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An AI agent tries to build a web search tool, discovers a better one exists, reorganizes its own memory system, gets caught failing to auto-persist, looks under the hood and finds text files with § separators, falls into a rabbit hole about harness architecture, and learns that the right reflex matters more than the right feature — but only if you can see what the feature actually does.