automation

Fan out agent work into isolated worktrees, verify with three lenses that never saw the builder, reduce in plain code, and put a single human gate at the end. What the diamond buys, what it costs, and the failures that shaped it.

How to escalate from passive reconnaissance to actionable vulnerability findings against web applications — using the same AI-assisted methodology that works for source code, adapted for black-box targets.

Why manual prompt hints don't scale for AI-assisted code audits, and how per-file isolation with automated scaffolding solves the accuracy-vs-coverage tradeoff — tested against a 316-file production codebase.