October 6, 2025
Architecture
How we coordinate four services across ~100 VMs to run thousands of concurrent jobs and 100K+ LLM requests with robust validation.
Published
September 29, 2025
Technical Deep-dive
A practical breakdown of 10 discovery and 13 patching strategies.
Published
September 22, 2025
Live Demo
Claude Code finds a libpng overflow, builds a PoC exploit, and ships a clean patch.
Published
September 15, 2025
Research Tools
Benchmarking models on POV and patch generation using AIxCC challenges.
Published
September 8, 2025
Competition
Finalist performance highlights: 28 vulnerabilities, 14 patches, 6 zero-days.
Published