C.16.Q:5.2 - Show (Latent fit and control adequacy)

The identifiers below denote distinct objects. Each comparisonFrameRef resolves its exact A.19.CPM configuration; each non-none viewpointRef resolves one E.17.0 viewpoint episteme. A named result claim is not assessment work, witness refs do not establish an A.10 evidence-provenance path, and neither witnesses nor a result label establish the grounding relation cited beside them. In the model and architecture improvement examples, the cited result claim asserts the improvement under its named comparison frame; the ascription record refers to that claim.

Draft: “The model quality improved.”

Repair A — latent representation line qualityTermAscription( bearerTuple = {Model_v5}, qualitySense = QS.LatentFit, effectiveReferenceScheme = RepLearningScheme_5, probeOrModelFrameRef = ProbePack_PP2, comparisonFrameRef = LatentFitComparison_CF2, evaluatorRef = RepLearningReviewBoard, viewpointRef = none, normalForm = SignalPack, claimScope = U.ClaimScope({RepresentationLearningSlice_RL5}), Γ_time = Window_W5, qualityResultClaimRef = LatentFitResultClaim_22, witnessRefs = {ProbeSeparationRun_22, AliasRiskCard_9}, evidenceProvenancePathRefs = {LatentFitEvidencePath_22}, empiricalGroundingRelationRef = EGR_LatentFitResult_22, endpointPatternLocator = C.16 )

Here EGR_LatentFitResult_22 denotes a separately established relation between the exact result episteme and exact grounding holon under the governed probe or measurement relations. The run and card alone would not establish it.

Repair B — closed-loop control line qualityTermAscription( bearerTuple = {PolicyModelPair_PM5}, qualitySense = QS.ControlAdequacy, effectiveReferenceScheme = ClosedLoopControlScheme_5, probeOrModelFrameRef = Horizon_H × EnvClass_E, comparisonFrameRef = ControlBaselineComparison_CF5, evaluatorRef = ControlReviewBoard, viewpointRef = ControlViewpointRef_7, normalForm = Bundle, claimScope = U.ClaimScope({ControlDeploymentSlice_7}), Γ_time = RunWindow_RW, qualityResultClaimRef = ControlAdequacyResultClaim_41, witnessRefs = {ClosedLoopTraceSet_41}, evidenceProvenancePathRefs = {ControlEvidencePath_41}, empiricalGroundingRelationRef = EGR_ControlAdequacyResult_41, endpointPatternLocator = C.25 )