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A developer recounts how a cryptic hint from an ex-Anthropic engineer ('check your score') led him to create a harness of files and commands (e.g., CLAUDE.md, init.sh, feature_list.json, etc.) that assess and improve Claude AI agent performance, turning the hint into a practical tool.