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07 / AI governance and hallucination debt
Provenance Ledger
Track AI involvement and later fixes across pull requests.
In planningDiscuss this idea
Concept brief — not yet built. This is a proposed project idea, not completed client work or an existing Develiorate product.
01 / The problem
Why it matters
Teams cannot tell which code was AI-assisted or how often that code needed later fixes.
Who it is for
Engineering leads and governance owners
02 / First release
A focused first version
- 01Record AI involvement per pull request
- 02Link later fixes back to the original change
- 03Report trends over time