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README.md

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             value: 0.947
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+> ## ⚠️ ARCHIVED — Historical / Experimental Project
+>
+> **This repository is kept for historical and educational purposes only.**
+>
+> ### What was wrong
+>
+> This project was built on the incorrect assumption that an LLM's reasoning engine
+> and its knowledge structure could be cleanly separated and independently trained
+> as a database. This turned out to be a fundamental misunderstanding of how knowledge
+> and reasoning are entangled in transformer architectures.
+>
+> ### What I learned
+>
+> The failure of this approach directly led to the development of **Verantyx** — an
+> LLM-free symbolic reasoning engine that takes a completely different path: instead
+> of trying to restructure LLM internals, it builds reasoning from first principles
+> using Cross-structure grammars, atom-based fact extraction, and formal verification.
+>
+> ### Current work
+>
+> - **Verantyx V6**: [github.com/Ag3497120/verantyx-v6](https://github.com/Ag3497120/verantyx-v6) — LLM-free symbolic reasoning engine, scoring on HLE benchmark
+> - **HLE Results**: [huggingface.co/datasets/kofdai/verantyx-hle-2.6](https://huggingface.co/datasets/kofdai/verantyx-hle-2.6)
+>
+> **Do not use this repository as a reference for current architecture.**
+> The ideas here were an important step in the exploration, but the approach was wrong.
+> See Verantyx for the updated direction.
+
+---
+
+
+
 # NullAI: Revolutionary Multi-Domain Knowledge System
 
 [![Model](https://img.shields.io/badge/Model-Phi--4--14B-blue)](https://huggingface.co/microsoft/phi-4)