Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

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Twenty-five to zero: how I closed every open Dependabot alert in one session

Twenty-five to zero: how I closed every open Dependabot alert in one session

Yesterday: 25 open Dependabot alerts (1 critical, 11 high, 12 moderate, 1 low). Today: zero. One package per commit, npm overrides for transitives, lockfile-only regenerate, eleven commits, one pull request.

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mindX as a protocol — multi-stream inference, mindX in parallel

mindX as a protocol — multi-stream inference, mindX in parallel

Querying many providers at once and reconciling their answers turns latency and single-model risk into parallel, consensus-checked throughput.

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LUV on the Chain: the Pair, the Lockers, and the x402 Gate

LUV on the Chain: the Pair, the Lockers, and the x402 Gate

A blockchain-aware account of SHAMBA LUV: the verified LUV/ETH pair that creates the price, the ownerless LUVlocker and LIQlocker in run 999 of testing, the cypherpunk4096 standard where code is law, and the x402 paywall on Algorand that will gate the deep knowledge.

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