subjective-label

The Building-side door of the subjective-label family, and its LAW: who is the semantic authority, what each of Contract, Round and Freeze may and may not create, which decisions are human gates, which verbs exist, and what is forbidden. It ends at a signed Label Handoff and never evaluates executors or scans the corpus. The order of steps lives in label-building-workflow. Use for new labeling jobs, calibration rounds, human annotation sessions, boundary discovery, guideline revision, stopping decisions, freeze, or /label-building.

The ORDER machine of the Building side of the subjective-label family: drives P0 Contract, the P1 Round loop (PREPARE, JUDGE, LEARN, CLOSE), and P2 Freeze as independently closable Labeling operations on disk, owns item-level resume and Run receipts, and hands the crossing back to subjective-label-workflow. It owns no law: authority, human gates and forbidden acts live in label-building. Use when running or resuming a calibration round, opening a round card, resuming a Session, closing a checkpoint, or /label-building-workflow.

The Scanning-side door of the subjective-label family, and its LAW: what a frozen Label Handoff permits, what Test, Scan and Audit may and may not create, which decisions are human gates, which verbs exist, and what is forbidden. It begins from one signed handoff and ends at audited D*. The order of steps lives in label-scanning-workflow. Use for sealed evaluation, model qualification, production labeling, risk queues, corpus scanning, spot checks, repair, final audit, or /label-scanning.

The ORDER machine of the Scanning side of the subjective-label family: drives P3 Test (GOLD locked before SCORE), P4 Scan (manifest, preflight, shards, risk queue, reconcile), and P5 Audit (design, blind sample, findings, route, repair loop) as independently closable Labeling operations on disk, owns Run-level resume and receipts, and hands the crossing back to subjective-label-workflow. It owns no law: boundary, human gates and forbidden acts live in label-scanning. Use when running or resuming an evaluation, a production scan, a risk queue, an audit or a repair, or /label-scanning-workflow.

The one user-facing door for a human-grounded subjective-label family with two sides: Label Building teaches and freezes what one identified human means by a vague trait; Label Scanning qualifies executors against a sealed human-gold test, scans the corpus under the frozen meaning, and audits the completed labels. Use for starting, resuming, routing, or checking a subjective annotation job; defining H/L/N and boundary regions; calibration rounds; guideline freeze; executor evaluation; corpus scanning; final audit; or /subjective-label.

The crossing machine of the subjective-label family: declares the six phase names P0-P5 and the seven gates G0-G6, tests Label Handoff validity, decides which side is runnable, routes invalidation between sides, and dispatches one bounded action to label-building-workflow or label-scanning-workflow. It owns no step order, no semantic rule, no item judgment, no executor prediction, and no audit verdict. It publishes the family's Phase × Run Map. Use when asking where a labeling job is, whether it may cross, why it is blocked, or /subjective-label-workflow.