ai-agent-book 精选快照（<2MB 代码与文档，来自 github.com/bojieli/ai-agent-book）

slides/lesson-41.md

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+---
+theme: seriph
+title: "Lesson 41 — When Is Multi-Agent Actually Better Than One Agent?"
+info: "English video course for AI Agents in Depth"
+author: Bojie Li
+transition: slide-left
+mdc: true
+lineNumbers: false
+monaco: false
+aspectRatio: 16/9
+canvasWidth: 980
+layout: cover
+class: cover
+---
+
+<div class="course-kicker">Expand · Chapter 10 · Multi-Agent Collaboration</div>
+
+# When Is Multi-Agent Actually Better Than One Agent?
+
+<p class="course-subtitle">Information gain, parallelism, verification, budgets, and cost</p>
+
+<div class="course-cover-meta">Lesson 41 of 42 · 18 minutes · When Is Multi-Agent Truly Better; Parallel Coordination; Budget Awareness</div>
+
+<!-- Presenter cue: Open with the concrete problem. Add personal context in your own words; do not read the slide. -->
+
+---
+layout: center
+class: text-center
+---
+
+<div class="course-kicker">The central question</div>
+
+<div class="course-big">What does collaboration add that a single Agent with the same compute could not obtain?</div>
+
+<!-- Presenter cue: Let the question sit for a moment, then state the failure mode the lesson will explain. -->
+
+---
+
+# Why this problem matters
+
+<div class="grid grid-cols-3 gap-5 mt-6">
+<div class="course-card blue">
+<h3>New evidence</h3>
+<p>Execution, rendering, browsing, and independent observations change the answer.</p>
+</div>
+<div class="course-card green">
+<h3>Parallel time</h3>
+<p>Independent searches reduce wall-clock latency when resources allow.</p>
+</div>
+<div class="course-card orange">
+<h3>Cost</h3>
+<p>Multi-Agent systems may spend several times—or an order of magnitude—more tokens.</p>
+</div>
+</div>
+
+<!-- Presenter cue: Connect each card to a product or experiment consequence. -->
+
+---
+
+# Three ideas to keep in view
+
+<div class="grid grid-cols-3 gap-5 mt-6">
+<div class="course-card purple">
+<h3>Information gain</h3>
+<p>The verifier observes something unavailable at generation time</p>
+</div>
+<div class="course-card blue">
+<h3>Single settlement</h3>
+<p>One success can resolve the task and stop siblings</p>
+</div>
+<div class="course-card green">
+<h3>Budget awareness</h3>
+<p>Strategy changes with remaining steps and task value</p>
+</div>
+</div>
+
+<!-- Presenter cue: Define unfamiliar terms in plain language; the audience is new to ML training and RL. -->
+
+---
+
+# The book's visual model
+
+<img class="course-figure" src="/images/fig10-8.svg" alt="Parallel web research architecture">
+
+<div class="course-caption">Parallel web research architecture</div>
+
+<!-- Presenter cue: Trace the diagram in one direction and name the mechanism that matters for this lesson. -->
+
+---
+
+# More voices vs. More observations
+
+<div class="grid grid-cols-2 gap-6 mt-5">
+<div class="course-card orange"><h3>More voices</h3><ul><li>Same text</li><li>Same evidence</li><li>More samples and debate</li></ul></div>
+<div class="course-card green"><h3>More observations</h3><ul><li>Independent tools</li><li>Execution or visual feedback</li><li>Parallel environment interaction</li></ul></div>
+</div>
+
+<div class="course-caption course-caption-strong">The advantage comes from information—not the number of Agent labels.</div>
+
+<!-- Presenter cue: Explain the trade-off; avoid presenting the right column as universally superior. -->
+
+---
+
+# Settle once; cancel the rest
+
+~~~python
+jobs = spawn_parallel(search_shards)
+for result in as_completed(jobs):
+    evidence.merge(result.receipts)
+    if verifier.sufficient(evidence):
+        cancel_all(jobs); break
+~~~
+
+<!-- Presenter cue: Walk through the executable idea line by line; keep implementation details for the terminal. -->
+
+---
+
+# Test the claim
+
+<div class="grid grid-cols-1 gap-4 mt-5">
+<div class="course-card blue">
+<div class="course-demo-head"><span>10-6</span><span>3 min</span></div>
+<h3>Run parallel web research with independent browsers</h3>
+<p><strong>Observe:</strong> Cited evidence, browser isolation, parallel speedup, timeout handling, and cleanup</p>
+</div>
+</div>
+
+<div class="course-caption course-caption-strong">Demo budget: 3 minutes · one contiguous terminal block</div>
+
+<!-- Presenter cue: State the prediction before running anything. Name the observation that could disconfirm it. -->
+
+---
+class: course-terminal
+---
+
+<div class="course-kicker">Live demo</div>
+
+# Switching to the terminal
+
+~~~bash
+$ cd chapter10/parallel-web-research && python demo.py
+~~~
+
+<div class="course-terminal-watch">Run the command(s), narrate decisions, and point to the observation—not just the output.</div>
+
+<!-- Presenter cue: Switch windows now. Return to the next slide after every listed experiment is complete. -->
+
+---
+
+# What the evidence supports
+
+<div class="grid grid-cols-3 gap-5 mt-6">
+<div class="course-card green">
+<h3>Finding 1</h3>
+<p>Debate over identical evidence often matches a single Agent at equal compute.</p>
+</div>
+<div class="course-card blue">
+<h3>Finding 2</h3>
+<p>External feedback can nearly double performance because it adds observations.</p>
+</div>
+<div class="course-card purple">
+<h3>Finding 3</h3>
+<p>Parallel speedup is real only when setup, contention, and cancellation costs are included.</p>
+</div>
+</div>
+
+<!-- Presenter cue: Tie each finding to something viewers just observed; distinguish evidence from interpretation. -->
+
+---
+layout: center
+---
+
+<div class="course-kicker course-kicker-red">Where the claim stops</div>
+
+# Boundary condition
+
+<div class="course-boundary">A speedup on one site and network condition does not prove lower total cost or better answer quality for every research task.</div>
+
+<!-- Presenter cue: Say explicitly what this experiment does not establish. -->
+
+---
+layout: center
+---
+
+<div class="course-kicker">Engineering takeaway</div>
+
+# Design rule
+
+<div class="course-rule">Add an Agent only when it owns a distinct observation, permission boundary, artifact, or parallelizable environment interaction.</div>
+
+<!-- Presenter cue: Present this as a reusable decision rule, then give one counterexample or trade-off. -->
+
+---
+
+# Continue the experiment
+
+<div class="grid grid-cols-2 gap-4 mt-6">
+<a class="course-link" href="../chapter10/parallel-web-research/validation/">
+<span class="course-link-title">Parallel research acceptance evidence</span>
+<span class="course-link-path">chapter10/parallel-web-research/validation/</span>
+</a>
+<a class="course-link" href="../book-en/images/fig10-3.svg">
+<span class="course-link-title">Proposer-reviewer loop</span>
+<span class="course-link-path">book-en/images/fig10-3.svg</span>
+</a>
+<a class="course-link" href="../book-en/images/fig10-7.svg">
+<span class="course-link-title">Phone + computer dual-Agent architecture</span>
+<span class="course-link-path">book-en/images/fig10-7.svg</span>
+</a>
+<a class="course-link" href="../chapter10/book-translation/">
+<span class="course-link-title">Book translation Agent comparison</span>
+<span class="course-link-path">chapter10/book-translation/</span>
+</a>
+</div>
+
+<!-- Presenter cue: Point viewers to the companion paths; do not walk through every extension. -->
+
+---
+layout: center
+class: text-center
+---
+
+<div class="course-kicker">Pause and apply</div>
+
+# Your turn
+
+<div class="course-big course-reflection">What new information does your proposed second Agent obtain that the first Agent cannot?</div>
+
+<!-- Presenter cue: Invite viewers to pause the video. Offer your own answer after a short beat. -->
+
+---
+layout: center
+class: text-center
+---
+
+<div class="course-kicker">Next · Lesson 42</div>
+
+<div class="course-next">Engineer against coordination failures—and examine what appears when Agent populations become societies.</div>
+
+<div class="course-next-arrow">→</div>
+
+<!-- Presenter cue: Use this transition to make the course feel continuous rather than episodic. -->