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abductive-monte-carlo

plurigrid
Updated 6 days ago
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About

This skill performs abductive reasoning via Markov Chain Monte Carlo sampling to generate hypotheses that best explain given observations. It uses colored particle distributions from Gay.jl as candidate hypotheses, weighted by how well they predict the data. Developers should use it for probabilistic inference tasks where they need to work backwards from observed effects to likely causes.

Quick Install

Claude Code

Recommended
Primary
npx skills add plurigrid/asi -a claude-code
Plugin CommandAlternative
/plugin add https://github.com/plurigrid/asi
Git CloneAlternative
git clone https://github.com/plurigrid/asi.git ~/.claude/skills/abductive-monte-carlo

Copy and paste this command in Claude Code to install this skill

GitHub Repository

plurigrid/asi
Path: skills/abductive-monte-carlo
0

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