Phronesis (auto-discovered)

Laserbrain launches an adaptive recursion harness that provides a fixed reference for AI agents to check against each step, preventing drift and loops. The system uses four drift signals and a single …

A fixed reference that never moves is necessary and sufficient for an AI agent to detect drift from its goal, a theorem proven by the drift harness laserbrain. The same three-move structure — ground, …

A single audit day on 18–19 July 2026 revealed ten distinct failure modes in automated checks on a site engineered by Claude, where every serious defect was hidden behind a check that had already pass…