Exemption and redaction labels stay structural before review. Honesty note: simplified public-records 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-records request structure, not public-records advice, FOIA advice, state-records advice, exemption advice, redaction advice, fee advice, appeal advice, or disclosure 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.

Exemption and redaction label trace responsive_label: satisfied via responsive_label=True compare=True exemption_label: satisfied via exemption_label=True compare=True redaction_label: satisfied via redaction_label=True compare=True release_review: unknown via release_review=None compare=True
highlighted = computed this step

Public-records toy-model honesty note

Honesty note: simplified classroom public-records model; request rules, agency rules, exemptions, redactions, fees, deadlines, productions, and appeals vary; as of June 24, 2026; not legal advice; toy model; structure only; human review required; no live external dependency.

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

Exemptions and redactions are labels

The toy trace separates responsive-record label, exemption label, redaction label, and release-review label.

exemption redaction labels only\text{exemption redaction labels only}

Example label trace

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

unknown=1\text{unknown}=1

Labels are not withholding decisions

The trace recomputes 3 satisfied label(s), but no disclosure, withholding, exemption, or redaction outcome.

satisfied=3\text{satisfied}=3

Diagram note

The diagram shows labels and review gaps. It does not decide whether any record may be withheld or redacted.

labels to review\text{labels to review}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy public-records request structure, not public-records advice, FOIA advice, state-records advice, exemption advice, redaction advice, fee advice, appeal advice, or disclosure 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.

Exemption and redaction label trace responsive_label: satisfied via responsive_label=True compare=True exemption_label: satisfied via exemption_label=True compare=True redaction_label: satisfied via redaction_label=True compare=True release_review: unknown via release_review=None compare=True

Summary

Exemption and redaction models should expose labels and review gaps.

labels gaps review\text{labels gaps review}