Grove · learning control

1. Observe, predict, correct

Predictions name their immutable model. Filed corrections and actually learned corrections are distinct.

Answers bound to their exact snapshot
Prediction	Snapshot	Output	Abstained	Correct

Filed is not learned
Signal	Status	In force	Learned into

Conflicts and refusals

2. Queue, traces, checkpoints and lineage

Actual state and consumed steps; resumes never rewrite parents
Run	State	Steps	Resumed from

Trace run id

Lineage and checkpoint recovery

3. Evaluate, compare and select

Protocol-bound metrics and gates; selection does not publish
Snapshot	Repeats	Mean metrics	Gates	Select

4. Modules and experts

Semantic spaces, frozen/shared parameters, permissions and ensemble experts from the snapshot.

No snapshot loaded.

5. Review proposed logic

6. Human approval and versioned publication

Only an authenticated publisher can approve. Qualification never publishes automatically. Confirm the exact snapshot, protocol and expected active version.

No active publication.