Professor Codephreak

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Professor Codephreak Software Engineer Machine Learning Platform Architect

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mindX as a protocol — the Gödel machine, optimization as a first principle

mindX treats self-improvement as a guarded optimization problem — a utility floor and proof predicates gate every rewrite of itself.

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The 60-Second AOT Autotune Probe — How mindXtrain Pins MI300X Performance Before Training Starts

Day 2 of the AMD × lablab.ai Developer Hackathon. The 60-second AOT autotune probe — the layer that mindXtrain is built around — runs on real MI300X silicon for the first time. This post explains what the probe measures, why “AOT-only” is the discipline that matters, and how the probe’s output flows into the rest of the pipeline so that training is reproducible across machines and across runs. 1. What the probe is, and what […]

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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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