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On Security

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Be one of the eyes: catching supply-chain attacks with a 12B model on your laptop

Routine package review is a waste of a frontier model's intelligence — and a job a 12B open model can do, offline, on hardware you already own. Here's the proof, and an invitation.
  1. On Security · 25 Mar 2026

    AI Didn’t Find the CVE. The Workflow Did

    Everyone’s arguing about whether AI “works” in security. Wrong question. The right question is: are you building workflows that let it work, or are you pasting code into ChatGPT and calling it a day? I’ve spent the past year building CRIA (Code Risk Intelligence Agent) — a structured, multi-stage pipeline for security code review. No magic prompts. No […]