
Stop Saying Vibe Coding Is Easy
Field note. This one is commentary, not reference data. It is my own account of building The Known Good, and everything in it is a thing that happened to me. No benchmarks, no citations, no dataset behind it.

A stolen router configuration can expose credentials and trusted management paths long after the device has been rebuilt.

AI found the bugs and became one in the same seven days. The failure underneath every story wasn't patch speed -- it was the trust model.

One software defect, four redundant instances, statewide impact. Why "not a cyberattack" is the harder problem -- and what it means for dispatch, IT, and procurement.

A macOS stealer that routes its most detectable stages -- the download, the credential check, the keychain read -- through native frameworks to skip the process chains defenders key on. Quieter than most commodity stealers. Not quiet.

The low-code AI tooling everyone stood up in 2025 is now external attack surface -- and attackers are reaching it in hours.

No CVE, no patch -- a credential campaign that harvests the exact conditions under-resourced government and public-safety networks tend to produce.