AI model provenance: weights, data and claim limits
Document model provenance with pinned parent, dataset receipts, code, parameters, licenses and transformations.
Provenance explains origin and transformation; it does not replace evaluation or usage authority.
A weights hash without data origin, licensing or parameters leaves major enterprise unknowns.
Verified, declared and unavailable information must be explicitly distinguished.
What the architecture must make explicit
Claims should terminate in inspectable evidence. Identity, provenance, measurement, adjudication, qualification and authority remain distinct dimensions.
Move from a keyword to an inspectable engineering decision
Identify
Compute the identity of the computation, artifacts and policies composing the realization.
Bind
Attach every measurement to the output actually produced by that exact subject.
Interpret
Separate observation, hypothesis, experimental support and terminal verdict.
Publish
Open useful projections without exposing protected data or widening claim scope.
A claim is only as strong as its binding
The gate must evaluate the exact output produced by the exact realization. Integrity, scientific validity and authority are related, but never interchangeable.
Questions that change the design
What does ai model provenance: weights, data and claim limits require?
Provenance explains origin and transformation; it does not replace evaluation or usage authority. Claims should terminate in inspectable evidence. Identity, provenance, measurement, adjudication, qualification and authority remain distinct dimensions.
Which evidence should be retained?
At minimum: exact realization identity, inputs and outputs, protocol version, measurements, failure cases and the decision rule. Verified, declared and unavailable information must be explicitly distinguished.
Does AMF prescribe a particular model?
No. AMF treats the model, runtime, data, tools and deterministic components as candidate materials. Their retention depends on measured contribution and declared constraints.