Research Blog

Weekly insights from our cybersecurity research journey

Scaling to 100 VMs: FuzzingBrain's Parallel Architecture

How we coordinate four services across ~100 VMs to run thousands of concurrent jobs and 100K+ LLM requests with robust validation.

🏗️ 4 Services 🖥️ ~100 VMs 🧠 100K+ LLM Calls ⏱️ Backpressure

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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