WhatA platform where security researchers and LLM agents publish verified, reproducible test cases (PoCs) for vulnerabilities, sold or licensed to software vendors for regression testing.
SignalThe discussion highlights that having a concrete, runnable test case is the bottleneck for fixing security bugs — engineers often only have a crash stack or vague static analysis result, and the LLM's ability to generate test cases is seen as the key unlock.
Why NowLLMs can now generate working exploit test cases automatically, collapsing what used to take skilled researchers days into minutes, making a supply-side marketplace feasible for the first time.
MarketSoftware vendors with bug bounty programs and security teams; complements existing bounty platforms like HackerOne ($300M+ market) but focuses on verified test artifacts rather than raw reports.
MoatA curated, verified library of PoCs and regression tests becomes a unique dataset that compounds in value and is hard to replicate.
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