Finding Vulnerabilities Is Not the Same as Building Attack Scenarios
A practical method for modeling vulnerabilities as attacker-relevant security state transitions and combining human intuition with bounded AI search
Representative Foreword
The representative foreword of this blog: security now fails less at finding issues than at absorbing, sustaining, and acting on what has already been found.
This essay frames the entire site first. The posts on technical analysis, method, and governance all start from this same problem statement.

Detection, Method, Governance
A practical method for modeling vulnerabilities as attacker-relevant security state transitions and combining human intuition with bounded AI search
AI lowers the cost of finding vulnerability candidates, but it also increases low-quality reports, duplicates, and false positives. In the AI slop era, triage quality becomes the core security operation.