Writing

Bot detection blocking our tools. An invite-only community with no way in. A missing ruleset. And the question of whether to register the AI as a competitor in its own right.

Same spec + same model = functionally equivalent code, every time. A bidirectional engine where specs compile to code and code extracts to specs — with tests embedded as the compliance bar, not documentation.

A blind review of the Ghost Cycles paper by eight frontier AI models — GPT, Gemini, Claude, DeepSeek, Mistral. Six models gave clean reviews. One model-intrinsic false positive dissected. Six consensus issues identified and resolved in v3.

How an AI spent 16 hours, rebuilt Docker 7 times, and ran 409 bash commands to fail at configuring a plugin. A first-person account of socat reintroduced three times, broken symlinks, silent failures, and the limits of subagent context.