菜单
Detect recurring P2/P3 audit patterns across recent rounds and promote them into lesson cards. Use after round boundaries or when repeated findings appear.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use when the user says Arcgentic, asks to use Arcgentic, or wants an idea taken through a complete plan → development → self-audit → external audit workflow in Codex.
Use when running Arcgentic V2 in Codex and the current thread must orchestrate fixed Planner, Developer, Test, and Auditor role threads.
Use when running Arcgentic V2 in Claude Code and fixed Planner, Developer, and Auditor role sessions must be coordinated through a broker.
Main-session orchestrator for arcgentic rounds. Use when in single-session mode, when a project-level session mode must drive dispatch order, or when manually advancing the state machine. Dispatches role sub-agents, verifies structured outputs, and owns PASS-only close-round execution.
Use when a project has not yet stored session mode, when a user asks for complete arcgentic workflow execution, or when role identity handoff prompts are needed.
Use when a planned round handoff exists and needs to be implemented end-to-end via the 4-commit chain (entry-admin → BA design → dev body with inline CR + SE → state refresh + self-audit). Dispatches ba-designer / developer / cr-reviewer / se-contract sequentially.
| name | codify-lesson |
| description | Detect recurring P2/P3 audit patterns across recent rounds and promote them into lesson cards. Use after round boundaries or when repeated findings appear. |
Scans recent audit handoffs for recurring P2/P3 patterns in structured findings tables and promotes repeated clusters into lesson cards.
round-boundary-lesson-scan reports a promotable cluster/codify-lessonShell out to the toolkit:
arcgentic codify-lesson \
--audit-dir docs/audits \
--lessons-dir lessons \
--amendments-dir mandates/amendments
Read stdout:
lessons: Namendments: Nstreak_updates: NInspect every generated lesson card before accepting it.
If an amendment proposal is generated, stop for founder review before applying mandate/rule changes.
The scanner ignores reference scans, author notes, forward-debt prose, and other
unstructured markdown even when those sections mention P2 or P3.
lessons/lesson-{N}-{slug}.mdmandates/amendments/amendment-{slug}.mdagents/lesson-codifier.mdtoolkit/src/arcgentic/skills_impl/codify_lesson.pytoolkit/src/arcgentic/utils/pattern_detection.py