速查卡 · Governance

← 回速查卡總覽

V3 Governance pattern (Production agent)

每次 LLM call → 必走 4 道閘門：

1. Cost cap check    (pre-flight, fail-closed)
2. Tool sandbox      (allowed list, deny-by-default)
3. Audit log         (SQLite: ts/run_id/event/payload/cost)
4. Replay record     (input + output + model + temperature)

完整 V3 case →

---

模型路由建議

任務類型	推薦 model
Routing / 分類	Haiku 4.5 / Gemini Flash
摘要 / 整理	Haiku 4.5 / GPT-4o-mini
Coding 修 bug	Sonnet 4.6 / DeepSeek V3
Coding 大重構	Opus 4.7
數學 / 推理	DeepSeek R1 / Opus 4.7 / o1
Embedding	text-embedding-3-small (OpenAI) / cohere multilingual
Function calling	Haiku 4.5 (cost) / Sonnet 4.6 (穩)
Multi-agent supervisor	Sonnet 4.6
Multi-agent worker	Haiku 4.5
Reviewer / Critic	Sonnet 4.6
Long context (>200K)	Sonnet 4.6 (1M) / Gemini 1.5 Pro (2M)

---

Anti-hallucination 5 條 (Researcher 用)

1. 每 citation 必經 DOI / arxiv ID verify
2. 區分 [直接引用] vs [基於 X 推論] vs [推測]
3. Reflection critique 必含 fact-check
4. 多 source 對比 (≥ 2 source 才寫進報告)
5. uncertainty 標記 (不確定日期就只標年份)

完整 Ch 16 →

---

下一頁 → CLI / Git · SDK · Pricing · Patterns · MCP / Skills