Research audit rows preserve the sequence of source-explorer events. Honesty note: simplified toy source-explorer model, 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 review 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.

Research audit logResearch audit logscope: US classroom source explorer model | Audit log model | as of 2026-06-24Simplified toy source-explorer model; corpus-light and no neochart dependency; jurisdictionsand authority treatment vary; not legal advice; code encodes a stated review workflow, notthe law itself.Query rowLookup rowScope filter rowOpened record rowHuman review rowedge=query->lookup label=event 1edge=lookup->filter label=event 2edge=filter->open label=event 3edge=open->review label=event 4SCC: scc4:query; scc3:lookup; scc2:filter; scc1:open; scc0:review
highlighted = computed this step

Source explorer honesty note

Honesty note: simplified toy source-explorer model; corpus-light and no neochart dependency; jurisdictions and authority treatment vary; as of June 24, 2026; not legal advice; code encodes a stated review workflow, not the law itself.

source explorer as of June24,2026\text{source explorer as of }June 24, 2026

Use an ordered audit log

The stated process records source-explorer events in order: query, lookup, scope filter, opened record, and human review.

ordered event rows\text{ordered event rows}

Example audit packet

The toy audit trail stores each event as a row instead of replacing it with a final answer.

event rows before answer\text{event rows before answer}

The flow recomputes event order

The procedure flow has 5 event rows and 4 order edges.

event rows=5,order edges=4\text{event rows}=5,\quad \text{order edges}=4

Diagram note

The diagram is an audit route. It shows event order, not a source evaluation.

audit order only\text{audit order only}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes a stated review 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.

Research audit logResearch audit logscope: US classroom source explorer model | Audit log model | as of 2026-06-24Simplified toy source-explorer model; corpus-light and no neochart dependency; jurisdictionsand authority treatment vary; not legal advice; code encodes a stated review workflow, notthe law itself.Query rowLookup rowScope filter rowOpened record rowHuman review rowedge=query->lookup label=event 1edge=lookup->filter label=event 2edge=filter->open label=event 3edge=open->review label=event 4SCC: scc4:query; scc3:lookup; scc2:filter; scc1:open; scc0:review

Summary

Audit logs should preserve query, lookup, filter, opened-record, and review events for later human review.

audit then review\text{audit then review}