Build a System, Not Just a Session
On using AI assistants as part of a real research system, with digests, maintenance reviews, browser evidence, source review discipline, notes, and a record of what failed.
Read the article →Notes on bug bounty, recon, testing, and the habits that make research better. Written from my own work.
Short and practical, written from my own testing.
Short, practical posts on recon, triage, validation, and reporting.
Thoughts, lessons learned, testing patterns, and workflow improvements.
How I organize notes, tooling, and AI assistance around real testing.
One article for now, on building a research system around AI assistance instead of starting from zero every session.
On using AI assistants as part of a real research system, with digests, maintenance reviews, browser evidence, source review discipline, notes, and a record of what failed.
Read the article →