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universal-learning-signature

85 / 100 · Low risk

Fine to try.

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

Framework for measuring learning dynamics in multi-agent systems and communication networks. Provides D (dimensionality), f (feedback fraction), and H₁ (topological cycles) measurements with confidence scoring. Validates across 4 domains (Topobench synthetic, GitHub networks, IES empirical, DuckDB real). Use this skill when measuring learning system characteristics, verifying convergence in multi-agent systems, comparing learning mechanisms across domains, or trading measurement services in age…

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'universal-learning-signature' ] || [ -L ~/.agents/skills/'universal-learning-signature' ]; then echo 'A skill folder named universal-learning-signature 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 "$d" checkout --quiet '293ce9f76e3abcd5ba18db284688bc0d9ac6691d' -- 'skills/universal-learning-signature' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/universal-learning-signature' ~/.agents/skills/'universal-learning-signature' && 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/'universal-learning-signature' ~/.claude/skills/'universal-learning-signature' (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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