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Scoring reasoning and citations

Review rubrics and anchorsSampling AI outputCatching rubber stampsRunning a review queueAppeals and disagreementsReasoning and citations
Business

Scoring reasoning and citations

  • Auditing an Agent's Stated Reason for a Handoff
  • Calibrating a Reason-Check Classifier Against Human Labels
  • Training Staff to Spot a Hallucinated Number
  • When the Agent's Summary Replaces the Source
  • When the Reviewer Cannot Check the Source: A Fallback Screen
  • Writing the Reason Code Taxonomy Before the Model Runs
  • Logging a Citation You Cannot Open
  • Logging a Handoff Reason Without Blocking the Agent
  • Reviewing an Agent That Cites a Database Row
  • Source Rules for Reviewers Before an Agent Uses a Source
  • Span Anchors That Survive a Re-Chunk
  • Spot-Checking a Sales Forecast an Agent Built from CRM Data
  • Spot-Checking Reason Codes: A Sampling Plan for Drift
  • What the Reviewer Screen Shows When the Source Is Missing
  • When a Model Invents a Source: Detecting Fake Citations
  • When an Agent's Numbers Disagree with the Dashboard
  • When the Agent's Stated Reason Is a Category, Not a Sentence
  • When the Summary Agrees with the Source but the Source Is Wrong
  • Writing the Reason Code Taxonomy the Classifier Learns From
Review and evaluation

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