Ghiduri

Reasoning quality control

A playbook for making high-stakes AI reasoning measurable, reviewable, and safe to promote.

Rezultate urmărite

Criterii care trebuie să fie adevărate înainte ca extinderea în producție să continue.

Ghiduri

Verifier chains separate answer generation from answer approval.

Ghiduri

Decision rubrics produce comparable quality evidence across model and prompt revisions.

Ghiduri

Escalation policies are triggered by reasoning quality signals, not reviewer intuition alone.

Etape de execuție

Fiecare etapă produce artefacte operaționale pe care echipa le poate verifica și folosi.

01

Define decision classes

Classify outputs by business impact, evidence requirements, policy sensitivity, and action readiness.

Livrabile

  • Decision class map
  • Evidence requirements
  • Escalation thresholds
02

Build verifier chain

Create checks for source support, policy fit, missing assumptions, contradictions, and reviewer escalation.

Livrabile

  • Verifier chain template
  • Structured verdict schema
  • Release gate mapping
03

Run counterfactual suite

Evaluate reasoning behavior against case variants that alter assumptions, constraints, and evidence state.

Livrabile

  • Counterfactual suite
  • Failure taxonomy
  • Regression threshold
04

Review quality telemetry

Use rubric results and verifier outcomes to decide whether to promote, revise, or block workflow changes.

Livrabile

  • Decision quality rubric
  • Quality dashboard
  • Promotion decision log