Simon Willison — 2026-04-03#
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The overarching theme today is the sudden, step-function improvement in AI-driven vulnerability research. Major open-source maintainers are simultaneously reporting that the era of “AI slop” security reports has ended, replaced by an overwhelming tsunami of highly accurate, AI-generated bug discoveries that are drastically changing the economics of exploit development.
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Vulnerability Research Is Cooked · Source
Highlighting Thomas Ptacek’s commentary, Simon notes that frontier models are uniquely suited for exploit development due to their baked-in knowledge of bug classes, massive context of source code, and pattern-matching capabilities. Since LLMs never get bored constraint-solving for exploitability, agents simply pointing at source trees and searching for zero-days are set to drastically alter the security landscape. Simon is tracking this trend closely enough that he just created a dedicated ai-security-research tag to follow it.