Decision notices stay as labels before review. Honesty note: simplified public-benefits classroom toy model; not legal advice; toy model; structure only; human review required; no live external dependency.

Structured Visual

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy public-benefits-record structure, not benefits-law advice, eligibility advice, income advice, expense advice, deadline advice, appeal advice, hearing advice, or agency advice. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

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

Notice of decision labels decision_notice: satisfied via decision_notice=True compare=True benefit_amount: satisfied via benefit_amount=True compare=True effective_date: satisfied via effective_date=True compare=True appeal_rights_review: unknown via appeal_rights_review=None compare=True
highlighted = computed this step

Public benefits toy-model honesty note

Honesty note: simplified classroom public-benefits model; applications, household members, income ledgers, expense ledgers, verification requests, eligibility factors, notices, appeals, and hearings vary; as of June 24, 2026; not legal advice; toy model; structure only; human review required; no live external dependency.

toy public-benefits model as of June24,2026\text{toy public-benefits model as of }June 24, 2026

Decision notices stay labels

The toy trace separates decision notice label, benefit amount label, effective date label, and appeal-rights review label.

notice labels only\text{notice labels only}

Example notice trace

The trace has 4 row(s) and leaves 1 review row unknown.

unknown=1\text{unknown}=1

Review gap stays visible

The trace recomputes 3 satisfied label(s), but no agency or appeal outcome.

satisfied=3\text{satisfied}=3

Diagram note

The diagram shows notice labels. It does not decide correctness, deadlines, continuing benefits, or appeal rights.

notice labels to review\text{notice labels to review}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy public-benefits-record structure, not benefits-law advice, eligibility advice, income advice, expense advice, deadline advice, appeal advice, hearing advice, or agency advice. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

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

Notice of decision labels decision_notice: satisfied via decision_notice=True compare=True benefit_amount: satisfied via benefit_amount=True compare=True effective_date: satisfied via effective_date=True compare=True appeal_rights_review: unknown via appeal_rights_review=None compare=True

Summary

Notice models should show labels and hand off all legal meaning.

labels then handoff\text{labels then handoff}