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Follow up PR #265: refine chapters, diagrams, and add S20 (#283)

Browse Source 
* feat: s01-s14 docs quality overhaul — tool pipeline, single-agent, knowledge & resilience

Rewrite code.py and README (zh/en/ja) for s01-s14, each chapter building
incrementally on the previous. Key fixes across chapters:

- s01-s04: agent loop, tool dispatch, permission pipeline, hooks
- s05-s08: todo write, subagent, skill loading, context compact
- s09-s11: memory system, system prompt assembly, error recovery
- s12-s14: task graph, background tasks, cron scheduler

All chapters CC source-verified. Code inherits fixes forward (PROMPT_SECTIONS,
json.dumps cache, real-state context, can_start dep protection, etc.).

* feat: s15-s19 docs quality overhaul — multi-agent platform: teams, protocols, autonomy, worktree, MCP tools

Rewrite code.py and README (zh/en/ja) for s15-s19, the multi-agent platform
chapters. Each chapter inherits all previous fixes and adds one mechanism:

- s15: agent teams (TeamCreate, teammate threads, shared task list)
- s16: team protocols (plan approval, shutdown handshake, consume_inbox)
- s17: autonomous agents (idle polling, auto-claim, consume_lead_inbox)
- s18: worktree isolation (git worktree, bind_task, cwd switching, safety)
- s19: MCP tools (MCPClient, normalize_mcp_name, assemble_tool_pool, no cache)

All appendix source code references verified against CC source. Config priority
corrected: claude.ai < plugin < user < project < local.

* fix: 5 regressions across s05-s19 — glob safety, todo validation, memory extraction, protocol types, dep crash

- s05-s09: glob results now filter with is_relative_to(WORKDIR) (inherited from s02)
- s06-s08: todo_write validates content/status required fields (inherited from s05)
- s09: extract_memories uses pre-compression snapshot instead of compacted messages
- s16: submit_plan docstring clarifies protocol-only (not code-level gate)
- s17-s19: match_response restores type mismatch validation (from s16)
- s17-s19: claim_task deps list handles missing dep files without crashing

* fix: s12 Todo V2 logic reversal, s14/s15 cron range validation, s18/s19 worktree name validation

- s12 README (zh/en/ja): fix Todo V2 direction — interactive defaults to Task,
  non-interactive/SDK defaults to TodoWrite. Fix env var name to
  CLAUDE_CODE_ENABLE_TASKS (not TODO_V2).
- s14/s15: add _validate_cron_field with per-field range checks (minute 0-59,
  hour 0-23, dom 1-31, month 1-12, dow 0-6), step > 0, range lo <= hi.
  Replace old try/except validation that only caught exceptions.
- s18/s19: add validate_worktree_name() to remove_worktree and keep_worktree,
  not just create_worktree.

* fix: align s16-s19 teaching tool consistency

* fix pr265 chapter diagrams

* Add comprehensive s20 harness chapter

* Fix chapter smoke test regressions

* Clarify README tutorial track transition

---------

Co-authored-by: Haoran <bill-billion@outlook.com>
This commit is contained in:
gui-yue
2026-05-20 21:45:38 +08:00
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parent c354cf7721
commit 1baf1aca5a
174 changed files with 35833 additions and 353 deletions
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<text x="380" y="24" fill="#fff" font-size="14" font-weight="700" text-anchor="middle">Tool Concurrency — Teaching Version vs Claude Code</text>
<!-- Input tool blocks -->
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<text x="380" y="71" fill="#475569" font-size="11" font-weight="600" text-anchor="middle">Model returns 5 tool calls at once</text>
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<text x="88" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">read A.py</text>
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<text x="198" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">glob *.py</text>
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<text x="313" y="114" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">bash "ls -la"</text>
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<text x="428" y="114" fill="#991b1b" font-size="10" font-weight="600" text-anchor="middle">write B.py</text>
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<text x="538" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">read C.py</text>
<!-- LEFT: Teaching Version -->
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<text x="195" y="180" fill="#92400e" font-size="13" font-weight="700" text-anchor="middle">Teaching: Original Order, One by One</text>
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<text x="46" y="209" fill="#92400e" font-size="9" font-family="monospace">for block in response.content:</text>
<text x="46" y="224" fill="#92400e" font-size="9" font-family="monospace"> TOOL_HANDLERS[name](**input)</text>
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<text x="60" y="284" fill="#92400e" font-size="8" font-weight="600">1. read A.py</text>
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<text x="60" y="308" fill="#92400e" font-size="8" font-weight="600">2. glob *.py</text>
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<text x="215" y="356" fill="#92400e" font-size="8" font-weight="600">5. read C.py</text>
<text x="195" y="378" fill="#dc2626" font-size="8" font-weight="600" text-anchor="middle">Teaching focus: tool dispatch first; concurrency omitted</text>
<!-- RIGHT: Claude Code -->
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<text x="565" y="180" fill="#166534" font-size="13" font-weight="700" text-anchor="middle">Claude Code: isConcurrencySafe(input)</text>
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<text x="416" y="207" fill="#166534" font-size="9" font-family="monospace">Each tool call judged individually:</text>
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<text x="565" y="250" fill="#166534" font-size="10" font-weight="600" text-anchor="middle">Result: 3 batches (by consecutive blocks)</text>
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<text x="477" y="276" fill="#166534" font-size="8" font-weight="600" text-anchor="middle">Batch 1</text>
<text x="477" y="289" fill="#166534" font-size="8" text-anchor="middle">Concurrent</text>
<text x="477" y="302" fill="#166534" font-size="7" text-anchor="middle">read A · glob · bash "ls"</text>
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<text x="612" y="276" fill="#991b1b" font-size="8" font-weight="600" text-anchor="middle">Batch 2</text>
<text x="612" y="289" fill="#991b1b" font-size="8" text-anchor="middle">Serial</text>
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<text x="697" y="289" fill="#166534" font-size="8" text-anchor="middle">Concurrent</text>
<text x="697" y="302" fill="#166534" font-size="7" text-anchor="middle">read C</text>
<text x="565" y="332" fill="#16a34a" font-size="8" font-weight="600" text-anchor="middle">bash "ls" is safe and consecutive, so it stays in Batch 1</text>
<text x="565" y="366" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ Input-dependent safety, not tool-name hardcoding</text>
<text x="565" y="380" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ Original order preserved; only safe consecutive calls run together</text>
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<text x="40" y="424" fill="#1e3a5f" font-size="12" font-weight="600">Key Difference</text>
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<text x="40" y="460" fill="#475569" font-size="10">• CC: checks isConcurrencySafe(input), then groups consecutive safe calls into one batch</text>
<text x="40" y="476" fill="#475569" font-size="10">• Key difference: teaching focuses on dispatch; CC optimizes safe concurrency while preserving order semantics</text>
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<text x="380" y="24" fill="#fff" font-size="14" font-weight="700" text-anchor="middle">ツール並列実行 — 教育版 vs Claude Code</text>
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<text x="538" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">read C.py</text>
<!-- 左：教育版 -->
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<text x="60" y="284" fill="#92400e" font-size="8" font-weight="600">1. read A.py</text>
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<text x="60" y="308" fill="#92400e" font-size="8" font-weight="600">2. glob *.py</text>
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<text x="195" y="378" fill="#dc2626" font-size="8" font-weight="600" text-anchor="middle">教育の焦点：まず tool_use 分配を理解し、並列は省略</text>
<!-- 右：Claude Code -->
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<text x="565" y="250" fill="#166534" font-size="10" font-weight="600" text-anchor="middle">結果：3 バッチ（連続ブロックごと）</text>
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<text x="477" y="276" fill="#166534" font-size="8" font-weight="600" text-anchor="middle">Batch 1</text>
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<text x="612" y="289" fill="#991b1b" font-size="8" text-anchor="middle">直列</text>
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<text x="697" y="302" fill="#166534" font-size="7" text-anchor="middle">read C</text>
<text x="565" y="332" fill="#16a34a" font-size="8" font-weight="600" text-anchor="middle">bash "ls" は安全かつ連続しているため Batch 1 に入る</text>
<text x="565" y="366" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ 入力に基づく安全判定、ツール名ハードコードではない</text>
<text x="565" y="380" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ 元の順序を保ち、連続する安全呼び出しだけ並列化</text>
<!-- 下部まとめ -->
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<text x="40" y="424" fill="#1e3a5f" font-size="12" font-weight="600">核心的な違い</text>
<text x="40" y="444" fill="#475569" font-size="10">• 教育版：response.content の元の順序で一つずつ実行し、並列処理も batch 化もしない</text>
<text x="40" y="460" fill="#475569" font-size="10">• CC：isConcurrencySafe(input) で判定し、連続する安全呼び出しを同じ batch にまとめる</text>
<text x="40" y="476" fill="#475569" font-size="10">• 差分の要点：教育版は分配に集中し、CC は順序意味を保ったまま安全な並列を最適化する</text>
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<text x="380" y="24" fill="#fff" font-size="14" font-weight="700" text-anchor="middle">Tool Concurrency — 教学版 vs Claude Code</text>
<!-- Input tool blocks -->
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<text x="380" y="71" fill="#475569" font-size="11" font-weight="600" text-anchor="middle">模型一次返回 5 个工具调用</text>
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<text x="198" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">glob *.py</text>
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<text x="313" y="114" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">bash "ls -la"</text>
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<text x="428" y="114" fill="#991b1b" font-size="10" font-weight="600" text-anchor="middle">write B.py</text>
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<text x="538" y="114" fill="#1e40af" font-size="10" font-weight="600" text-anchor="middle">read C.py</text>
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<text x="195" y="180" fill="#92400e" font-size="13" font-weight="700" text-anchor="middle">教学版：按原始顺序逐个执行</text>
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<text x="46" y="209" fill="#92400e" font-size="9" font-family="monospace">for block in response.content:</text>
<text x="46" y="224" fill="#92400e" font-size="9" font-family="monospace"> TOOL_HANDLERS[name](**input)</text>
<text x="195" y="258" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">结果：5 次串行调用，不做 batch</text>
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<text x="60" y="284" fill="#92400e" font-size="8" font-weight="600">1. read A.py</text>
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<text x="60" y="308" fill="#92400e" font-size="8" font-weight="600">2. glob *.py</text>
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<text x="60" y="332" fill="#92400e" font-size="8" font-weight="600">3. bash "ls -la"</text>
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<text x="60" y="356" fill="#92400e" font-size="8" font-weight="600">4. write B.py</text>
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<text x="215" y="356" fill="#92400e" font-size="8" font-weight="600">5. read C.py</text>
<text x="195" y="378" fill="#dc2626" font-size="8" font-weight="600" text-anchor="middle">教学重点：先理解 tool_use 分发，暂不引入并发执行</text>
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<text x="565" y="180" fill="#166534" font-size="13" font-weight="700" text-anchor="middle">Claude Code：isConcurrencySafe(input)</text>
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<text x="416" y="207" fill="#166534" font-size="9" font-family="monospace">每个工具调用单独判断：</text>
<text x="416" y="222" fill="#166534" font-size="9" font-family="monospace">tool.isConcurrencySafe(parsedInput) → bool</text>
<text x="565" y="250" fill="#166534" font-size="10" font-weight="600" text-anchor="middle">结果：3 个 batch（按连续块分批）</text>
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<text x="477" y="276" fill="#166534" font-size="8" font-weight="600" text-anchor="middle">Batch 1</text>
<text x="477" y="289" fill="#166534" font-size="8" text-anchor="middle">并发</text>
<text x="477" y="302" fill="#166534" font-size="7" text-anchor="middle">read A · glob · bash "ls"</text>
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<text x="612" y="276" fill="#991b1b" font-size="8" font-weight="600" text-anchor="middle">Batch 2</text>
<text x="612" y="289" fill="#991b1b" font-size="8" text-anchor="middle">串行</text>
<text x="612" y="302" fill="#991b1b" font-size="7" text-anchor="middle">write B</text>
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<text x="697" y="276" fill="#166534" font-size="8" font-weight="600" text-anchor="middle">Batch 3</text>
<text x="697" y="289" fill="#166534" font-size="8" text-anchor="middle">并发</text>
<text x="697" y="302" fill="#166534" font-size="7" text-anchor="middle">read C</text>
<text x="565" y="332" fill="#16a34a" font-size="8" font-weight="600" text-anchor="middle">bash "ls" 是并发安全调用，且和 read/glob 连续，所以留在 Batch 1</text>
<text x="565" y="366" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ 按输入判断并发安全，不按工具名硬编码</text>
<text x="565" y="380" fill="#16a34a" font-size="9" font-weight="600" text-anchor="middle">✓ 保留原始顺序，只在连续安全块内部并发</text>
<!-- Bottom Summary -->
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<text x="40" y="424" fill="#1e3a5f" font-size="12" font-weight="600">核心差异</text>
<text x="40" y="444" fill="#475569" font-size="10">• 教学版：按 response.content 原始顺序逐个执行，不做并发，也不分 batch</text>
<text x="40" y="460" fill="#475569" font-size="10">• CC：按 isConcurrencySafe(input) 判断，并把连续的并发安全调用合成同一个 batch</text>
<text x="40" y="476" fill="#475569" font-size="10">• 差异重点：教学版聚焦工具分发；CC 在保持顺序语义的同时优化安全并发</text>
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<text x="360" y="31" fill="#fff" font-size="16" font-weight="700" text-anchor="middle">Tool Use — Loop Unchanged, Just Add Dispatch Mapping</text>
<!-- ===== s01 (gray, preserved) ===== -->
<text x="50" y="76" fill="#94a3b8" font-size="11" font-weight="600">s01 Preserved</text>
<!-- User Input -->
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<text x="130" y="105" fill="#1e3a5f" font-size="12" font-weight="600" text-anchor="middle">User Query</text>
<text x="130" y="121" fill="#64748b" font-size="10" text-anchor="middle">messages[]</text>
<!-- Arrow: User → LLM -->
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<!-- LLM -->
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<text x="345" y="122" fill="#64748b" font-size="10" text-anchor="middle">stop_reason check</text>
<!-- Arrow: LLM → Decision -->
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<!-- Decision Diamond -->
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<text x="345" y="194" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">tool_use?</text>
<!-- No → Return -->
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<text x="445" y="189" fill="#16a34a" font-size="9" font-weight="600">No</text>
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<text x="527" y="200" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">Return Result</text>
<!-- Yes → Next Step -->
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<text x="356" y="248" fill="#d97706" font-size="9" font-weight="600">Yes</text>
<!-- ===== s02 New: TOOL_HANDLERS Dispatch Mapping ===== -->
<text x="505" y="282" fill="#d97706" font-size="11" font-weight="600">s02 New</text>
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<!-- Arrow into dispatch mapping -->
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<!-- bash handler -->
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<text x="280" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_bash()</text>
<!-- read_file handler -->
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<text x="420" y="316" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">read_file</text>
<text x="420" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_read()</text>
<!-- write_file handler -->
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<text x="280" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">write_file</text>
<text x="280" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_write()</text>
<!-- edit_file handler -->
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<text x="420" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">edit_file</text>
<text x="420" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_edit()</text>
<!-- glob handler -->
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<text x="350" y="408" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">glob</text>
<text x="350" y="420" fill="#64748b" font-size="9" text-anchor="middle">→ run_glob()</text>
<!-- Arrow: Dispatch Mapping → Back to Messages -->
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<text x="28" y="300" fill="#92400e" font-size="9" font-weight="500" transform="rotate(-90, 28, 300)">Append tool_result to messages</text>
<!-- ===== Legend ===== -->
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<text x="100" y="518" fill="#334155" font-size="10">s01 Preserved (loop, LLM, decision — completely unchanged)</text>
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<text x="400" y="518" fill="#334155" font-size="10">s02 New (5 tools + dispatch mapping)</text>
<text x="80" y="536" fill="#64748b" font-size="10">Only 1 line changed in the loop: run_bash() → TOOL_HANDLERS[block.name]()</text>
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<!-- 背景 -->
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<!-- タイトル -->
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<text x="360" y="31" fill="#fff" font-size="15" font-weight="700" text-anchor="middle">Tool Use — ループ不変、ディスパッチマッピングを追加</text>
<!-- ===== s01 (灰色、保持部分) ===== -->
<text x="50" y="76" fill="#94a3b8" font-size="11" font-weight="600">s01 保持</text>
<!-- ユーザー入力 -->
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<text x="130" y="105" fill="#1e3a5f" font-size="12" font-weight="600" text-anchor="middle">ユーザーの質問</text>
<text x="130" y="121" fill="#64748b" font-size="10" text-anchor="middle">messages[]</text>
<!-- 矢印：ユーザー → LLM -->
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<!-- LLM -->
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<text x="345" y="122" fill="#64748b" font-size="10" text-anchor="middle">stop_reason 判定</text>
<!-- 矢印：LLM → 判定 -->
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<!-- 判定ダイヤモンド -->
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<text x="345" y="194" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">tool_use?</text>
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<text x="445" y="189" fill="#16a34a" font-size="9" font-weight="600">No</text>
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<text x="527" y="200" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">結果を返す</text>
<!-- はい → 次のステップ -->
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<text x="356" y="248" fill="#d97706" font-size="9" font-weight="600">Yes</text>
<!-- ===== s02 新規：TOOL_HANDLERS ディスパッチマッピング ===== -->
<text x="505" y="282" fill="#d97706" font-size="11" font-weight="600">s02 新規</text>
<!-- ディスパッチマッピング外枠 -->
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<text x="345" y="290" fill="#92400e" font-size="12" font-weight="700" text-anchor="middle">TOOL_HANDLERS ディスパッチマッピング</text>
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<!-- bash handler -->
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<text x="280" y="316" fill="#1e3a5f" font-size="11" font-weight="600" text-anchor="middle">bash</text>
<text x="280" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_bash()</text>
<!-- read_file handler -->
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<text x="420" y="316" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">read_file</text>
<text x="420" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_read()</text>
<!-- write_file handler -->
<rect x="220" y="346" width="120" height="34" rx="6" fill="#ecfdf5" stroke="#16a34a" stroke-width="1.2"/>
<text x="280" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">write_file</text>
<text x="280" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_write()</text>
<!-- edit_file handler -->
<rect x="360" y="346" width="120" height="34" rx="6" fill="#ecfdf5" stroke="#16a34a" stroke-width="1.2"/>
<text x="420" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">edit_file</text>
<text x="420" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_edit()</text>
<!-- glob handler -->
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<text x="350" y="408" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">glob</text>
<text x="350" y="420" fill="#64748b" font-size="9" text-anchor="middle">→ run_glob()</text>
<!-- 矢印：ディスパッチマッピング → メッセージリストに戻る -->
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<text x="28" y="300" fill="#92400e" font-size="9" font-weight="500" transform="rotate(-90, 28, 300)">tool_result を messages に追加</text>
<!-- ===== 凡例 ===== -->
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<text x="100" y="518" fill="#334155" font-size="10">s01 保持（ループ、LLM、判定 — 完全に不変）</text>
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<text x="400" y="518" fill="#334155" font-size="10">s02 新規（5 つのツール + ディスパッチマッピング）</text>
<text x="80" y="536" fill="#64748b" font-size="10">ループ内で変更されたのは 1 行だけ：run_bash() → TOOL_HANDLERS[block.name]()</text>
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<!-- 背景 -->
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<!-- 标题 -->
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<text x="360" y="31" fill="#fff" font-size="16" font-weight="700" text-anchor="middle">Tool Use — 循环不变，只加分发映射</text>
<!-- ===== s01 (灰色，保留部分) ===== -->
<text x="50" y="76" fill="#94a3b8" font-size="11" font-weight="600">s01 保留</text>
<!-- 用户输入 -->
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<text x="130" y="105" fill="#1e3a5f" font-size="12" font-weight="600" text-anchor="middle">用户提问</text>
<text x="130" y="121" fill="#64748b" font-size="10" text-anchor="middle">messages[]</text>
<!-- 箭头：用户 → LLM -->
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<!-- LLM -->
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<text x="345" y="104" fill="#1e3a5f" font-size="13" font-weight="700" text-anchor="middle">大模型 (LLM)</text>
<text x="345" y="122" fill="#64748b" font-size="10" text-anchor="middle">stop_reason 判断</text>
<!-- 箭头：LLM → 判断 -->
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<text x="345" y="194" fill="#92400e" font-size="10" font-weight="600" text-anchor="middle">tool_use?</text>
<!-- 否 → 返回 -->
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<text x="445" y="189" fill="#16a34a" font-size="9" font-weight="600">否</text>
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<text x="527" y="200" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">返回结果</text>
<!-- 是 → 下一步 -->
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<text x="356" y="248" fill="#d97706" font-size="9" font-weight="600">是</text>
<!-- ===== s02 新增：TOOL_HANDLERS 分发映射 ===== -->
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<!-- 分发映射外框 -->
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<text x="345" y="290" fill="#92400e" font-size="12" font-weight="700" text-anchor="middle">TOOL_HANDLERS 分发映射</text>
<!-- 箭头进入分发映射 -->
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<!-- bash handler -->
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<text x="280" y="316" fill="#1e3a5f" font-size="11" font-weight="600" text-anchor="middle">bash</text>
<text x="280" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_bash()</text>
<!-- read_file handler -->
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<text x="420" y="316" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">read_file</text>
<text x="420" y="328" fill="#64748b" font-size="9" text-anchor="middle">→ run_read()</text>
<!-- write_file handler -->
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<text x="280" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">write_file</text>
<text x="280" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_write()</text>
<!-- edit_file handler -->
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<text x="420" y="362" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">edit_file</text>
<text x="420" y="374" fill="#64748b" font-size="9" text-anchor="middle">→ run_edit()</text>
<!-- glob handler -->
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<text x="350" y="408" fill="#166534" font-size="11" font-weight="600" text-anchor="middle">glob</text>
<text x="350" y="420" fill="#64748b" font-size="9" text-anchor="middle">→ run_glob()</text>
<!-- 箭头：分发映射 → 回到消息列表 -->
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<text x="28" y="300" fill="#92400e" font-size="9" font-weight="500" transform="rotate(-90, 28, 300)">tool_result 追加到 messages</text>
<!-- ===== 图例 ===== -->
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<text x="100" y="518" fill="#334155" font-size="10">s01 保留（循环、LLM、判断——完全不变）</text>
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<text x="400" y="518" fill="#334155" font-size="10">s02 新增（5 个工具 + 分发映射）</text>
<text x="80" y="536" fill="#64748b" font-size="10">循环里只改了 1 行：run_bash() → TOOL_HANDLERS[block.name]()</text>
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