Use when building or operating coding-agent infrastructure where the feedback signal exists (eval suites, run-level telemetry, A/B baselines, skill catalogs under test) and you want to capture observed agent failures, promote recurring patterns into rules, and score advanced (Level 4–5) agent-readiness. Triggers on "reflection log," "agent failure log," "evidence-driven scaffolding," "W1 ≥3 floor," "promote pattern to rule," "post-incident eval case," "harness maturity Level 4 / Level 5," "Sovereign Engineering," "Spec Architecture," or "set up a feedback loop for agent failures." Pair with project-agentification for project-context-first AGENTS.md scaffolding — this skill layers the evidence-driven workflow on top.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryEngineeringStars0
About this skill
Use when building or operating coding-agent infrastructure where the feedback signal exists (eval suites, run-level telemetry, A/B baselines, skill catalogs under test) and you want to capture observed agent failures, promote recurring patterns into rules, and score advanced (Level 4–5) agent-readiness. Triggers on "reflection log," "agent failure log," "evidence-driven scaffolding," "W1 ≥3 floor," "promote pattern to rule," "post-incident eval case," "harness maturity Level 4 / Level 5," "Sovereign Engineering," "Spec Architecture," or "set up a feedback loop for agent failures." Pair with project-agentification for project-context-first AGENTS.md scaffolding — this skill layers the evidence-driven workflow on top.
Quick start
Copy the install prompt. Use the green button above this README.
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Use when building or operating coding-agent infrastructure where the feedback signal exists (eval suites, run-level telemetry, A/B baselines, skill catalogs under test) and you want to capture observed agent failures, promote recurring patterns into rules, and score advanced (Level 4–5) agent-readiness. Triggers on "reflection log," "agent failure log," "evidence-driven scaffolding," "W1 ≥3 floor," "promote pattern to rule," "post-incident eval case," "harness maturity Level 4 / Level 5," "Sovereign Engineering," "Spec Architecture," or "set up a feedback loop for agent failures." Pair with `project-agentification` for project-context-first AGENTS.md scaffolding — this skill layers the evidence-driven workflow on top.
About this listing
Category
Engineering
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI