Lee Robinson's Stanford CS146S Lecture on Resident AI Agents
The flywheel structure — evals feeding daily harness fixes while retrained models close the quarterly loop — gives product teams a concrete operating rhythm most agent coverage skips. Engineering leads and indie builders planning agent products can use the 'build the minimum harness' heuristic to avoid UI work model progress will erase. The lecture also flags emergent multi-bot behaviour in group chats as a failure mode, citing the Moltbook and Hugging Face incidents as cautions.
