WhatA real-time service that monitors open-source commits, uses AI to instantly identify security-relevant patches, and auto-generates and deploys protective measures (WAF rules, virtual patches) for subscribers before attackers can weaponize the disclosure.
SignalThe core thesis of the post is that AI has collapsed the time between a patch being public and an exploit being available, making traditional embargo and coordinated disclosure timelines dangerously obsolete — defenders need to match attacker speed.
Why NowLLMs can now systematically and cheaply classify every commit as security-relevant and generate exploit patterns, a task that previously required scarce expert skill, making the attacker side dramatically faster.
MarketEnterprise security teams and managed hosting providers; TAM overlaps with the $30B+ vulnerability management market; competitors like Snyk and Wiz focus on scanning not real-time patch-race defense.
MoatAccumulating a proprietary corpus of commit-to-exploit mappings and virtual-patch templates across thousands of OSS projects creates a compounding data advantage.
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