Make the Transformer optional without anti-model dogma
Use a Transformer as component, teacher or scientific source, then test whether it must survive in the final realization.
AMF does not replace Transformers by principle; it removes the assumption that they must carry every responsibility.
Declaring the Transformer obsolete before experimentation turns a scientific hypothesis into architectural dogma.
The Transformer is retained when alternatives fail and compiled out of runtime when an admissible realization permits it.
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 make the transformer optional without anti-model dogma require?
AMF does not replace Transformers by principle; it removes the assumption that they must carry every responsibility. 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. The Transformer is retained when alternatives fail and compiled out of runtime when an admissible realization permits it.
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.