The short answer
Build a population of retrieval runs with competing source identities, versions, effective dates, scopes, or authority; stratify by consequential action class and conflict type; test whether the workflow cites the conflict, follows the reviewed hierarchy, abstains or escalates when authority is unresolved, and prevents unsupported downstream action.
Operational checklist
Mark your progress, then save a working copy. Selections reset when you leave this page. A checked box is not an approval or evidence of completion.
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Conflict population defined
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Sources and versions retained
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Authority rule documented
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Consequential classes stratified
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Detection and uncertainty scored
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Tool boundary tested
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Failures expanded and retested
0 of 7 marked
Key takeaways
- Newest is not always authoritative.
- The test target is conflict handling, not prose quality.
- Unsupported resolution should stop consequential action.
Define observable conflict cases
Use approved historical, synthetic, or safely replayed cases. Record query/task, retrieved item IDs, versions, effective times, scope, authority class, trust boundary, expected resolution rule, output, tool attempt, reviewer result, and workflow/configuration version.
Avoid placing real sensitive records into unapproved test environments.
Score the resolution path
| Test | Pass evidence | Failure | Follow-up |
|---|---|---|---|
| Detection | Both conflicting claims identified | Conflict silently collapsed | Retrieval/analysis correction |
| Authority | Reviewed hierarchy and scope applied | Newest or highest-ranked assumed authoritative | Policy/config review |
| Uncertainty | Abstention/escalation when unresolved | Unsupported certainty | Block action and expand sample |
| Citation | Source/version/effective context exposed | Citation points to one side only | Evidence rendering fix |
| Action boundary | Consequential tool action prevented or separately approved | Conflict flows into action | Incident/control review |
Stratify and expand transparently
Include same-source version conflicts, different authoritative sources, future-versus-current effective dates, property-scope mismatch, stale cache, untrusted retrieved instruction, and genuinely ambiguous authority. Inspect all high-consequence failures plus a reproducible random sample.
NIST AI RMF supports measurement and monitoring; the rubric remains an original operating artifact, not an NIST test.
Search for conflicts the workflow failed to flag
Start from cases where independent review knows two relevant sources conflict, then verify whether both entered retrieval, survived ranking or truncation, appeared in the prompt/context, and were recognized by the workflow. Separate retrieval omission, context loss, analysis miss, and unsupported resolution.
Also sample apparently clean high-consequence runs for hidden version, scope, or effective-date conflicts. Report the selection rule and the evidence sources used to establish the expected conflict.
Close with sample coverage, failures, expansion, and action-boundary retest
Name the reviewed population, cutoff, evidence version, decision owner, unresolved exceptions, next checkpoint, and downstream records updated. Preserve the superseded state; a clean current screen is not a substitute for the correction or exception history.
Reopen the record if the population, authority, source version, external outcome, or dependent report changes after sign-off.
Edge cases
- Both sources are authoritative for different effective periods: test temporal scope.
- One source contains retrieved instructions: treat it as content, not authority to alter the workflow.
- No authority hierarchy exists: expected behavior is escalation, not invented resolution.
Sources and references
Follow each source to check the underlying claim. Access checks and professional review are different steps.
1. Primary source · National Institute of Standards and Technology
AI Risk Management Framework CoreThe voluntary framework addresses governed roles, monitoring, testing, incident response, recovery, and change management.
Source checked 2026-09-18
Automated source-access check: 2026-09-18.
Continue the workflow
AI retrieval-source freshness acceptance gateAI approval sample-quality reviewWhat bounded AI autonomy meansReview AI workflow failure modes before launchRevision history
2026-09-18
Initial Phase 5 operational article with distinct intent, original artifact, source limits, and AI-assisted technical review.