Vision & Robotics: Local AI That Sees and Movesadvanced · ~300 min

The Last Look — A Camera That Screens Every Finished Part Before It Ships

Every small shop already knows roughly how often it ships something it shouldn't — but "roughly" is not a number you can hand a customer, and it is not a number that can tell you whether last quarter's supplier change helped or hurt. What would change if every finished part got the same second look, and every reject became a dated row you could actually count?

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What you'll do

A hooded inspection station on your shop floor — the vision pipeline, review interface, audit database, and trend reporting all written by Claude Code — that photographs every finished part under fixed lighting, scores it against what your own good parts look like, flags the suspicious ones for a human to confirm in one keypress, and turns a year of those decisions into a defect-rate trend you can segment by supplier, lot, and process change. Fully local, human-gated on every reject, with the calibration drift guardrails that stop it lying to you when the light changes.