Anti-retaliation review starts from event labels. Honesty note: simplified employment-law 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 employment-record structure, not employment-law advice, HR advice, wage advice, leave advice, accommodation advice, or termination 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.

Anti-retaliation event labels protected_activity: satisfied via protected_activity=True compare=True adverse_action: satisfied via adverse_action=True compare=True timing_review: unknown via timing_review=None compare=True
highlighted = computed this step

Employment toy-model honesty note

Honesty note: simplified classroom employment-law model; employers, workers, wage rules, leave rules, accommodations, retaliation rules, and documents vary; as of June 24, 2026; not legal advice; toy model; structure only; human review required; no live external dependency.

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

Retaliation labels are events

The toy trace shows protected-activity, adverse-action, and timing-review labels as separate rows.

event labels only\text{event labels only}

Example event trace

The trace has 3 row(s) and leaves 1 review row unknown.

unknown=1\text{unknown}=1

Labels are not conclusions

The trace recomputes 2 satisfied event label(s), but no retaliation conclusion.

satisfied=2\text{satisfied}=2

Diagram note

The diagram shows review labels and does not decide retaliation.

labels to review\text{labels to review}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy employment-record structure, not employment-law advice, HR advice, wage advice, leave advice, accommodation advice, or termination 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.

Anti-retaliation event labels protected_activity: satisfied via protected_activity=True compare=True adverse_action: satisfied via adverse_action=True compare=True timing_review: unknown via timing_review=None compare=True

Summary

Retaliation-sensitive models should expose event labels and review gaps.

events gaps review\text{events gaps review}