ApronDEVELOPMENT COMPANION
VISION MAP

AI-generated maintenance recommendations

PLANNED

SPEC · /dev/spec/ai

Why it matters

Patterns in defect history can predict failures before they happen.

How we’d build it

  1. 01FastAPI microservice (the Python slot in the stack) consuming check-run + defect history.
  2. 02Surface recommendations on the object profile: “inspect X sooner”.
  3. 03Start rule-based, move to a model once there is enough history.

Dependencies

Historical data (Neon)Python microservice
This is a planning page, not a built feature. It exists so the vision map stays honest — every line in Johan’s document leads somewhere.