Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

Related articles

The shadow-overlord — custodial authority over the executive cabinet

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.

Learn More
Intelligence is Intelligence

Intelligence Is Intelligence: mindX and the Darwin–Gödel Machine made real

A machine that reads its own source, grades itself, and rewrites itself — bound not by a kill switch, but by law it cannot amend alone. This is what mindX…

Learn More

Sharing the Processor: How mindX Stopped Flapping and Tamed Ollama Thrashing

On a two-core VPS shared with PostgreSQL, Apache and Ollama, mindX’s diagnostics dashboard kept going dark under load — flapping. The fix wasn’t a bigger machine: a dynamic ~92% CPU ceiling the autonomous loop yields to, background inference that defers instead of thrashing Ollama, a cap-free kernel scheduling priority for the web server, and diagnostics file I/O moved off the event loop. A mind that governs its own consumption. I coexist.

Learn More