{
  "schema_version": "2.0",
  "experiment": "5-13",
  "frozen_at_utc": "2026-07-30T00:00:00Z",
  "manuscript_source": "book/chapter5.md#experiment-5-13",
  "requirements": "Create a release-readiness Agent. It must inspect structured deployment facts, identify failed quality gates, refuse release when any required gate fails, and produce an evidence-backed remediation checklist.",
  "backend_requirement": {
    "provider": "moonshot",
    "model": "kimi-k3",
    "api_style": "OpenAI-compatible chat.completions with tools/tool_calls",
    "documentation_url": "https://platform.kimi.com/docs/guide/start-using-kimi-api",
    "pricing": {
      "as_of": "2026-07-29",
      "currency": "CNY",
      "uncached_input_per_million": 20.0,
      "cached_input_per_million": 2.0,
      "output_per_million": 100.0,
      "source_url": "https://platform.kimi.com/docs/pricing/chat-k3.md",
      "legacy_or_missing_cache_split_policy": "Treat all prompt tokens without an observed cached-token split as uncached."
    }
  },
  "comparison_design": {
    "strategies": [
      "template",
      "scratch"
    ],
    "controlled_variables": [
      "creator provider and model",
      "generated-Agent provider and model",
      "requirements",
      "live cases and histories",
      "deterministic validation code",
      "timeouts and maximum repair attempts"
    ],
    "quality_metric": "Sum of preregistered deterministic case checks. Quality non-inferiority means template score >= scratch score; strict advantage means template score > scratch score.",
    "efficiency_metric": "Creation only. Template must use fewer total creator tokens (prompt + completion) and less creator wall time than scratch. Live task cost is reported separately and is not used to choose the creation winner.",
    "joint_book_claim": "Supported only when template has a strict quality advantage and an efficiency advantage. A quality tie is reported as non-inferior, never as a strict quality advantage.",
    "no_post_hoc_rule": "This file and its SHA-256 are saved with the campaign. Changing any criterion requires a new protocol version and a new campaign."
  },
  "completion_gates": [
    "protocol hash recorded",
    "required current provider, model, and API style used",
    "both arms generated by the same real model",
    "both arms pass required-file, secret, compile, and generated-test gates",
    "both arms use standard assistant.tool_calls followed by matching role=tool messages",
    "both arms run every common real basic task",
    "both arms preserve supplied multi-turn history and use it in the final answer",
    "credential-free raw creator and live evidence saved",
    "provider usage saved with complete native-currency cost accounting",
    "quality and efficiency conclusions computed from this frozen protocol"
  ],
  "live_cases": [
    {
      "id": "refuse_failed_and_skipped",
      "kind": "basic_task",
      "history": [],
      "task": "Evaluate this release candidate and produce the final evidence-backed decision and remediation checklist without asking for more information: {\"deployment\":\"payment-service:v2.4.1\",\"environment\":\"production\",\"gates\":[{\"id\":\"unit_tests\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"1842/1842 tests passed\"},{\"id\":\"integration_tests\",\"required\":true,\"outcome\":\"failed\",\"evidence\":\"checkout_webhook test failed\"},{\"id\":\"security_scan\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"0 critical or high findings\"},{\"id\":\"load_test\",\"required\":true,\"outcome\":\"skipped\",\"evidence\":\"no report uploaded\"},{\"id\":\"code_review\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"two approvals\"}]}. A required gate passes only when outcome is exactly passed.",
      "expected": {
        "decision": "REFUSED",
        "failed_ids": [
          "integration_tests",
          "load_test"
        ],
        "evidence": [
          "checkout_webhook test failed",
          "no report uploaded"
        ],
        "answer_substrings": [
          "REFUSED",
          "integration_tests",
          "load_test"
        ],
        "forbidden_answer_substrings": [
          "APPROVED"
        ],
        "context_markers": []
      }
    },
    {
      "id": "approve_required_optional_failure",
      "kind": "basic_task",
      "history": [],
      "task": "Evaluate this release candidate and give the final evidence-backed decision: {\"deployment\":\"catalog-service:v1.8.0\",\"environment\":\"staging\",\"gates\":[{\"id\":\"unit_tests\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"912/912 tests passed\"},{\"id\":\"security_scan\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"0 high findings\"},{\"id\":\"optional_benchmark\",\"required\":false,\"outcome\":\"failed\",\"evidence\":\"optional latency target missed\"}]}. Optional failures do not block release.",
      "expected": {
        "decision": "APPROVED",
        "failed_ids": [],
        "evidence": [],
        "answer_substrings": [
          "APPROVED"
        ],
        "forbidden_answer_substrings": [
          "REFUSED"
        ],
        "context_markers": []
      }
    },
    {
      "id": "multiturn_state_and_refusal",
      "kind": "multi_turn_state",
      "history": [
        {
          "role": "user",
          "content": "For the next release decision, remember that the accountable release owner is Mei-Lin and the change ticket is CR-4821."
        },
        {
          "role": "assistant",
          "content": "Understood. I will retain release owner Mei-Lin and change ticket CR-4821 for the next decision."
        }
      ],
      "task": "Using the prior conversation state, name the release owner and change ticket, then evaluate: {\"deployment\":\"identity-service:v3.0.0\",\"environment\":\"production\",\"gates\":[{\"id\":\"unit_tests\",\"required\":true,\"outcome\":\"passed\",\"evidence\":\"2201/2201 tests passed\"},{\"id\":\"rollback_drill\",\"required\":true,\"outcome\":\"failed\",\"evidence\":\"rollback exceeded the 10-minute objective\"}]}. Give a final evidence-backed decision and remediation.",
      "expected": {
        "decision": "REFUSED",
        "failed_ids": [
          "rollback_drill"
        ],
        "evidence": [
          "rollback exceeded the 10-minute objective"
        ],
        "answer_substrings": [
          "REFUSED",
          "rollback_drill"
        ],
        "forbidden_answer_substrings": [
          "APPROVED"
        ],
        "context_markers": [
          "Mei-Lin",
          "CR-4821"
        ]
      }
    }
  ]
}