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

Package and container registry proxies are active trust boundaries for AI runtimes. This report turns incident evidence, public SSRF history, and runtime observations into an artifact egress control architecture.
In practical cryptography, failures often occur in the design—combining randomness, key management, operating modes, error handling, and authentication—rather than in the algorithms themselves. This post outlines criteria for auditing cryptographic implementations from the perspective of security assessors and reversers.
Security controls already exist. The real problem is that we cannot decide which customer, at which moment, deserves how much friction. As the closing chapter of the CAPTCHA·ATO series, this post is about moving from quantity of controls to context of controls — adaptive security as an operational discipline.
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.
AI-era vulnerability response cannot wait for a CVE number. Pre-CVE signals such as issues, commits, PoCs, write-ups, and patch traces now have to be mapped against internal exposure earlier.
How Korea’s CaaS supply chain reproduces itself through the recycling loop of points, gift cards, and crypto — and why defending against it requires reading the entire behavioral network, not just the login page.
18 years of vulnerability hunting distilled into one insight: the shift from individual instinct to scalable structure — and what AI means for those left standing.
A practical look at an audio CAPTCHA bypass PoC built with Playwright, Whisper, and Page-Agent, plus the login defenses that still matter after CAPTCHA falls.
Structural analysis of WAF, IPS, and IDS detection gaps from parsing discrepancies, with a practical remediation taxonomy.