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.
This project helps operations engineers, system architects, and technical leaders get much deeper structural insights from their codebase, design documents, or complex systems. Instead of a superficial analysis of what's wrong, it takes your existing code or text as input and produces a 'conservation law' – a fundamental trade-off that cannot be escaped and dictates why a system must be designed in a certain way. This tool is for anyone who needs to understand the inherent, unchangeable constraints within a technical or conceptual system.
122 stars.
Use this if you need to understand the fundamental, unchangeable trade-offs embedded in a complex system or codebase, going beyond surface-level observations to uncover the 'why' behind its current state.
Not ideal if you need a tool to reliably find specific bugs, generate general truths, or perform quick, factual checks, as its strength lies in structural analysis rather than pinpointing exact errors.
Stars
122
Forks
16
Language
Python
License
MIT
Category
Last pushed
Mar 17, 2026
Commits (30d)
0
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