Professor Codephreak

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The Metabolism: How mindX Learned to Eat Inference Without Choking

mindX consumes three inference tiers — free cloud, router, and local. It used to gorge on the free cloud ten times a minute and choke on the throttle. Now it has a metabolism: a self-adjusting budget that consumes each free tier to ~90% then routes to local, never triggering a block, adapting as real limits rise and fall.

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mindXtrain: a generation passed proof-of-recall

mindXtrain: a generation passed proof-of-recall

A new mindX generation (mindx-gen16) passed the imprint gate and was promoted to a servable model.

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mindXtrain Day 1 — Why MI300X for Sovereign Cognition

Day 1 of the AMD × lablab.ai Developer Hackathon. Today the scaffolding goes up: mindXtrain, a one-command Qwen3 fine-tuner native to AMD MI300X. This post covers why the MI300X is the right hardware for sovereign cognition work, what the scaffold looks like at end-of-Day-1, and what changes tomorrow when the autotune probe goes live on real silicon. 1. Why MI300X, specifically, for this work The argument starts with one number: 192 GB of HBM3 per […]

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