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mutual-information-oracle <<<<<<< HEAD

100 / 100 · Low risk

Fine to try.

By plurigrid/asi (GitHub) · other · 72 stars · scanned at commit 293ce9f

> Formal oracle quantifying coordination between agents in multi-agent reinforcement learning (MARL) via mutual information I(X;Y). Implements generative/recognition channel pair as Markov category morphisms with fixed coordination thresholds. Use when measuring MARL agent coordination, designing MI-weighted rewards for demand response, or connecting cityLearn OpenGame to Nash equilibrium solving. >>>>>>> origin/main

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/'mutual-information-oracle-head' ] || [ -L ~/.agents/skills/'mutual-information-oracle-head' ]; then echo 'A skill folder named mutual-information-oracle-head already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/plurigrid/asi' "$d" && git -C "$d" checkout --quiet '293ce9f76e3abcd5ba18db284688bc0d9ac6691d' -- 'skills/mutual-information-oracle' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/mutual-information-oracle' ~/.agents/skills/'mutual-information-oracle-head' && 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/'mutual-information-oracle-head' ~/.claude/skills/'mutual-information-oracle-head' (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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