How I Audit Security Patches with an AI Pipeline

Posted on Sat 02 May 2026 in Thought, AI, Security Research • Tagged with chronicles, AI agents, WebKit, security research, vulnerability research, patch auditing, methodology

Most security patch auditing tools look for known vulnerability patterns. They diff a commit, grep for dangerous functions, maybe flag things that look like what last year's CVEs looked like. That works for the obvious stuff. It doesn't work for the commit that says "no behavior change" and silently fixes …


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Patch Audit Schema - SOUNDNESS_CLAIMS Spec

Posted on Sat 02 May 2026 in Security Research • Tagged with methodology, patch auditing, schema, vulnerability research

This is the schema spec referenced in How I Audit Security Patches with an AI Pipeline. It defines the SOUNDNESS_CLAIMS format, the empirical proof requirement, and the adjacent-unpatched rule.

SOUNDNESS_CLAIMS Format

Each claim is a falsifiable hypothesis about a specific attack vector. Required fields:

F(x):          The trigger - exact JS …

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Evince Integer Overflow and Truncation Due to Type Promotion in TIFF Backend

Posted on Thu 01 August 2024 in Thought, vulnerability research and discovery • Tagged with chronicles, vulnerability research, vulnerability discovery, type promotion

I have been pretty facinated with type promotion bugs in the recent months. Why? Because I love when there is some crazy mixed data types with arithmetic. Something about math (in)correctly implemented always makes me geek out. For those not familiar with Type promotion, it's when data type values …


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Now and Later Bug Hunting Side Quest [04/28/24]

Posted on Sun 28 April 2024 in Thought, vulnerability research and discovery • Tagged with zde, chronicles, VR, 0day, vulnerability research, vulnerability discovery

Distracted..

This post is more about a side quest, as I was a bit distracted awaiting some responses on some UAF and Format string vulnerabilities submitted to a couple bug bounty programs.

In order to keep momentum going and my thirst for knowledge well fed with regards to vulnerability discovery …


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Rediscovering the Art of Vulnerability Discovery [04/24/24]

Posted on Wed 24 April 2024 in Thought, vulnerability research and discovery • Tagged with zde, chronicles, VR, 0day, vulnerability research, vulnerability discovery

Introduction to My Chronicles

If you've been keeping up with my adventures, you know I've dived back into low-level vulnerability discovery and research. Recently, I took some time to refresh my understanding of low-level code (assembly) and architecture review, particularly of ARM systems. Given that most systems I work on …


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