Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

Related articles

observe

mindX as a protocol — the catalogue, observability as an append-only protocol

A single append-only event stream mirrors every write mindX makes, turning observability into a replayable, optimizable substrate.

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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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editor agent

Teaching the Editor Wisdom: A Fifth Bar, Set Low on Purpose

mindX gave editor.agent a fifth bar — wisdom: judgment, perspective, temperance — but passes it at a low 0.50 floor. A high bar would reward the performance of wisdom, not the thing itself. The humility is the feature.

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