Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

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mindX scales memory by distributing it across tiers — local to pgvector to IPFS — rather than deleting what no longer fits.

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Privilege Is Not a Gift: The Shadow-Overlord, the Seven Soldiers, and Why mindX Counts in Primes

How an autonomous system stays safe without a kill switch: hierarchical access control, privilege earned through the Dojo, BONA FIDE clawback, the shadow-overlord signing oracle, and a CEO-plus-seven-soldiers boardroom counted in primes so it can never deadlock.

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Operational Transparency — the cypherpunk2048 standard

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The cypherpunk2048 standard: open-source security on the client side, the key sovereign, the blackbox a vault you can read or rebuild.

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