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Building a 20,000-Vulnerability Reference Book

· 9 min read
Igor Gulamov
ZK Researcher and AI Security Enthusiast

Modern LLMs reason about code well. But they aren't specialized in smart contract auditing, and they have a knowledge cutoff. They know nothing about hacks from the last year. The Web3 attack surface shifts every month as new protocol types bring new failure modes.

When a senior auditor opens a lending protocol and sees rounding in share calculations, they already know where this broke before and what the attack looked like. They read code while flipping through a mental reference book built over years of practice.

We built that reference book for our AI agent. This post is about how.