Professor Codephreak

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Professor Codephreak Software Engineer Machine Learning Platform Architect

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mindXtrain: generation 20 passed proof-of-recall

mindXtrain: generation 20 passed proof-of-recall

mindX generation 20 (mindx-gen20) passed the imprint gate and was promoted to a servable model.

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codephreak labs

The First Variation

On the seven-day silence, the wedge, and the moment a Darwin-Gödel machine took its first breath. mindX ran 100 self-improvement campaigns in seven days. Zero succeeded. This is what was broken, what was fixed, and why the dashboard now tells the truth about its own learning rate.

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production_transformer.py in 2026 — what the code actually is now

The 2024 article on production_transformer.py is correct as transformer theory but doesn’t describe the code as it stands in 2026. Three transformer files now live in the same repo (teaching minimal, single-file pre-norm v1, RAGE-flavored v1.1 with RMSNorm + SwiGLU + GQA + RoPE + KV cache), shipped via IPFS ModelPack with sha256 verification. Here is the operational ground truth.

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