{"repo":"Cranot/agi-in-md","free":true,"listed":false,"github":"https://github.com/Cranot/agi-in-md","clone":"git clone https://github.com/Cranot/agi-in-md.git","description":"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.","language":"Python","stars":147,"topics":["ai-tools","claude","code-analysis","llm","prism","prompt-engineering","self-correction","structural-analysis","cognitive-compression","epistemic-typing"],"license":"MIT","category":"ai-agents","readme_excerpt":"AGI in md Your most expensive model produces shallow analysis because you're asking it to reason about problems instead of through them. A 332-word prompt fixes this. A prism is a markdown system prompt that acts as a cognitive program — it tells the model to do specific things in order: make a claim, attack it, build an improvement, watch what breaks, derive the trade-off that can't be escaped. This repo contains 58 prisms + 27 scan modes + the tooling to use them. What this is: A system for eliciting structural insight under controlled prompt programs. Ordered analytical operations dominate raw model capability for underdetermined reasoning tasks. One conservation law has survived a pre-registered perturbation test (4/4 predictions confirmed). What this isn't: A general truth engine or a reliable bug finder. Structural insights are consistently strong; specific bug claims should be treated as hypotheses. Most conservation laws are design heuristics pending validation — the falsify mode stress-tests whether each law is genuine or pattern-matched. Same code. Same question. Different instructions: The prism didn't make Haiku smarter. It made Haiku do a different thing. Vanilla tells you what to change. The prism tells you why you can't — and what you'd lose if you tried. --- Try It Run /scan on any file over 100 lines. (Setup takes 30 seconds.) The L12 prism will derive a conservation law specific to your code's structure — a trade-off your design encodes that you may not have","default_branch":null,"files":null,"tree":[],"storefront":"/r/Cranot","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Cranot/agi-in-md/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}