AI Work Doesn't Fail All At Once. It Drifts
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A few days ago I was looking at Microsoft's AI Engineering Coach project. It analyzes coding-agent logs after a session ends and surfaces patterns and anti-patterns in how developers worked with AI. The implementation isn't what caught me. It was the assumption underneath it: AI work generates operational signals. That's a bigger idea than it sounds. For the last year, most AI tooling has focused on one of three things: better agents, better memory, or better orchestration. All three matter, bu