The author details their experience using an AI coding agent, specifically mentioning Claude, within a structured review loop. Over 21 rounds, the agent's performance improved significantly, with the final five rounds yielding no further improvements, suggesting a plateau in its capabilities for the given task. The author utilizes a behavior contract to guide the AI's interactions. AI
IMPACT Provides insight into the iterative refinement process and potential performance ceilings of current AI coding agents.
RANK_REASON The item is a personal review and experience with an AI agent, not a primary release or significant industry event.
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