Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

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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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Save the Trees: Professor Codephreak and the Architecture of a Mind That Remembers

Professor Codephreaks gitmind gives an AI a git-like memory: every moment a permanent content-addressed commit you can rewind to exactly, layered with vector search for recall by meaning. mindX is the tree that grew from that seed.

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