width="190" height="185" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="390" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Modellkövetkeztetés</text>
<text x="390" y="103" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">bemenet</text>
<text x="390" y="121" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">Képernyőkép + Feladatinstrukció</text>
<line x1="310" y1="137" x2="470" y2="137" stroke="#999999" stroke-width="1" stroke-dasharray="4,3"/>
<text x="390" y="155" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">kimenet</text>
<text x="390" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="middle" dominant-baseline="central">Gondolat: „A keresőmező a képernyő közepén van”</text>
<text x="390" y="195" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central">Action: click(512, 250)</text>
<text x="390" y="215" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central">Action: type("weather")</text>
<line x1="485" y1="130" x2="548" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="517" y="118" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">Művelet</text>
<!-- Step ③ Execute Action -->
<rect x="560" y="55" width="190" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="655" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ végrehajtás Művelet</text>
<text x="655" y="108" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">végrehajtás eszköz</text>
<text x="655" y="130" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">xdotool / Playwright</text>
<line x1="575" y1="147" x2="735" y2="147" stroke="#999999" stroke-width="1" stroke-dasharray="4,3"/>
<text x="655" y="165" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">egér: mozgás, kattintás, Drag</text>
<text x="655" y="185" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">Keyboard: bemenet, Hotkeys</text>
<text x="655" y="205" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central">Görgetés: fel / le / balra / jobbra</text>
<text x="655" y="225" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">várakozás: felület válasz</text>
<!-- Loop back -->
<path d="M 655 240 L 655 280 L 125 280 L 125 248" stroke="#333333" stroke-width="2" fill="none" marker-end="url(#ah)"/>
<text x="390" y="298" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central">④ felület állapot Changes → várakozás céljára Stability → következő Képernyőkép</text>
<text x="390" y="325" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#999999" text-anchor="middle" dominant-baseline="central">Tipikus helyzet: egy többlépéses űrlap kitöltése 1020 ciklust igényelhet</text>
</svg>

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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 420" width="780" height="420" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="35" y="60" width="340" height="180" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="205" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GUI művelet eszköz (számítógép)</text>
<text x="47" y="98" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">egér:</text>
<text x="105" y="98" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">mouse_move · left/right/middle_click</text>
<text x="105" y="114" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">double/triple_click · left_click_drag</text>
<text x="105" y="130" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">left_mouse_down/up</text>
<text x="47" y="152" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">kulcsok:</text>
<text x="105" y="152" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">type (character by character, 12ms interval)</text>
<text x="105" y="168" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">key (combination key) · hold_key (long press)</text>
<text x="47" y="190" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">görgetés:</text>
<text x="105" y="190" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">scroll 4 directions + modifier keys</text>
<rect x="400" y="60" width="345" height="100" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="572" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">észlelés műveletek</text>
<text x="412" y="98" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">képernyő:</text>
<text x="470" y="98" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">screenshot → scale to Tréningfelbontás</text>
<text x="412" y="120" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">kurzor:</text>
<text x="470" y="120" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">cursor_position → (x, y)</text>
<text x="412" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">várakozás:</text>
<text x="470" y="142" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">wait → várakozás a felület stabilizálódására</text>
<rect x="400" y="175" width="345" height="65" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="572" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Command végrehajtás (bash)</text>
<text x="412" y="213" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">kifejezés:</text>
<text x="470" y="213" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">persistent bash session · 120s timeout</text>
<text x="470" y="229" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">Az őrkarakterlánc észlelése kész</text>
<rect x="35" y="255" width="340" height="65" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="205" y="275" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">fájl szerkesztés (str_replace_editor)</text>
<text x="47" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Ops:</text>
<text x="105" y="293" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">view · create · str_replace</text>
<text x="105" y="309" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">insert · undo_edit</text>
<rect x="400" y="255" width="345" height="65" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="572" y="275" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">koordináta méretezés mechanizmus</text>
<text x="572" y="295" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tényleges felbontás ↔ Tréningfelbontás (XGA/WXGA/FWXGA)</text>
<text x="572" y="310" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Képernyőkép shrink → Modellkövetkeztetés → koordináta enlarge → xdotool végrehajtás</text>
<rect x="35" y="335" width="710" height="110" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tipikus Végrehajtási folyamat: kitöltés űrlap</text>
<text x="123" y="385" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① Képernyőkép</text>
<text x="123" y="403" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Capture oldal</text>
<line x1="186" y1="391" x2="196" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="259" y="385" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Modellkövetkeztetés</text>
<text x="259" y="403" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">keresés név mező</text>
<line x1="322" y1="391" x2="332" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="387" y="385" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ mouse_move</text>
<text x="387" y="403" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">mozgás → (324, 156)</text>
<line x1="458" y1="391" x2="468" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="531" y="385" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ left_click</text>
<text x="531" y="403" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kattintás → get focus</text>
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<text x="667" y="385" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ type</text>
<text x="667" y="403" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"John Smith"</text>
<text x="390" y="430" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">minden Művelet interval 2-5s (soros Képernyőkép-felismerés-gondolkodás-kattintás), 1/3 → 1/5 emberi sebesség</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 400" width="780" height="400" style="background:#ffffff">
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<text x="53" y="102" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">www.example.com</text>
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<text x="43" y="83" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[1]</text>
<rect x="55" y="126" width="80" height="30" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="95" y="141" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">beküldés</text>
<rect x="53" y="124" width="84" height="34" rx="2" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="53" y="121" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[2]</text>
<rect x="55" y="168" width="200" height="28" rx="3" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="55" y="168" width="200" height="28" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="65" y="182" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Adja meg a nevét...</text>
<rect x="53" y="166" width="204" height="32" rx="2" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="53" y="163" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[3]</text>
<text x="65" y="218" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Dokumentáció →</text>
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<text x="53" y="203" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[4]</text>
<rect x="375" y="60" width="370" height="220" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="560" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">elem list (szöveg leírás)</text>
<text x="385" y="100" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[1] &lt;input type="text" placeholder=</text>
<text x="385" y="118" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> "Search" aria-label="Search"/&gt;</text>
<text x="385" y="136" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[2] &lt;button id="submit-btn"</text>
<text x="385" y="154" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> aria-label="Űrlap beküldése"/&gt;</text>
<text x="385" y="172" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[3] &lt;input type="text" placeholder=</text>
<text x="385" y="190" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> "Adja meg a nevét" value=""/&gt;</text>
<text x="385" y="208" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[4] &lt;a href="/docs"</text>
<text x="385" y="226" font-family="'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> aria-label="Documentation"/&gt;</text>
<text x="560" y="258" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Modellkimenet ID → rendszer végrehajtja és középpont Koordináták</text>
<rect x="35" y="295" width="710" height="130" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="390" y="315" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SoM folyamat (böngésző-használat implementation)</text>
<rect x="65" y="340" width="117" height="50" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="123" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">CDP acquisition</text>
<text x="123" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">DOM/A11y</text>
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<rect x="197" y="340" width="117" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="255" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Interactivity</text>
<text x="255" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">észlelés</text>
<line x1="316" y1="365" x2="331" y2="365" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="329" y="340" width="117" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="387" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Határolókeret</text>
<text x="387" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+Azonosító-kiosztás</text>
<line x1="448" y1="365" x2="463" y2="365" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="461" y="340" width="117" height="50" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="519" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">alapján Képernyőkép</text>
<text x="519" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Határolókeret rajzolása</text>
<line x1="580" y1="365" x2="595" y2="365" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="593" y="340" width="117" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="651" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">szöveg list</text>
<text x="651" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+Képernyőkép → modell</text>
<text x="390" y="407" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Alkalmazhatósági határ: strukturált felületek (web/Accessibility API) | játékok/Canvas → tisztán vizuális módszerek</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 310" width="780" height="310" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="40" y="65" width="200" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="140" y="85" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tényleges képernyő</text>
<text x="140" y="108" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">2560 × 1440</text>
<text x="140" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">vagy más felbontás</text>
<text x="140" y="150" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">felhasználó kattintás: (1280, 720)</text>
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<rect x="290" y="65" width="200" height="120" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="390" y="85" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">A modell tréningfelbontása</text>
<text x="390" y="108" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">XGA: 1024×768</text>
<text x="390" y="126" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">WXGA: 1280×800</text>
<text x="390" y="144" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">FWXGA: 1366×768</text>
<text x="390" y="165" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A legjobb egyezés kiválasztása képarány alapján</text>
<rect x="540" y="65" width="200" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="640" y="85" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">A modell kimeneti koordinátái</text>
<text x="640" y="108" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">a lekicsinyített kép alapján</text>
<text x="640" y="128" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Prediction: (683, 384)</text>
<circle cx="650" cy="145" r="4" fill="#333333" stroke="#333333" stroke-width="2"/>
<text x="640" y="168" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Visszaméretezés a tényleges felbontásra</text>
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<line x1="492" y1="140" x2="538" y2="140" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="538" y1="110" x2="492" y2="110" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="515.0" y="100.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">Koordináták</text>
<rect x="40" y="200" width="700" height="60" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="218" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Teljes munkafolyamat</text>
<text x="390" y="242" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">① célfelbontás kiválasztása képarány alapján → ② képernyőkép lekicsinyítése ImageMagickkel → ③ koordinátagenerálás → ④ arányos visszaméretezés → ⑤ végrehajtás xdotoollal</text>
<rect x="40" y="275" width="700" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="390" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Méretezési példa (16:9-es képernyő → FWXGA)</text>
<text x="390" y="315" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Képernyőkép: 2560×1440 → 1366×768 (×0.53) | Koordináták: modell (683, 384) → tényleges (1280, 720) (×1.87)</text>
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<text x="160" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">RT-2</text>
<text x="160" y="93" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
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<text x="160" y="330" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">nulla-shot: új tárgyak és utasítások</text>
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<text x="97" y="119" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">vizuális Overlay ellenőrzés</text>
<text x="97" y="137" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">kép Overlap ellenőrzés</text>
<rect x="176" y="60" width="143" height="130" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="248" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② Háttércsere</text>
<text x="248" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Greenscreen Technology</text>
<text x="248" y="119" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">valós háttér kép Cropping</text>
<text x="248" y="137" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Overlay onto szimuláció renderelés</text>
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<rect x="326" y="60" width="143" height="130" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="398" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ Domain</text>
<text x="398" y="96" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">randomizáció</text>
<text x="398" y="117" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Robot Color randomizáció</text>
<text x="398" y="135" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Object Texture/Lighting/FOV</text>
<text x="398" y="153" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">fizikai paraméter randomizáció</text>
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<rect x="476" y="60" width="143" height="130" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="548" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ RL tréning</text>
<text x="548" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">PPO · 1024 Párhuzamos környezetek</text>
<text x="548" y="119" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">25-40 millió lépés</text>
<text x="548" y="137" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~1h (egyetlen 4090)</text>
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<text x="698" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ valós telepítés</text>
<text x="698" y="101" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">15Hz Vezérlési frekvencia</text>
<text x="698" y="119" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~2.5cm kocka megfogás</text>
<text x="698" y="137" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">nulla-shot Sikeres</text>
<line x1="619" y1="125" x2="626" y2="125" stroke="#999999" stroke-width="2" marker-end="url(#ah-sm)"/>
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<text x="400" y="267" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">kulcs Műszaki részletek</text>
<text x="120" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Jelenetillesztés</text>
<text x="120" y="311" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Sim/Valós kamera egyezés</text>
<text x="120" y="327" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Precisely matched</text>
<text x="300" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Vizuális randomizáció</text>
<text x="300" y="311" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">háttér + texture</text>
<text x="300" y="327" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Bridging vizuális rés</text>
<text x="480" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Fizikai randomizáció</text>
<text x="480" y="311" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Friction/mass/stiffness</text>
<text x="480" y="327" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Bridging fizikai rés</text>
<text x="660" y="293" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tréning hatékonyság</text>
<text x="660" y="311" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1024 párhuzamos környezet</text>
<text x="660" y="327" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~1h → reach &gt;90%</text>
<rect x="30" y="360" width="740" height="95" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="400" y="380" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LeRobot + ManiSkill tech verem</text>
<text x="142" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">simulator</text>
<text x="142" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ManiSkill</text>
<text x="142" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">GPU Párhuzamos renderelés</text>
<text x="317" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tréning-keretrendszer</text>
<text x="317" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">LeRobot + PPO</text>
<text x="317" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">pure RGB bemenet</text>
<text x="492" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">robotic arm</text>
<text x="492" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SO100</text>
<text x="492" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">6-DOF</text>
<text x="660" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">korlátok</text>
<text x="660" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">tárgyak outside Tréningeloszlás</text>
<text x="660" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Sikerarány drops jelentősen</text>
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<text x="490.0" y="55" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">t₂</text>
<text x="665.0" y="55" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">t₃</text>
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<text x="65.0" y="150" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Lemondás</text>
<text x="65.0" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">(Sürgős)</text>
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<text x="280.0" y="109.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM-érvelés…</text>
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<text x="420.0" y="90" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⚡ user.interrupt: "Stop!"</text>
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<text x="437.5" y="109.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">×</text>
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<text x="262.5" y="149.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Eszközvégrehajtás…</text>
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<text x="437.5" y="149.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">×</text>
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<text x="654.5" y="189.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Új LLM-érvelés (megszakítási esemény + sor törlése)</text>
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<text x="65.0" y="335" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">(Normál)</text>
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<text x="192.5" y="267.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM</text>
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<text x="413.0" y="269.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Eszközvégrehajtás (search_web)</text>
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<text x="675.5" y="269.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Átfogó LLM-feldolgozás</text>
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<text x="385.0" y="298" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">felhasználó: "Csak az elmúlt egy hónapot vizsgáld"</text>
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<text x="598.5" y="350.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="567.0" y="350" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">Kötegelt hozzáfűzés: tool.result + felhasználói bemenet</text>
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<text x="420.0" y="429.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Fő feladat: adatelemzés (hosszú végrehajtás)</text>
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<text x="350.0" y="458" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">felhasználó: "Milyen ma az időjárás?"</text>
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<text x="427.0" y="482.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Párhuzamos LLM</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 480" width="880" height="480" style="background:#ffffff">
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<text x="57.0" y="185" font-family="'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">tool_call → a következőnek tool_resultnak kell lennie, különben API-hiba</text>
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<text x="752.0" y="355" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Helyőrző</text>
<text x="752.0" y="372" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">[Az eszköz még fut, </text>
<text x="752.0" y="386" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">a megszakítás elsőbbséget kap]</text>
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<text x="60" y="430" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">Megoldás: a helyőrző rögzíti a formátumot + a nem sürgős események sorba állnak + megszakítás csak valóban sürgős esetben</text>
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<text x="55" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">eszköz A</text>
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<text x="55" y="260" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">eszköz B</text>
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<text x="55" y="340" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">eszköz C</text>
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<text x="55" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">trajektória</text>
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<text x="164.4" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: Launch 3 eszközök</text>
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<text x="334.6" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">szkript A: 3% minden második → 33s → teljes</text>
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<text x="504.80000000000007" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">lekérdezés B, C előrehaladás</text>
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<text x="564.0" y="62" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">lemondás C</text>
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<text x="638.0" y="62" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">B kész</text>
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<text x="737.9" y="80" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: integráció A+B eredmények → generálás jelentés</text>
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<text x="737.9" y="420" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">A eredmény + B eredmény + C Lemondás record</text>
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<text x="130" y="480" font-family="'Courier New', Courier, monospace" font-size="13.5" fill="#333333" text-anchor="start" dominant-baseline="central">Lényeg: helyőrző beillesztése + aszinkron befejezési esemény + cancel_tool(task_id) API</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 300" width="780" height="300" style="background:#ffffff">
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<text x="124" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">VAD</text>
<text x="124" y="104" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Beszédaktivitás-észlelés</text>
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<text x="301" y="104" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Automatikus beszédfelismerés</text>
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<text x="301" y="162" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Whisper</text>
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<text x="478" y="104" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Nyelvi modelllkövetkeztetés</text>
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<text x="655" y="104" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Beszédszintézis</text>
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<text x="390" y="267" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">felhasználó speaks 2-3 seconds → VAD vár → ASR vár → LLM tétlen → wastes minden idő gaps</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 380" width="780" height="380" style="background:#ffffff">
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<text x="170" y="127" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">ASR átírás</text>
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<rect x="284" y="109" width="10" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="333" y="127" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">50-200ms</text>
<text x="170" y="171" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">LLM TTFT</text>
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<rect x="294" y="153" width="20" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="170" y="215" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">LLM generálás</text>
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<rect x="315" y="197" width="20" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="170" y="259" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">TTS szintézis</text>
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<text x="284" y="308" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">500ms</text>
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<text x="390" y="382" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Éles környezetben ρ jellemzően 0,50,8 → a tényleges késleltetés az üresjárati 25-szöröse</text>
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<text x="299" y="136" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">VAD sensitivity configurable</text>
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<text x="299" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Párbeszéd coherence optimalizálás</text>
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<text x="481" y="106" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Thinker-Talker MoE</text>
<text x="481" y="136" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">gondolkodás (megértés) + Express (generálás)</text>
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<text x="481" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Első csomag késleltetése: 234 ms</text>
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<text x="663" y="136" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Végponttól végpontig terjedő beszédtoken</text>
<text x="663" y="158" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Paralinguistic megértés 83.09%</text>
<text x="663" y="180" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">CoT gondolkodás + RAG + eszközök</text>
<text x="663" y="202" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Surpasses Qwen2.5-Omni (44.18%)</text>
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<text x="390" y="295" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="19.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Gyakori korlát: továbbra a beszédkör-észlelésre támaszkodik</text>
<text x="180" y="321" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Insufficient Beszédkör-észlelés</text>
<text x="180" y="341" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Pause ≠ end beszéd</text>
<text x="180" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">szükséges proactive guidance</text>
<text x="400" y="321" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Primitive megszakítás ítélet</text>
<text x="400" y="341" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Acknowledgments ≠ interrupts</text>
<text x="400" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">zaj misread mint beszéd</text>
<text x="620" y="321" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kiváltó ok</text>
<text x="620" y="341" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Acoustic signals csak</text>
<text x="620" y="357" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Misses szemantikai meaning</text>
<rect x="40" y="388" width="700" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="390" y="408" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Bemeneti/kimeneti architektúrák összehasonlítása</text>
<text x="60" y="430" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">hagyományos soros</text>
<text x="210" y="430" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">hang→VAD→ASR→szöveg→LLM→szöveg→TTS→hang</text>
<text x="60" y="445" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">OpenAI/Gemini</text>
<text x="210" y="445" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Hang → végponttól végpontig működő modell (beépített VAD) → hang/szöveg</text>
<text x="60" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Qwen3-Omni</text>
<text x="210" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Hang/kép/videó → Thinker (MoE) → Talker → beszédkodek</text>
<text x="60" y="475" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">lépés-hang 2</text>
<text x="210" y="475" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Nyers hang → latens kódoló → LLM+RL → hang- és szövegtokenek</text>
<text x="60" y="491" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">teljes-duplex Moshi</text>
<text x="210" y="491" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Párhuzamos kettős hang streams + inner monologue szöveg stream → nincs VAD / Beszédkör-észlelés szükséges</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 260" width="820" height="260" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto" markerUnits="userSpaceOnUse"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="44" width="560" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="310.0" y="64.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1. réteg: a környezet kiértékelése</text>
<text x="310.0" y="90.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">"Hol teszteljünk" — Eszközhívás / emberszámítógép interakció / szimulációs környezet</text>
<line x1="310.0" y1="109" x2="310.0" y2="121" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="30" y="124" width="560" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="310.0" y="144.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2. réteg: kiértékelési módszerek</text>
<text x="310.0" y="170.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">"Hogyan értékeljünk" — Adathalmaz-tervezés · LLM mint bíró · páronkénti összehasonlítás és rangsorolás</text>
<line x1="310.0" y1="189" x2="310.0" y2="201" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="30" y="204" width="560" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="310.0" y="224.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3. réteg: kiértékelés-vezérelt döntések</text>
<text x="310.0" y="250.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">"Mi legyen a tesztelés után" — Modellkiválasztás · architektúra-optimalizálás · folyamatos iteráció</text>
<rect x="620" y="44" width="170" height="224" rx="6" fill="#f3f0e8" stroke="#333333" stroke-width="2"/>
<text x="705" y="64" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">A fejezetet átható mérnöki témák</text>
<text x="705" y="102" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• Megfigyelhetőség</text>
<text x="705" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• Szimulációs környezet</text>
<text x="705" y="182" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• Belső kiértékelés</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 490" width="880" height="490" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="55" width="400" height="460" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="220" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Eszközhívásos típus (ellenőrzők)</text>
<rect x="120" y="95" width="200" height="42" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="220.0" y="116.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">ágens (LLM)</text>
<line x1="220" y1="137" x2="220" y2="168" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="60" y="170" width="320" height="80" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Eszközvégrehajtás környezet</text>
<rect x="75" y="200" width="290" height="48" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="85" y="219.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">run_python("def fib(n): ...")</text>
<text x="85" y="237.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ {"result": [1,1,2,3,5,8]}</text>
<line x1="220" y1="250" x2="220" y2="278" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="60" y="280" width="320" height="80" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="302" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Futtatható ellenőrző</text>
<rect x="75" y="312" width="290" height="48" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="85" y="331.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">assert fib(10) == 55 # PASS</text>
<text x="85" y="349.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">assert fib(0) == 0 # PASS</text>
<line x1="220" y1="360" x2="220" y2="390" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="100" y="392" width="240" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="220" y="412" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">jutalom = 1.0 (minden passed)</text>
<rect x="80" y="445" width="280" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="90" y="460" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">Jellemzők: nincs szükség emberi/LLM-kiértékelésre</text>
<rect x="460" y="55" width="400" height="460" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="660" y="78" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="17" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Emberszámítógép interakciós típus (τ-bench)</text>
<rect x="475" y="95" width="165" height="42" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="557.5" y="116.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felhasználó-szimulátor</text>
<rect x="680" y="95" width="165" height="42" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="762.5" y="116.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">ágens (LLM)</text>
<line x1="640" y1="108" x2="678" y2="108" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="660.0" y="148.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" font-style="italic">"Probléma van a repülőjáratommal"</text>
<line x1="680" y1="128" x2="642" y2="128" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="762" y1="137" x2="762" y2="168" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="490" y="170" width="340" height="80" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="192" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Eszközhívás</text>
<rect x="505" y="200" width="310" height="48" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="515" y="219.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">lookup_booking("BK-98712")</text>
<text x="515" y="237.0" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ {"status":"confirmed","flight":"UA123"}</text>
<line x1="660" y1="250" x2="660" y2="278" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="490" y="280" width="340" height="100" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="302" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Double ellenőrzés</text>
<rect x="505" y="312" width="310" height="66" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="515" y="331.0" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">① DB: booking.status == "cancelled"</text>
<text x="515" y="349.0" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">② Párbeszéd: tartalmazza a „150 USD visszatérítést”</text>
<text x="515" y="367.0" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central"> Tartalmazza: „35 munkanapon belül megérkezik”</text>
<line x1="660" y1="380" x2="660" y2="406" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="520" y="408" width="280" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="660" y="428" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">jutalom = 0/1 (mindkettő passed)</text>
<rect x="500" y="460" width="320" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="510" y="475" font-family="'Courier New', Courier, monospace" font-size="7.5" fill="#333333" text-anchor="start" dominant-baseline="central">Jellemzők: fokozatos információfelfedés + állapotellenőrzés</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 15 880 545" width="880" height="545" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="70" width="220" height="230" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="130" y="93" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Felhasználó-szimulátor (LLM)</text>
<line x1="30" y1="105" x2="230" y2="105" stroke="#999999" stroke-width="2"/>
<text x="30" y="115" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Ismert adatok:</text>
<text x="35" y="133" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Name: Sarah Johnson</text>
<text x="35" y="151" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Booking: BK-98712</text>
<text x="30" y="177" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Feladatinstrukció:</text>
<text x="35" y="195" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">"Úgy tűnik, probléma van a repülőjárattal"</text>
<text x="35" y="213" font-family="'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ A részletek fokozatos felfedése</text>
<text x="35" y="231" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">→ Ne adja meg előre a foglalási számot</text>
<rect x="300" y="70" width="260" height="230" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="430" y="93" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kiértékelendő ágens</text>
<line x1="310" y1="105" x2="550" y2="105" stroke="#999999" stroke-width="2"/>
<rect x="315" y="115" width="230" height="40" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="430" y="135" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM-érvelés + stratégiaválasztás</text>
<text x="320" y="175" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">① Megadhatja a foglalási számát?</text>
<text x="320" y="197" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">② lookup_booking(BK-98712)</text>
<text x="320" y="219" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">③ Az UA123 járatot törölték</text>
<text x="320" y="241" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">④ cancel_booking(BK-98712)</text>
<text x="320" y="263" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">⑤ 150 USD visszatérítés, 35 munkanap</text>
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<text x="635" y="120" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">lookup_booking</text>
<text x="780" y="120" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Foglalási adatok lekérdezése</text>
<text x="635" y="142" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">modify_booking</text>
<text x="780" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Foglalási állapot módosítása</text>
<text x="635" y="164" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">cancel_booking</text>
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<text x="780" y="186" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Alternatív járatok keresése</text>
<text x="635" y="208" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">send_notification</text>
<text x="780" y="208" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Megerősítő értesítés küldése</text>
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<text x="640" y="255" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Adatbázis-állapot:</text>
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<text x="435" y="26" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Kettős vezérlésű környezet: a felhasználó-szimulátor közvetlenül kezelheti a megosztott környezetet (eszközök + adatbázis)</text>
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<text x="55" y="420" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">booking.status == 'cancelled'</text>
<text x="55" y="444" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">refund_record EXISTS</text>
<text x="55" y="468" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">refund.amount == 150.00</text>
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<text x="335" y="420" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">Tartalmazza: „visszatérítés” + összeg</text>
<text x="335" y="444" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Tartalmazza az érkezési időt</text>
<text x="335" y="468" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Nincs benne hamis információ</text>
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<text x="730" y="388" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Folyamatmegfelelőség ellenőrzése</text>
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<text x="615" y="420" font-family="'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">Módosítás előtt felhasználói megerősítés szükséges</text>
<text x="615" y="444" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Nincs jogosulatlan művelet</text>
<text x="615" y="468" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central">Nincs szükségtelen átadás emberi ügyintézőnek</text>
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<text x="45" y="115" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Factual Correctness: Essential</text>
<text x="45" y="137" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Logical Coherence: Important</text>
<text x="45" y="159" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Hallucináció észlelése: vétó ⚠</text>
<text x="45" y="181" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Completeness: Important</text>
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<text x="330" y="115" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Az ágens kimenete:</text>
<text x="330" y="137" font-family="'Courier New', Courier, monospace" font-size="7" fill="#333333" text-anchor="start" dominant-baseline="central">"A visszatérítést feldolgoztuk, 150 USD jóváírása</text>
<text x="330" y="159" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central"> 35 munkanapon belül megtörténik."</text>
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<text x="725" y="82" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Referenciamegoldás (nem kötelező)</text>
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<text x="615" y="115" font-family="'Courier New', Courier, monospace" font-size="9.5" fill="#333333" text-anchor="start" dominant-baseline="central">Standard válasz / pontozási szempontok:</text>
<text x="615" y="137" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">Tartalmaznia kell a visszatérítés összegét</text>
<text x="615" y="159" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">Tartalmaznia kell a jóváírás idejét</text>
<text x="615" y="181" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Nem ígérhet konkrét dátumot</text>
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<line x1="440" y1="210" x2="440" y2="240" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="725" y1="210" x2="440" y2="240" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<text x="440" y="262" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">bíró modell (GPT-5 / Gemini 2.5)</text>
<text x="440" y="282" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#cccccc" text-anchor="middle" dominant-baseline="central" font-weight="normal">Multi-forrás heterogeneous Kiértékelés → prevent azonos-forrás bias</text>
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<text x="440" y="350" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">strukturált Kiértékelés kimenet</text>
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<text x="85" y="390" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Factual Correctness </text>
<text x="250" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4/4</text>
<text x="300" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Az összeg és az idő pontos</text>
<text x="85" y="414" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Completeness </text>
<text x="250" y="414" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3/4</text>
<text x="300" y="414" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="7" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">hiányzó explanation visszatérítés módszer</text>
<text x="85" y="438" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Hallucináció észlelése </text>
<text x="250" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">átadás</text>
<text x="300" y="438" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">nincs false információ</text>
<text x="85" y="462" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Logical Coherence </text>
<text x="250" y="462" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4/4</text>
<text x="300" y="462" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">tiszta causal relationship</text>
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<text x="632" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Pontszám-összesítési stratégia</text>
<text x="475" y="415" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Súlyozott átlag: Σ(súly × dimenziópontszám)</text>
<text x="475" y="437" font-family="'Courier New', Courier, monospace" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central">Vétó: hallucináció=SIKERTELEN → összpontszám=0</text>
<text x="475" y="459" font-family="'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Multi-judge: median of 3 judges</text>
<text x="475" y="481" font-family="'Courier New', Courier, monospace" font-size="8.5" fill="#333333" text-anchor="start" dominant-baseline="central">Szélső eset jelzése: &gt;2 pontos eltérés → emberi felülvizsgálat</text>
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<text x="200" y="120" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">modell A (névtelen)</text>
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<text x="85" y="152" font-family="'Courier New', Courier, monospace" font-size="6.5" fill="#333333" text-anchor="start" dominant-baseline="central">"Visszatérítés feldolgozva, Megérkezik ennyi időn belül: 3-5</text>
<text x="85" y="170" font-family="'Courier New', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central"> munkanapon belül a számlájára kerül"</text>
<text x="440" y="155" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="24" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">VS</text>
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<text x="680" y="120" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">modell B (névtelen)</text>
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<text x="565" y="152" font-family="'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">"Rendben, a visszatérítést feldolgozzuk"</text>
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<text x="510" y="210" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">Vak felhasználói választás → A jobb</text>
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<text x="440" y="262" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Elo frissítés Formula</text>
<text x="60" y="285" font-family="'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">Várható győzelmi arány E_A = 1/(1+10^((R_B-R_A)/400)) | Frissítés: R_A' = R_A + K*(1-E_A)</text>
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<text x="80" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">rang</text>
<text x="250" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">modell</text>
<text x="480" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Elo</text>
<text x="660" y="373" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Győzelmi arány vs #2</text>
<line x1="50" y1="385" x2="830" y2="385" stroke="#999999" stroke-width="2"/>
<text x="80" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="bold">1</text>
<text x="250" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">Claude 4 Opus</text>
<text x="480" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="bold">1352</text>
<text x="660" y="405" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="80" y="427" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="bold">2</text>
<text x="250" y="427" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="normal">GPT-5</text>
<text x="480" y="427" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="bold">1318</text>
<text x="660" y="427" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="80" y="449" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3</text>
<text x="250" y="449" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Gemini 2.5 Pro</text>
<text x="480" y="449" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1290</text>
<text x="660" y="449" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">45%</text>
<text x="80" y="471" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4</text>
<text x="250" y="471" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">DeepSeek R2</text>
<text x="480" y="471" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1265</text>
<text x="660" y="471" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">42%</text>
<text x="80" y="493" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">5</text>
<text x="250" y="493" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Qwen 3 Max</text>
<text x="480" y="493" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1230</text>
<text x="660" y="493" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">39%</text>
<text x="80" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">6</text>
<text x="250" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Llama 4 405B</text>
<text x="480" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1198</text>
<text x="660" y="515" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">36%</text>
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<rect x="100" y="545" width="680" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="440" y="565" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GRPO: Introducing Páronkénti összehasonlítás → RL tréning</text>
<text x="440" y="587" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A készlet Válaszjelöltek → Normalize Relatív előny → Policyfrissítés (bypass explicit Jutalommodell)</text>
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<text x="230" y="92" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">végrehajtás nyomkövetés fa (egyetlen feladat)</text>
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<text x="230" y="131" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="8.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">nyomkövetés: ellenőrzés Beijing Időjárás céljára felhasználó tomorrow (3.2s, $0.008)</text>
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<text x="68" y="189" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM hívás: Intent recognition</text>
<text x="68" y="211" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Claude 4 Sonnet · 0.4s · 320 tokenek</text>
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<text x="104" y="359" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">api.weather.com · 1.6s</text>
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<text x="104" y="411" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">└─ válasz Parse</text>
<text x="104" y="433" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">JSON → strukturált Időjárás adatok</text>
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<text x="68" y="485" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM hívás: generálás válasz</text>
<text x="68" y="507" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Claude 4 Sonnet · 0.8s · 580 tokenek</text>
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<text x="68" y="559" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Toolsend_message(user)</text>
<text x="68" y="581" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">0.2s · Időjárás-összegzést tartalmaz</text>
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<text x="660" y="142" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Költségkövetés</text>
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<text x="510" y="222" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Anomaly: feladat#892 looped keresés 14 times, költség $2.1</text>
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<text x="660" y="298" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">teljesítmény monitorozás</text>
<text x="510" y="330" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">P50 / P95 / P99 késleltetés: 2,1 s / 8,4 s / 15,2 s</text>
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<text x="660" y="454" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Minőségi audit</text>
<text x="510" y="486" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Sikeres feladat arány: 87% Hallucination indító: 2.1%</text>
<text x="510" y="510" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">biztonság violations: 0 (ez hónap) felhasználó satisfaction: 4.3/5</text>
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