pre-202315+ years running systems security, network infrastructure, and scalable deployments for national and international clients.
2023-2024SAIQL born out of necessity. Nova AI, my autonomous Coinbase trading system, needed to ingest every trade and every bot action per second. Postgres couldn't keep up. I knew how to use databases, not build new ones - so I used AI assistance to construct SAIQL from the ground up. The need preceded the invention, not the other way around.
2025 Q2LoreTokens L8: 279:1 on Wikipedia (75s). The first compression result that couldn't be explained inside Shannon's framework. Grok later projected a theoretical ceiling around 18,000:1 for this class of primitive - while stating current AI isn't advanced enough to reach it. LoreTokens already sit near that projected ceiling in specific regimes. USPTO provisional filed.
2025 Q3Atlas shipped - first deterministic semantic RAG with cryptographic proof bundles. QIPI index underneath. Three Zenodo preprints published as prior-art.
2025 Q4ShipItClean v1 (originally "HostileReview"). Renamed to stop sounding like a fight. Built as both a personal debugging tool against AI-assisted bug patterns AND a proof-of-capability for the SAIQL / Atlas / QIPI / LoreTokens stack under real production load. Went public after the first real-repo scans made clear the tool couldn't stay private.
2026 Q1Partner program pre-launch; first live reference partner (alphabynova.com). OpenClaw scan (above).