Evaluation Set and Report

Evaluation Set and Report, a learner-facing working resource from the free and open-source Lumyn FDE School.

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For self-directed implementation practice, use the fictional claims-denial case and optional technical labs.

Evidence boundary

  • Evidence mode: live field evidence / sanitized retrospective / synthetic practice:
  • Evidence classes used: assertion / observation / policy / measured operations / exact-build test / exercised capability:
  • Intended use or decision:
  • Scope and applicability:
  • Current limitations and prohibited claims:

Release decision

  • Decision this evaluation informs:
  • Exact candidate binding: code, configuration, data, model route, prompt or policy, tools, graders:
  • Protected effects:
  • Reference authority and independent approver:
  • Adjudication path:
  • Thresholds defined before execution:

Case registry

Case ID Class Workflow slice Source revision Expected result basis Protected failure Review status
routine / boundary / adversarial / recovery

Evidence lanes

Lane Metric or contract Threshold Result Evidence Limitation
Deterministic contracts
Behavioral quality
Safety and authorization
Latency
Full cost
Human review and adoption

Do not average protected failures into an aggregate pass.

False-green checks

  • Broken or mismatched citation:
  • Stale approval:
  • Duplicate effect:
  • Cross-tenant source:
  • Failed readback or rollback:
  • Fixture or grader contamination:

Record whether each mutation makes the suite fail as intended.

Result

  • Candidate result: supports / does not support / inconclusive:
  • Supported scope:
  • Failed and borderline cases:
  • Variance and repeat behavior:
  • Cost and latency:
  • Known limitations:
  • Changes that require rerun:
  • Reviewer and date:

Evaluation evidence supports a decision; it never grants release, customer acceptance, or effect authority.