pattern // aiSTUDY

AI Output With Provenance Boundaries

Make AI-assisted technical work label what came from source material, observation, inference and missing context.

Context Pack →Open Workspace →
Trust & provenanceSTUDY
Evidence tierSTUDYOfficial sources0Other sources0Last verifiedNot recorded

Evidence tier describes my hands-on relationship with the content. Official sources describe platform contracts/documentation. Production observations should not automatically be treated as official limits.

Problem

Fluent explanations can hide unsupported reconciliation or invented details.

Approach

Provide bounded context, require provenance classes in the response and validate automation-facing output deterministically.

Tradeoffs

Longer prompts and outputs

Requires discipline in source packaging

Much easier review of AI-assisted engineering work