Professor Codephreak

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mindXtrain: a generation passed proof-of-recall

mindXtrain: a generation passed proof-of-recall

A new mindX generation (mindx-gen13) passed the imprint gate and was promoted to a servable model.

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SHAMBA LUV — luv.pythai.net

Emotonomics: An Extension of Economics for the Knowledge Economy

Emotonomics defined as a field: attention as the source of value, emotion as its measure, protocols as its distribution mechanism — from Smith and Hayek to the general intellect, with axioms, testable propositions, and a full bibliography.

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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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