Explain closure policy in schedule summary

UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistBootstrap/HyperTwistContractLibrary.cpp

@@ -1542,6 +1542,7 @@ FHyperTwistCoachSchedulePolicySummary UHyperTwistContractLibrary::MakeSampleTrai
 	return UHyperTwistTrainingCoachLibrary::DeriveCoachSchedulePolicySummary(
 		MakeSampleTrainingCoachSessionQueueState(),
 		MakeSampleTrainingCoachScheduleHorizonSummary(),
+		MakeSampleTrainingCoachActionClosureSummary(),
 		MakeSampleTrainingCoachArchivePolicySummary(),
 		TEXT("2026-04-28T12:30:00Z")
 	);

UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp

@@ -5279,7 +5279,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	if (SchedulePolicyTextBlock != nullptr)
 	{
 		SchedulePolicyTextBlock->SetText(FText::FromString(FString::Printf(
-			TEXT("Policy: immediate %d | pending %d | deferred %d | manual %d | earliest deferred: %s | dominant reason: %s | pressure %.2f | manual allowed: %s | expired deferrals: %s | review needed: %s | archive-aware: %s | blocked follow-up: %s"),
+			TEXT("Policy: immediate %d | pending %d | deferred %d | manual %d | earliest deferred: %s | dominant reason: %s | pressure %.2f | manual allowed: %s | expired deferrals: %s | review needed: %s | archive-aware: %s | blocked follow-up: %s | closure: %s"),
 			CachedCoachSchedulePolicySummary.ImmediateEntryCount,
 			CachedCoachSchedulePolicySummary.PendingEntryCount,
 			CachedCoachSchedulePolicySummary.DeferredEntryCount,
@@ -5295,7 +5295,10 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			CachedCoachSchedulePolicySummary.bHasExpiredDeferrals ? TEXT("yes") : TEXT("no"),
 			CachedCoachSchedulePolicySummary.bNeedsManualRescheduleReview ? TEXT("yes") : TEXT("no"),
 			CachedCoachSchedulePolicySummary.bHasArchiveAwareDeferrals ? TEXT("yes") : TEXT("no"),
-			CachedCoachSchedulePolicySummary.bHasBlockedFollowUpDeferrals ? TEXT("yes") : TEXT("no")
+			CachedCoachSchedulePolicySummary.bHasBlockedFollowUpDeferrals ? TEXT("yes") : TEXT("no"),
+			CachedCoachSchedulePolicySummary.ClosurePolicyLine.IsEmpty()
+				? TEXT("n/a")
+				: *CachedCoachSchedulePolicySummary.ClosurePolicyLine
 		)));
 	}
 	if (QueueRecoveryHeaderTextBlock != nullptr)

UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp

@@ -1593,6 +1593,7 @@ FHyperTwistCoachScheduleHorizonSummary UHyperTwistTrainingCoachLibrary::DeriveCo
 FHyperTwistCoachSchedulePolicySummary UHyperTwistTrainingCoachLibrary::DeriveCoachSchedulePolicySummary(
 	const FHyperTwistTrainingCoachSessionQueueState& QueueState,
 	const FHyperTwistCoachScheduleHorizonSummary& HorizonSummary,
+	const FHyperTwistTrainingCoachActionClosureSummary& ClosureSummary,
 	const FHyperTwistTrainingCoachArchivePolicySummary& ArchivePolicySummary,
 	const FString& ReferenceUtc
 )
@@ -1695,9 +1696,46 @@ FHyperTwistCoachSchedulePolicySummary UHyperTwistTrainingCoachLibrary::DeriveCoa
 	Summary.bHasArchiveAwareDeferrals = Summary.ArchiveAwareDeferredEntryCount > 0
 		|| (ArchivePolicySummary.bNeedsArchiveRetentionTuning && Summary.DeferredEntryCount > 0);
 	Summary.bHasBlockedFollowUpDeferrals = Summary.BlockedFollowUpDeferredEntryCount > 0;
+	Summary.bFollowUpContinuationFromRecoveryHistory =
+		ClosureSummary.bSpawnFollowUpFromSuppressionMemory;
+	Summary.bBorderlineFollowUpSuppressedByRecoveryHistory =
+		ClosureSummary.bSuppressedBorderlineFollowUpByRecoveryHistory;
 	Summary.bNeedsManualRescheduleReview = Summary.bHasExpiredDeferrals
 		|| Summary.ManualRescheduleEntryCount >= 2
 		|| Summary.bHasBlockedFollowUpDeferrals;
+	if (ClosureSummary.IsStructurallyValid())
+	{
+		if (Summary.bFollowUpContinuationFromRecoveryHistory)
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: recovery history keeps follow-up alive on carry-forward pressure.");
+		}
+		else if (Summary.bBorderlineFollowUpSuppressedByRecoveryHistory)
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: recommended recovery history suppresses a borderline follow-up.");
+		}
+		else if (ClosureSummary.bShouldSpawnFollowUp)
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: unresolved or weak cases still require follow-up.");
+		}
+		else if (ClosureSummary.bNeedsEscalation)
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: escalation takes precedence over additional follow-up.");
+		}
+		else if (ClosureSummary.bSequenceClosed)
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: sequence is closed and resolved work can archive forward.");
+		}
+		else
+		{
+			Summary.ClosurePolicyLine =
+				TEXT("Closure policy: sequence remains stable without spawning new follow-up.");
+		}
+	}
 	Summary.ReschedulePressureScore = FMath::Clamp(
 		static_cast<float>(Summary.DeferredEntryCount) * 8.0f
 			+ static_cast<float>(Summary.ManualRescheduleEntryCount) * 10.0f

UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp

@@ -2302,6 +2302,7 @@ void UHyperTwistTrainingSubsystem::RefreshRepositoryViews()
 		ActiveCoachSchedulePolicySummary = UHyperTwistTrainingCoachLibrary::DeriveCoachSchedulePolicySummary(
 			ActiveCoachSessionQueueState,
 			ActiveCoachScheduleHorizonSummary,
+			ActiveCoachActionClosureSummary,
 			ActiveCoachArchivePolicySummary,
 			ActiveLearnerDeckStateSummary.ReferenceUtc
 		);

UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingCoachLibrary.h

@@ -361,6 +361,9 @@ struct FHyperTwistCoachSchedulePolicySummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	FString DominantDeferralReasonLabel;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	FString ClosurePolicyLine;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 ImmediateEntryCount = 0;
 
@@ -397,6 +400,12 @@ struct FHyperTwistCoachSchedulePolicySummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	bool bHasBlockedFollowUpDeferrals = false;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	bool bFollowUpContinuationFromRecoveryHistory = false;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	bool bBorderlineFollowUpSuppressedByRecoveryHistory = false;
+
 	bool IsStructurallyValid() const
 	{
 		return !UserId.IsEmpty() && !QueueId.IsEmpty();
@@ -474,6 +483,7 @@ public:
 	static FHyperTwistCoachSchedulePolicySummary DeriveCoachSchedulePolicySummary(
 		const FHyperTwistTrainingCoachSessionQueueState& QueueState,
 		const FHyperTwistCoachScheduleHorizonSummary& HorizonSummary,
+		const FHyperTwistTrainingCoachActionClosureSummary& ClosureSummary,
 		const FHyperTwistTrainingCoachArchivePolicySummary& ArchivePolicySummary,
 		const FString& ReferenceUtc
 	);