Plan LLM fine-tuning and evaluation experiments. Use when the user wants to design a new experiment, plan training runs, or create an experimentsummary.yaml file.
EnglishShip a scaffold/product change through the SWE pipeline as a GitHub-backed lifecycle: Issue → worktree branch → namespaced design doc → draft PR → cross-family --scaffold design review (posted to the PR) → implement → cross-family --code review (posted) → classifier (records mechanical vs architectural with evidence) → tracked .aar-ci checks + fake-HOME behavior smoke → fail-closed merge-when-clean. Use for any change to the product scaffold (skills, plugins, CI, the constitution). The agents ARE the engineers: a change is authored by one family and reviewed by the OTHER. ENFORCED repos can require the --code review as a native opposite-family engineer review before merge. Worktree-from-the-start — never disturbs the shared main checkout.
EnglishUse when the user wants to verify marketing claims against evidence — cross-check statistics, awards, certifications, and performance claims with source data.
English
AGENT SKILLS ATLASIncludes Design Experiment, Ship Change, and Verify Claims.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Design Experiment
Plan LLM fine-tuning and evaluation experiments. Use when the user wants to design a new experiment, plan training runs, or create an experimentsummary.yaml file.
Ship Change
Ship a scaffold/product change through the SWE pipeline as a GitHub-backed lifecycle: Issue → worktree branch → namespaced design doc → draft PR → cross-family --scaffold design review (posted to the PR) → implement → cross-family --code review (posted) → classifier (records mechanical vs architectural with evidence) → tracked .aar-ci checks + fake-HOME behavior smoke → fail-closed merge-when-clean. Use for any change to the product scaffold (skills, plugins, CI, the constitution). The agents ARE the engineers: a change is authored by one family and reviewed by the OTHER. ENFORCED repos can require the --code review as a native opposite-family engineer review before merge. Worktree-from-the-start — never disturbs the shared main checkout.
Verify Claims
Use when the user wants to verify marketing claims against evidence — cross-check statistics, awards, certifications, and performance claims with source data.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Design Experiment skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.