🔍 Every file, not a sample
Most AI-agent audits read only part of a codebase, typically the files that look most important. My review runs an exhaustive chain that covers every file of the project, so issues outside the "core" are not missed.

🧩 A 14-stage review chain
Each project goes through a fixed sequence of stages, and each stage hands its results to the next: from running the software and measuring what each kind of user can reach, through full-tree analysis, to the final verified report.

📸 Reproduced before reported
Nothing is reported until it has been reproduced and captured on screen. That keeps false positives rare, and every report comes with a working reproduction, a negative control and the exact code path.

🔁 Patch re-testing, private by default
I re-test the vendor's patch before it ships and report it when the fix is incomplete. Nothing is published until the vendor is ready.