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James Coombs

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14:18
2026-09-13
dev.to
ai-agents

The Hard Problem Isn't Automation. It's Classification.

Design engineer James Coombs built an AI-assisted bug pipeline that classifies tickets into three tiers before dispatching them to agents, shipping full-stack fixes across backend, API, and frontend l…

18:00
2026-08-14
dev.to
artificial-intelligence

Your CLAUDE.md Rules Achieve 0% Compliance. Here's the Data.

Design engineer James Coombs ran 91 controlled experiments showing that CLAUDE.md governance files achieve 0% compliance in AI code generation, identical to having no guidance. A two-sentence contextu…

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