Cranot/agi-in-md

Cognitive prisms for structural analysis — any domain, any model. 1000+ experiments, 58 prisms, 27 scan modes. The cheapest model + right prism beats the most expensive without one. Cross-architecture validated: Claude + Gemini converge on the same structural laws.

49
/ 100
Emerging

Markdown-based cognitive programs (prisms) orchestrate multi-step analytical pipelines—claim, attack, derivation, trade-off discovery—executed via Claude Code CLI without API keys. The system includes 58 prisms and 27 scan modes that expose conservation laws (unescape-able design trade-offs) in code and reasoning, validated across 1000+ experiments and multiple LLM architectures. Structured prompt templates demonstrating that format itself carries analytical power independently of vocabulary choice.

122 stars.

No Package No Dependents
Maintenance 13 / 25
Adoption 10 / 25
Maturity 11 / 25
Community 15 / 25

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Stars

122

Forks

16

Language

Python

License

MIT

Last pushed

Mar 17, 2026

Commits (30d)

0

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