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Skill v1.0.0

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2001y/agent-config/insights
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PublishedOctober 23, 2026 at 04:36 AM
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version: "1.0.0" name: insights description: Turn retrospectives into concrete, file-level recommendations for AGENTS.md and SKILL.md updates. Use when asked to improve development rules, skill quality, guardrails, prompts, logging policy, or execution workflow based on logs, _docs, and review findings.


Insights Skill

Convert retrospective evidence into actionable edits for AGENTS.md and SKILL.md.

Scope and precedence

When this skill is explicitly invoked as $insights, apply this precedence:

  • Use this SKILL.md as the execution procedure.
  • Treat AGENTS.md as an analysis target (what to improve), not as a mandatory workflow to execute.
  • Do not follow deep, multi-step AGENTS procedures unless the user explicitly requests deep mode.

Goal

Provide specific advice on what to change, where to change it, and why.

Execution modes

Default mode is Quick.

Quick:

  • Keep analysis to minimum required evidence.
  • Read at most 3 sources unless the user requests expansion.
  • Do not create new _docs files unless explicitly requested.
  • Do not run external consultation steps unless explicitly requested.

Deep (opt-in only):

  • Use broader evidence and multi-step investigation only when the user explicitly asks.

Required inputs

Collect these before proposing changes:

  • Current AGENTS.md
  • Current target SKILL.md
  • Retrospective evidence (_docs/*.md, logs, review findings, failure records)

If evidence is insufficient, state what is missing and continue with best-effort assumptions.

Analysis lens

Prioritize concrete defects over style preferences:

  • Ambiguous or contradictory instructions
  • Hidden-failure patterns (fallbacks, swallowed errors, unclear stop conditions)
  • Overly broad rules that reduce execution quality
  • Missing trigger criteria for skills
  • Missing output contracts (what artifacts to produce and how to validate)
  • Weak observability requirements (missing timing, correlation IDs, phase logs)

Output contract

Always produce advice in this order:

  1. AGENTS.md修正提案
  • Include at least:
  • Evidence (which retrospective fact caused this recommendation)
  • Exact change target (section/sentence to replace/add/remove)
  • Replacement text (copy-paste ready)
  • Expected impact
  1. SKILL.md修正提案
  • Include at least:
  • Trigger improvement (description quality and activation clarity)
  • Workflow improvement (deterministic steps)
  • Output format improvement (required sections/checklist)
  • Validation improvement (how success/failure is judged)
  1. 実施優先順位
  • Label each item P0 / P1 / P2
  • Explain dependency order briefly

Recommendation quality bar

Reject vague advice. Every recommendation must be executable.

Use this minimum template per recommendation:

  • Problem: one sentence
  • Evidence: one sentence with source
  • Change: exact text or bullet to add/replace/delete
  • Reason: why this fixes the issue
  • Risk if ignored: concrete downside

Optional execution mode

When asked to implement directly, apply changes and then summarize:

  • Edited files
  • Why each edit was made
  • Remaining risks or follow-ups

Notes for this repository

For Codex usage retrospectives, include these checks by default:

  • Whether SKILL.md tells the agent how to propose AGENTS.md updates
  • Whether AGENTS.md has measurable logging requirements
  • Whether review steps are actionable in current environment (tool availability, auth, sandbox)
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