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experiment

100 / 100 · Low risk

Fine to try.

By alirezarezvani/gaios (GitHub) · coding · 50 stars · scanned at commit 66e9e25

Use to run an autoresearch-style experiment loop — improve a measurable artifact by trying changes, measuring against one objective metric, keeping if better and reverting if not, on an isolated git branch with a logged trail. Trigger on "/experiment", "run an experiment loop", "autoresearch X", "tune/optimize X against a metric", "hill-climb X". Follows references/sops/experiment-loop.md. Enforces the autonomy gate (objective metric + reversible sandbox + no PHI/external) before any unsupervis…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'experiment' ] || [ -L ~/.agents/skills/'experiment' ]; then echo 'A skill folder named experiment already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/alirezarezvani/gaios' "$d" && git -C "$d" checkout --quiet '66e9e258212fa626fb3202e6ff1f2ad164820652' -- '.claude/skills/experiment' && mkdir -p ~/.agents/skills && cp -R "$d"/'.claude/skills/experiment' ~/.agents/skills/'experiment' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'experiment' ~/.claude/skills/'experiment' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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