Rule Model Foundations

Consequence Label Model

Consequence labels are model rows for review, not advice. Honesty note: simplified toy rule-modeling workflow, corpus-light with no neochart dependency; the pinned first step carries the full honesty note.

Structured Visual

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes a stated interpretation workflow, not the law itself.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Consequence label modelrowfieldvaluequerytokensmodel,label,review,output,humanquerycount5supportcount3supportabstainFalsescopejurisdictionUS classroom rule-model workflowscopesource_typemodel_labelrecord condition_trace_labelrank2record condition_trace_labelmatch3 of 5record condition_trace_labelfilterpassrecord condition_trace_labelciteModel Output 1record condition_trace_labelsnippetCondition trace label for human review.record exception_review_labelrank3record exception_review_labelmatch3 of 5record exception_review_labelfilterpassrecord exception_review_labelciteModel Output 2record exception_review_labelsnippetException review label for human review.record manual_review_labelrank1record manual_review_labelmatch4 of 5record manual_review_labelfilterpassrecord manual_review_labelciteModel Output 3record manual_review_labelsnippetManual review label for model output handoff.
highlighted = computed this step

Rule model honesty note

Honesty note: simplified toy rule-modeling workflow; corpus-light and no neochart dependency; jurisdictions and interpretations vary; as of June 24, 2026; not legal advice; code encodes a stated interpretation workflow, not the law itself.

rule model as of June24,2026\text{rule model as of }June 24, 2026

Use consequence labels only

The stated process stores model outputs as condition-trace, exception-review, and manual-review labels.

model labels only\text{model labels only}

Example label packet

The toy model file has condition trace, exception review, and manual review rows.

trace exception manual review\text{trace exception manual review}

The table recomputes support

The retrieval table recomputes 3 label rows and 3 token-supported rows from the authored model-label text.

label rows=3,support rows=3\text{label rows}=3,\quad \text{support rows}=3

Diagram note

The diagram is a model-label table. It displays review rows only.

labels for review\text{labels for review}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes a stated interpretation workflow, not the law itself.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Consequence label modelrowfieldvaluequerytokensmodel,label,review,output,humanquerycount5supportcount3supportabstainFalsescopejurisdictionUS classroom rule-model workflowscopesource_typemodel_labelrecord condition_trace_labelrank2record condition_trace_labelmatch3 of 5record condition_trace_labelfilterpassrecord condition_trace_labelciteModel Output 1record condition_trace_labelsnippetCondition trace label for human review.record exception_review_labelrank3record exception_review_labelmatch3 of 5record exception_review_labelfilterpassrecord exception_review_labelciteModel Output 2record exception_review_labelsnippetException review label for human review.record manual_review_labelrank1record manual_review_labelmatch4 of 5record manual_review_labelfilterpassrecord manual_review_labelciteModel Output 3record manual_review_labelsnippetManual review label for model output handoff.

Summary

Consequence labels should stay as review rows.

labels for review\text{labels for review}