Manage AI-assisted label vocabulary

Core meaning

Capability purpose

Prevent unbounded ad hoc machine labels while retaining useful soft semantics separately from confirmed taxonomy.

Meaningful outcome

The active assisted-label vocabulary and each label's provenance/lifecycle are explicit and governable.

Boundaries — includes

propose, deduplicate, confirm where required, rename, disable, deprecate, merge, and inspect vocabulary entries.

Boundaries — excludes

assigning a label to an object, promoting it to an owner-confirmed organizing label, and using it in retrieval.

Terms and concepts

AI-assisted label is a non-authoritative machine-usable classification cue.

Interaction Contract MLEs

Change assisted-label vocabulary

Actor

An authorized owner or governed enrichment process.

Command / intent

Propose or change an assisted-label definition or lifecycle state.

Current state

Existing vocabulary, candidate label, provenance, and duplicate context are available.

Policies / invariants

Only active known labels may be assigned; new labels are deduplicated and governed; assisted labels remain distinct from owner-confirmed labels; disabling prevents future automatic assignment.

Transition

Validate authority and duplicates, record the proposed or approved change, and preserve lifecycle history.

Result

A traceable active, disabled, deprecated, merged, rejected, or pending label definition.

Events / effects

Active vocabulary constrains assisted-label assignment.

Unknowns

Whether direct owner creation is allowed is profile-specific and not universalized here.

Rules and defaults

Rules / invariants

• Do not invent a new label per object when no governed vocabulary entry exists.

Recommended defaults

• Keep the vocabulary owner-scoped and small enough to remain understandable.

Unknown / unresolved

• Public operational realization is not confirmed.

Statement provenance