Weight dashboard history by drill recovery posture

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

@@ -55,6 +55,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 		int32 MethodDrillQueueRecommendationCount = 0;
 		int32 MethodDrillFollowUpRecommendationCount = 0;
 		int32 MethodDrillRecommendedRecommendationCount = 0;
+		int32 StrongRetainedMethodDrillQueueAcceptedDeltaCount = 0;
+		int32 StrongRetainedMethodDrillFollowUpAcceptedDeltaCount = 0;
+		int32 StrongRetainedMethodDrillRecommendedAcceptedDeltaCount = 0;
+		int32 WeakRetainedMethodDrillQueueAcceptedDeltaCount = 0;
+		int32 WeakRetainedMethodDrillFollowUpAcceptedDeltaCount = 0;
+		int32 WeakRetainedMethodDrillRecommendedAcceptedDeltaCount = 0;
+		int32 StrongRetainedMethodDrillQueueRecommendationCount = 0;
+		int32 StrongRetainedMethodDrillFollowUpRecommendationCount = 0;
+		int32 StrongRetainedMethodDrillRecommendedRecommendationCount = 0;
+		int32 WeakRetainedMethodDrillQueueRecommendationCount = 0;
+		int32 WeakRetainedMethodDrillFollowUpRecommendationCount = 0;
+		int32 WeakRetainedMethodDrillRecommendedRecommendationCount = 0;
 		int32 QueueScore = 0;
 		int32 FollowUpScore = 0;
 		int32 RecommendedScore = 0;
@@ -66,6 +78,8 @@ namespace HyperTwistCoachDashboardWidgetInternal
 		bool bHasDeferredFirstSuppressionRecommendationSignal = false;
 		bool bHasMethodDrillAcceptedSignal = false;
 		bool bHasMethodDrillRecommendationSignal = false;
+		bool bHasStrongRetainedMethodDrillPostureSignal = false;
+		bool bHasWeakRetainedMethodDrillPostureSignal = false;
 		bool bHasSignal = false;
 	};
 
@@ -139,6 +153,22 @@ namespace HyperTwistCoachDashboardWidgetInternal
 		}
 	}
 
+	FString DescribeRetainedMethodDrillRecoveryPosture(
+		const bool bUsedStrongRetainedMethodDrillRecoveryPosture,
+		const bool bUsedWeakRetainedMethodDrillRecoveryPosture)
+	{
+		if (bUsedStrongRetainedMethodDrillRecoveryPosture)
+		{
+			return TEXT("strong retained drill-recovery continuation");
+		}
+		if (bUsedWeakRetainedMethodDrillRecoveryPosture)
+		{
+			return TEXT("weak retained drill-recovery redirect");
+		}
+
+		return TEXT("balanced drill-recovery posture");
+	}
+
 	bool IsDashboardHandoffGuidanceSource(const FString& SourceLabel)
 	{
 		return SourceLabel.StartsWith(TEXT("coach-memory-dashboard-"));
@@ -744,6 +774,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 				Bias.QueueScore += MethodDrillQueuedDelta * 2;
 				Bias.bHasAcceptedSignal = true;
 				Bias.bHasMethodDrillAcceptedSignal = true;
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.StrongRetainedMethodDrillQueueAcceptedDeltaCount += MethodDrillQueuedDelta;
+					Bias.QueueScore += MethodDrillQueuedDelta * 2;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.WeakRetainedMethodDrillQueueAcceptedDeltaCount += MethodDrillQueuedDelta;
+					++Bias.QueueScore;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 			}
 			if (MethodDrillFollowUpDelta > 0)
 			{
@@ -751,6 +793,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 				Bias.FollowUpScore += MethodDrillFollowUpDelta * 3;
 				Bias.bHasAcceptedSignal = true;
 				Bias.bHasMethodDrillAcceptedSignal = true;
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.StrongRetainedMethodDrillFollowUpAcceptedDeltaCount += MethodDrillFollowUpDelta;
+					Bias.FollowUpScore += MethodDrillFollowUpDelta * 3;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.WeakRetainedMethodDrillFollowUpAcceptedDeltaCount += MethodDrillFollowUpDelta;
+					++Bias.FollowUpScore;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 			}
 			if (MethodDrillRecommendedDelta > 0)
 			{
@@ -758,6 +812,20 @@ namespace HyperTwistCoachDashboardWidgetInternal
 				Bias.RecommendedScore += MethodDrillRecommendedDelta * 2;
 				Bias.bHasAcceptedSignal = true;
 				Bias.bHasMethodDrillAcceptedSignal = true;
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.StrongRetainedMethodDrillRecommendedAcceptedDeltaCount
+						+= MethodDrillRecommendedDelta;
+					++Bias.RecommendedScore;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					Bias.WeakRetainedMethodDrillRecommendedAcceptedDeltaCount
+						+= MethodDrillRecommendedDelta;
+					Bias.RecommendedScore += MethodDrillRecommendedDelta * 3;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 			}
 
 			if (Entry.RecommendedHandoffKindLabel.Equals(TEXT("queue"), ESearchCase::IgnoreCase))
@@ -771,6 +839,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 					Bias.QueueScore += 2;
 					Bias.bHasMethodDrillRecommendationSignal = true;
 				}
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.StrongRetainedMethodDrillQueueRecommendationCount;
+					Bias.QueueScore += 2;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.WeakRetainedMethodDrillQueueRecommendationCount;
+					++Bias.QueueScore;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 				if (Entry.bUsedDeferredFirstSuppressionSignal)
 				{
 					++Bias.DeferredFirstQueueRecommendationCount;
@@ -789,6 +869,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 					Bias.FollowUpScore += 3;
 					Bias.bHasMethodDrillRecommendationSignal = true;
 				}
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.StrongRetainedMethodDrillFollowUpRecommendationCount;
+					Bias.FollowUpScore += 3;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.WeakRetainedMethodDrillFollowUpRecommendationCount;
+					++Bias.FollowUpScore;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 				if (Entry.bUsedDeferredFirstSuppressionSignal)
 				{
 					++Bias.DeferredFirstFollowUpRecommendationCount;
@@ -807,6 +899,18 @@ namespace HyperTwistCoachDashboardWidgetInternal
 					Bias.RecommendedScore += 2;
 					Bias.bHasMethodDrillRecommendationSignal = true;
 				}
+				if (Entry.bUsedStrongRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.StrongRetainedMethodDrillRecommendedRecommendationCount;
+					++Bias.RecommendedScore;
+					Bias.bHasStrongRetainedMethodDrillPostureSignal = true;
+				}
+				if (Entry.bUsedWeakRetainedMethodDrillRecoveryPosture)
+				{
+					++Bias.WeakRetainedMethodDrillRecommendedRecommendationCount;
+					Bias.RecommendedScore += 3;
+					Bias.bHasWeakRetainedMethodDrillPostureSignal = true;
+				}
 				if (Entry.bUsedDeferredFirstSuppressionSignal)
 				{
 					++Bias.DeferredFirstRecommendedRecommendationCount;
@@ -890,7 +994,23 @@ namespace HyperTwistCoachDashboardWidgetInternal
 			+ Bias.MethodDrillRecommendedAcceptedDeltaCount
 			+ Bias.MethodDrillQueueRecommendationCount
 			+ Bias.MethodDrillFollowUpRecommendationCount * 2
-			+ Bias.MethodDrillRecommendedRecommendationCount;
+			+ Bias.MethodDrillRecommendedRecommendationCount
+			+ Bias.StrongRetainedMethodDrillQueueAcceptedDeltaCount * 2
+			+ Bias.StrongRetainedMethodDrillFollowUpAcceptedDeltaCount * 3
+			+ Bias.StrongRetainedMethodDrillRecommendedAcceptedDeltaCount
+			+ Bias.StrongRetainedMethodDrillQueueRecommendationCount
+			+ Bias.StrongRetainedMethodDrillFollowUpRecommendationCount * 2
+			+ Bias.StrongRetainedMethodDrillRecommendedRecommendationCount;
+	}
+
+	int32 DeriveMethodDrillPromoteRecoveryBias(const FHandoffHistoryDashboardBias& Bias)
+	{
+		return Bias.WeakRetainedMethodDrillQueueAcceptedDeltaCount
+			+ Bias.WeakRetainedMethodDrillFollowUpAcceptedDeltaCount
+			+ Bias.WeakRetainedMethodDrillRecommendedAcceptedDeltaCount * 2
+			+ Bias.WeakRetainedMethodDrillQueueRecommendationCount
+			+ Bias.WeakRetainedMethodDrillFollowUpRecommendationCount
+			+ Bias.WeakRetainedMethodDrillRecommendedRecommendationCount * 2;
 	}
 
 	void CollectMethodDrillRecoveryOutcomeIndices(
@@ -1146,7 +1266,8 @@ bool UHyperTwistCoachDashboardWidget::ApplyQueueRecoveryPosture()
 		bBeforeCompletionGap,
 		bHasDeferredFirstSuppressionSignal,
 		bPrefersFollowUp,
-		bUseMethodDrillRecoverySignal
+		bUseMethodDrillRecoverySignal,
+		RetainedMethodDrillRecoveryMemoryBias
 	](
 		const TCHAR* AppliedActionLabel,
 		const FHyperTwistCoachDashboardQueueRecoveryOutcome::EActionKind ActionKind,
@@ -1163,6 +1284,12 @@ bool UHyperTwistCoachDashboardWidget::ApplyQueueRecoveryPosture()
 			bBeforeCompletionGap,
 			bHasDeferredFirstSuppressionSignal && bPrefersFollowUp,
 			bUseMethodDrillRecoverySignal,
+			bUseMethodDrillRecoverySignal
+				&& RetainedMethodDrillRecoveryMemoryBias
+				== HyperTwistCoachDashboardWidgetInternal::EMethodDrillRecoveryMemoryBias::Strong,
+			bUseMethodDrillRecoverySignal
+				&& RetainedMethodDrillRecoveryMemoryBias
+				== HyperTwistCoachDashboardWidgetInternal::EMethodDrillRecoveryMemoryBias::Weak,
 			bSucceeded
 		);
 		UpdateDashboardPresentation();
@@ -5222,6 +5349,14 @@ FHyperTwistCoachDashboardQueueRecoveryWeighting UHyperTwistCoachDashboardWidget:
 					++Weighting.MethodDrillPromoteFailureCount;
 				}
 			}
+			if (Outcome.bUsedWeakRetainedMethodDrillRecoveryPosture)
+			{
+				++Weighting.WeakRetainedMethodDrillPromoteCount;
+				if (Outcome.bReducedFriction)
+				{
+					++Weighting.WeakRetainedMethodDrillPromoteReducedCount;
+				}
+			}
 			break;
 		case FHyperTwistCoachDashboardQueueRecoveryOutcome::EActionKind::LaunchRecovery:
 			++Weighting.LaunchCount;
@@ -5256,6 +5391,14 @@ FHyperTwistCoachDashboardQueueRecoveryWeighting UHyperTwistCoachDashboardWidget:
 					++Weighting.MethodDrillLaunchFailureCount;
 				}
 			}
+			if (Outcome.bUsedStrongRetainedMethodDrillRecoveryPosture)
+			{
+				++Weighting.StrongRetainedMethodDrillLaunchCount;
+				if (Outcome.bReducedFriction)
+				{
+					++Weighting.StrongRetainedMethodDrillLaunchReducedCount;
+				}
+			}
 			break;
 		default:
 			break;
@@ -5294,6 +5437,10 @@ FHyperTwistCoachDashboardQueueRecoveryWeighting UHyperTwistCoachDashboardWidget:
 		HyperTwistCoachDashboardWidgetInternal::DeriveMethodDrillLaunchRecoveryBias(
 			HandoffHistoryBias
 		);
+	Weighting.MethodDrillPromoteBiasCount =
+		HyperTwistCoachDashboardWidgetInternal::DeriveMethodDrillPromoteRecoveryBias(
+			HandoffHistoryBias
+		);
 	Weighting.MethodDrillUpstreamHistoryCount =
 		CachedCoachPanelState.MethodDrillRecoveryHistoryCount;
 	Weighting.MethodDrillUpstreamStrongCount =
@@ -5417,15 +5564,33 @@ FHyperTwistCoachDashboardQueueRecoveryWeighting UHyperTwistCoachDashboardWidget:
 				0))
 			* 0.5f
 		- static_cast<float>(Weighting.MethodDrillLaunchFailureCount) * 2.0f;
+	const float StrongRetainedMethodDrillLaunchScore =
+		static_cast<float>(Weighting.StrongRetainedMethodDrillLaunchReducedCount) * 3.0f
+		+ static_cast<float>(FMath::Max(
+			Weighting.StrongRetainedMethodDrillLaunchCount
+				- Weighting.StrongRetainedMethodDrillLaunchReducedCount,
+			0)) * 0.5f;
+	const float WeakRetainedMethodDrillPromoteScore =
+		static_cast<float>(Weighting.WeakRetainedMethodDrillPromoteReducedCount) * 3.0f
+		+ static_cast<float>(FMath::Max(
+			Weighting.WeakRetainedMethodDrillPromoteCount
+				- Weighting.WeakRetainedMethodDrillPromoteReducedCount,
+			0)) * 0.5f;
 	const float AdjustedPromoteScore =
 		PromoteScore
 		+ (Weighting.bHasDeferredFirstSignal ? DeferredFirstPromoteScore * 1.5f : 0.0f)
 		+ (Weighting.bHasMethodDrillOutcomeSignal ? MethodDrillPromoteOutcomeScore * 1.1f : 0.0f)
+		+ (Weighting.WeakRetainedMethodDrillPromoteCount > 0
+			? WeakRetainedMethodDrillPromoteScore * 1.1f
+			: 0.0f)
 		+ static_cast<float>(Weighting.MethodDrillPromoteBiasCount) * 1.5f;
 	const float AdjustedLaunchScore =
 		LaunchScore
 		+ (Weighting.bHasDeferredFirstSignal ? DeferredFirstLaunchScore * 0.75f : 0.0f)
 		+ (Weighting.bHasMethodDrillOutcomeSignal ? MethodDrillLaunchOutcomeScore * 1.1f : 0.0f)
+		+ (Weighting.StrongRetainedMethodDrillLaunchCount > 0
+			? StrongRetainedMethodDrillLaunchScore * 1.1f
+			: 0.0f)
 		+ static_cast<float>(Weighting.MethodDrillLaunchBiasCount) * 0.85f;
 
 	if (AdjustedPromoteScore > AdjustedLaunchScore)
@@ -5670,6 +5835,8 @@ void UHyperTwistCoachDashboardWidget::RecordQueueRecoveryOutcome(
 	const bool bBeforeCompletionGap,
 	const bool bUsedDeferredFirstSuppressionSignal,
 	const bool bUsedMethodDrillHandoffSignal,
+	const bool bUsedStrongRetainedMethodDrillRecoveryPosture,
+	const bool bUsedWeakRetainedMethodDrillRecoveryPosture,
 	const bool bSucceeded)
 {
 	QueueRecoveryOutcome.RecordedAtUtc = FDateTime::UtcNow().ToIso8601();
@@ -5706,6 +5873,10 @@ void UHyperTwistCoachDashboardWidget::RecordQueueRecoveryOutcome(
 		bUsedDeferredFirstSuppressionSignal;
 	QueueRecoveryOutcome.bUsedMethodDrillHandoffSignal =
 		bUsedMethodDrillHandoffSignal;
+	QueueRecoveryOutcome.bUsedStrongRetainedMethodDrillRecoveryPosture =
+		bUsedStrongRetainedMethodDrillRecoveryPosture;
+	QueueRecoveryOutcome.bUsedWeakRetainedMethodDrillRecoveryPosture =
+		bUsedWeakRetainedMethodDrillRecoveryPosture;
 	bHasQueueRecoveryOutcome = QueueRecoveryOutcome.IsStructurallyValid();
 	if (bHasQueueRecoveryOutcome)
 	{
@@ -5731,7 +5902,9 @@ void UHyperTwistCoachDashboardWidget::RecordCoachHandoffHistorySnapshot(
 	const bool bFollowUpReady,
 	const bool bRecommendedReady,
 	const bool bUsedDeferredFirstSuppressionSignal,
-	const bool bUsedMethodDrillWeighting)
+	const bool bUsedMethodDrillWeighting,
+	const bool bUsedStrongRetainedMethodDrillRecoveryPosture,
+	const bool bUsedWeakRetainedMethodDrillRecoveryPosture)
 {
 	FHyperTwistCoachDashboardHandoffHistoryEntry Entry;
 	Entry.RecordedAtUtc = FDateTime::UtcNow().ToIso8601();
@@ -5770,6 +5943,10 @@ void UHyperTwistCoachDashboardWidget::RecordCoachHandoffHistorySnapshot(
 	Entry.bRecommendedReady = bRecommendedReady;
 	Entry.bUsedDeferredFirstSuppressionSignal = bUsedDeferredFirstSuppressionSignal;
 	Entry.bUsedMethodDrillWeighting = bUsedMethodDrillWeighting;
+	Entry.bUsedStrongRetainedMethodDrillRecoveryPosture =
+		bUsedStrongRetainedMethodDrillRecoveryPosture;
+	Entry.bUsedWeakRetainedMethodDrillRecoveryPosture =
+		bUsedWeakRetainedMethodDrillRecoveryPosture;
 	if (!Entry.IsStructurallyValid())
 	{
 		return;
@@ -5818,7 +5995,11 @@ void UHyperTwistCoachDashboardWidget::RecordCoachHandoffHistorySnapshot(
 		&& HandoffHistoryEntries.Last().bUsedDeferredFirstSuppressionSignal
 			== Entry.bUsedDeferredFirstSuppressionSignal
 		&& HandoffHistoryEntries.Last().bUsedMethodDrillWeighting
-			== Entry.bUsedMethodDrillWeighting;
+			== Entry.bUsedMethodDrillWeighting
+		&& HandoffHistoryEntries.Last().bUsedStrongRetainedMethodDrillRecoveryPosture
+			== Entry.bUsedStrongRetainedMethodDrillRecoveryPosture
+		&& HandoffHistoryEntries.Last().bUsedWeakRetainedMethodDrillRecoveryPosture
+			== Entry.bUsedWeakRetainedMethodDrillRecoveryPosture;
 	if (bMatchesLastEntry)
 	{
 		return;
@@ -7266,6 +7447,15 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			*HyperTwistCoachDashboardWidgetInternal::DescribeMethodDrillRecoveryMemoryBias(
 				EffectiveMethodDrillRecoveryMemoryHandoffBias)
 		);
+		CoachHandoffRecommendationDetailLine += FString::Printf(
+			TEXT(" | strong posture q/f/r %d/%d/%d, weak posture q/f/r %d/%d/%d"),
+			HandoffHistoryBias.StrongRetainedMethodDrillQueueAcceptedDeltaCount,
+			HandoffHistoryBias.StrongRetainedMethodDrillFollowUpAcceptedDeltaCount,
+			HandoffHistoryBias.StrongRetainedMethodDrillRecommendedAcceptedDeltaCount,
+			HandoffHistoryBias.WeakRetainedMethodDrillQueueAcceptedDeltaCount,
+			HandoffHistoryBias.WeakRetainedMethodDrillFollowUpAcceptedDeltaCount,
+			HandoffHistoryBias.WeakRetainedMethodDrillRecommendedAcceptedDeltaCount
+		);
 		if (bCanLaunchMethodDrillFollowUp && MethodDrillFollowUpWeighting.IsStructurallyValid())
 		{
 			CoachHandoffRecommendationDetailLine += MethodDrillFollowUpWeighting.bPreferDrillFollowUp
@@ -7291,7 +7481,13 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		bFollowUpReadyForHandoff,
 		bRecommendedReadyForHandoff,
 		bHandoffRecommendationUsedDeferredFirstSuppressionSignal,
-		bHandoffRecommendationUsedMethodDrillWeighting
+		bHandoffRecommendationUsedMethodDrillWeighting,
+		bHandoffRecommendationUsedMethodDrillRecoveryMemory
+			&& EffectiveMethodDrillRecoveryMemoryHandoffBias
+				== HyperTwistCoachDashboardWidgetInternal::EMethodDrillRecoveryMemoryBias::Strong,
+		bHandoffRecommendationUsedMethodDrillRecoveryMemory
+			&& EffectiveMethodDrillRecoveryMemoryHandoffBias
+				== HyperTwistCoachDashboardWidgetInternal::EMethodDrillRecoveryMemoryBias::Weak
 	);
 	FString QueuedRunLabel = CachedCoachPanelState.NextQueueSourceLabel.IsEmpty()
 		? TEXT("Start Queue")
@@ -7324,20 +7520,23 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	const FString HandoffHistoryStatusLine =
 		SelectedHandoffHistoryEntry != nullptr
 		? FString::Printf(
-			TEXT("Handoff history: %d entries | selected %d/%d | Recommendation: %s | Recorded: %s"),
+			TEXT("Handoff history: %d entries | selected %d/%d | Recommendation: %s | Stance: %s | Recorded: %s"),
 			HandoffHistoryEntries.Num(),
 			SelectedHandoffHistoryIndex + 1,
 			HandoffHistoryEntries.Num(),
 			SelectedHandoffHistoryEntry->RecommendedHandoffKindLabel.IsEmpty()
 				? TEXT("none")
 				: *SelectedHandoffHistoryEntry->RecommendedHandoffKindLabel,
+			*HyperTwistCoachDashboardWidgetInternal::DescribeRetainedMethodDrillRecoveryPosture(
+				SelectedHandoffHistoryEntry->bUsedStrongRetainedMethodDrillRecoveryPosture,
+				SelectedHandoffHistoryEntry->bUsedWeakRetainedMethodDrillRecoveryPosture),
 			*SelectedHandoffHistoryEntry->RecordedAtUtc
 		)
 		: TEXT("Handoff history: no retained handoff-pattern shifts recorded yet.");
 	const FString HandoffHistoryDetailLine =
 		SelectedHandoffHistoryEntry != nullptr
 		? FString::Printf(
-			TEXT("Accepted queued/follow-up/recommended: %d/%d/%d | deferred-overflow queued/follow-up/recommended: %d/%d/%d | drill-driven queued/follow-up/recommended: %d/%d/%d | deferred-first suppression recommendation used: %s | drill weighting used: %s | queue source: %s | preferred lane: %s | memory source: %s | recovery action: %s | recovery source: %s | closure continuation bias %d | closure suppression bias %d | readiness queue/follow-up/recommended: %s/%s/%s || %s"),
+			TEXT("Accepted queued/follow-up/recommended: %d/%d/%d | deferred-overflow queued/follow-up/recommended: %d/%d/%d | drill-driven queued/follow-up/recommended: %d/%d/%d | deferred-first suppression recommendation used: %s | drill weighting used: %s | retained posture: %s | queue source: %s | preferred lane: %s | memory source: %s | recovery action: %s | recovery source: %s | closure continuation bias %d | closure suppression bias %d | readiness queue/follow-up/recommended: %s/%s/%s || %s"),
 			SelectedHandoffHistoryEntry->AcceptedQueuedHandoffCount,
 			SelectedHandoffHistoryEntry->AcceptedFollowUpHandoffCount,
 			SelectedHandoffHistoryEntry->AcceptedRecommendedHandoffCount,
@@ -7349,6 +7548,9 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			SelectedHandoffHistoryEntry->AcceptedMethodDrillRecommendedHandoffCount,
 			SelectedHandoffHistoryEntry->bUsedDeferredFirstSuppressionSignal ? TEXT("yes") : TEXT("no"),
 			SelectedHandoffHistoryEntry->bUsedMethodDrillWeighting ? TEXT("yes") : TEXT("no"),
+			*HyperTwistCoachDashboardWidgetInternal::DescribeRetainedMethodDrillRecoveryPosture(
+				SelectedHandoffHistoryEntry->bUsedStrongRetainedMethodDrillRecoveryPosture,
+				SelectedHandoffHistoryEntry->bUsedWeakRetainedMethodDrillRecoveryPosture),
 			SelectedHandoffHistoryEntry->QueueSourceLabel.IsEmpty()
 				? TEXT("n/a")
 				: *SelectedHandoffHistoryEntry->QueueSourceLabel,
@@ -7638,7 +7840,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 					: *QueueDeferredFirstSuppressionSignal->Detail)
 			: TEXT("");
 	const FString QueueRecoveryDetailLine = FString::Printf(
-			TEXT("Deferred events %d | Promoted %d | Manual %d | Pressure %.2f | Dominant reason: %s | Follow-up deferrals: %s | Archive-aware deferrals: %s | Completion gap: %s | Upstream action source: %s%s || Learned promote %d/%d reduced, %d failed, avg delta %.2f | launch %d/%d reduced, %d failed, avg delta %.2f | deferred-first promote/launch reduced %d/%d over %d/%d | drill-driven outcome promote/launch reduced %d/%d over %d/%d | drill-driven bias promote/launch %d/%d | upstream drill recovery strong/weak/history %d/%d/%d avg %.1f | retained drill-recovery stance: %s"),
+			TEXT("Deferred events %d | Promoted %d | Manual %d | Pressure %.2f | Dominant reason: %s | Follow-up deferrals: %s | Archive-aware deferrals: %s | Completion gap: %s | Upstream action source: %s%s || Learned promote %d/%d reduced, %d failed, avg delta %.2f | launch %d/%d reduced, %d failed, avg delta %.2f | deferred-first promote/launch reduced %d/%d over %d/%d | drill-driven outcome promote/launch reduced %d/%d over %d/%d | retained strong-launch %d/%d, weak-promote %d/%d | drill-driven bias promote/launch %d/%d | upstream drill recovery strong/weak/history %d/%d/%d avg %.1f | retained drill-recovery stance: %s"),
 		CachedCoachQueueExecutionSummary.DeferredEventCount,
 		CachedCoachQueueExecutionSummary.PromotedEventCount,
 		CachedCoachQueueExecutionSummary.ManualRescheduleEventCount,
@@ -7667,6 +7869,10 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		QueueRecoveryWeighting.MethodDrillLaunchReducedCount,
 		QueueRecoveryWeighting.MethodDrillPromoteCount,
 		QueueRecoveryWeighting.MethodDrillLaunchCount,
+		QueueRecoveryWeighting.StrongRetainedMethodDrillLaunchReducedCount,
+		QueueRecoveryWeighting.StrongRetainedMethodDrillLaunchCount,
+		QueueRecoveryWeighting.WeakRetainedMethodDrillPromoteReducedCount,
+		QueueRecoveryWeighting.WeakRetainedMethodDrillPromoteCount,
 		QueueRecoveryWeighting.MethodDrillPromoteBiasCount,
 		QueueRecoveryWeighting.MethodDrillLaunchBiasCount,
 		QueueRecoveryWeighting.MethodDrillUpstreamStrongCount,
@@ -7783,7 +7989,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	const FString QueueRecoveryOutcomeDetailLine = !bHasQueueRecoveryOutcome || !QueueRecoveryOutcome.IsStructurallyValid()
 		? TEXT("Outcome detail: apply a queue-recovery action to compare before/after pressure, deferred count, blocked follow-up state, and completion-gap state.")
 		: FString::Printf(
-			TEXT("Recorded: %s | Pressure %.2f -> %.2f | Deferred %d -> %d | Blocked follow-up %s -> %s | Outstanding deferred %s -> %s | Completion gap %s -> %s | deferred-first weighted: %s | drill-weighted: %s"),
+			TEXT("Recorded: %s | Pressure %.2f -> %.2f | Deferred %d -> %d | Blocked follow-up %s -> %s | Outstanding deferred %s -> %s | Completion gap %s -> %s | deferred-first weighted: %s | drill-weighted: %s | retained posture: %s"),
 			*QueueRecoveryOutcome.RecordedAtUtc,
 			QueueRecoveryOutcome.BeforePressureScore,
 			QueueRecoveryOutcome.AfterPressureScore,
@@ -7796,7 +8002,10 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			QueueRecoveryOutcome.bBeforeCompletionGap ? TEXT("yes") : TEXT("no"),
 			QueueRecoveryOutcome.bAfterCompletionGap ? TEXT("yes") : TEXT("no"),
 			QueueRecoveryOutcome.bUsedDeferredFirstSuppressionSignal ? TEXT("yes") : TEXT("no"),
-			QueueRecoveryOutcome.bUsedMethodDrillHandoffSignal ? TEXT("yes") : TEXT("no")
+			QueueRecoveryOutcome.bUsedMethodDrillHandoffSignal ? TEXT("yes") : TEXT("no"),
+			*HyperTwistCoachDashboardWidgetInternal::DescribeRetainedMethodDrillRecoveryPosture(
+				QueueRecoveryOutcome.bUsedStrongRetainedMethodDrillRecoveryPosture,
+				QueueRecoveryOutcome.bUsedWeakRetainedMethodDrillRecoveryPosture)
 		);
 	TArray<int32> MethodDrillRecoveryHistoryIndices;
 	HyperTwistCoachDashboardWidgetInternal::CollectMethodDrillRecoveryOutcomeIndices(
@@ -7830,19 +8039,22 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		&& SelectedMethodDrillRecoveryOutcome->IsStructurallyValid()
 		&& SelectedMethodDrillRecoveryHistoryPosition != INDEX_NONE
 			? FString::Printf(
-				TEXT("Drill recovery history: %d entries | selected %d/%d | %s | %s | Recorded: %s"),
+				TEXT("Drill recovery history: %d entries | selected %d/%d | %s | %s | Stance: %s | Recorded: %s"),
 				MethodDrillRecoveryHistoryIndices.Num(),
 				SelectedMethodDrillRecoveryHistoryPosition + 1,
 				MethodDrillRecoveryHistoryIndices.Num(),
 				*SelectedMethodDrillRecoveryOutcome->AppliedActionLabel,
 				*MethodDrillRecoveryHistoryVerdictLine,
+				*HyperTwistCoachDashboardWidgetInternal::DescribeRetainedMethodDrillRecoveryPosture(
+					SelectedMethodDrillRecoveryOutcome->bUsedStrongRetainedMethodDrillRecoveryPosture,
+					SelectedMethodDrillRecoveryOutcome->bUsedWeakRetainedMethodDrillRecoveryPosture),
 				*SelectedMethodDrillRecoveryOutcome->RecordedAtUtc)
 			: TEXT("Drill recovery history: no retained drill-weighted queue-recovery outcomes recorded yet.");
 	const FString MethodDrillRecoveryHistoryDetailLine =
 		SelectedMethodDrillRecoveryOutcome != nullptr
 		&& SelectedMethodDrillRecoveryOutcome->IsStructurallyValid()
 			? FString::Printf(
-				TEXT("Source: %s | Pressure %.2f -> %.2f | Deferred %d -> %d | Blocked follow-up %s -> %s | Outstanding deferred %s -> %s | Completion gap %s -> %s | deferred-first weighted: %s"),
+				TEXT("Source: %s | Pressure %.2f -> %.2f | Deferred %d -> %d | Blocked follow-up %s -> %s | Outstanding deferred %s -> %s | Completion gap %s -> %s | deferred-first weighted: %s | retained posture: %s"),
 				*MethodDrillRecoveryHistorySourceLine,
 				SelectedMethodDrillRecoveryOutcome->BeforePressureScore,
 				SelectedMethodDrillRecoveryOutcome->AfterPressureScore,
@@ -7854,7 +8066,10 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 				SelectedMethodDrillRecoveryOutcome->bAfterOutstandingDeferred ? TEXT("yes") : TEXT("no"),
 				SelectedMethodDrillRecoveryOutcome->bBeforeCompletionGap ? TEXT("yes") : TEXT("no"),
 				SelectedMethodDrillRecoveryOutcome->bAfterCompletionGap ? TEXT("yes") : TEXT("no"),
-				SelectedMethodDrillRecoveryOutcome->bUsedDeferredFirstSuppressionSignal ? TEXT("yes") : TEXT("no"))
+				SelectedMethodDrillRecoveryOutcome->bUsedDeferredFirstSuppressionSignal ? TEXT("yes") : TEXT("no"),
+				*HyperTwistCoachDashboardWidgetInternal::DescribeRetainedMethodDrillRecoveryPosture(
+					SelectedMethodDrillRecoveryOutcome->bUsedStrongRetainedMethodDrillRecoveryPosture,
+					SelectedMethodDrillRecoveryOutcome->bUsedWeakRetainedMethodDrillRecoveryPosture))
 			: TEXT("Drill recovery detail: when drill-weighted queue recovery actions are applied, their retained before/after friction outcomes will accumulate here for later comparison against generic recovery.");
 	const FHyperTwistCoachDashboardMethodDrillRecoveryMemoryHistoryEntry*
 		SelectedMethodDrillRecoveryMemoryHistoryEntry =

UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistCoachDashboardWidget.h

@@ -149,6 +149,8 @@ struct FHyperTwistCoachDashboardQueueRecoveryOutcome
 	bool bShiftedFriction = false;
 	bool bUsedDeferredFirstSuppressionSignal = false;
 	bool bUsedMethodDrillHandoffSignal = false;
+	bool bUsedStrongRetainedMethodDrillRecoveryPosture = false;
+	bool bUsedWeakRetainedMethodDrillRecoveryPosture = false;
 
 	bool IsStructurallyValid() const
 	{
@@ -174,6 +176,10 @@ struct FHyperTwistCoachDashboardQueueRecoveryWeighting
 	int32 MethodDrillLaunchCount = 0;
 	int32 MethodDrillLaunchReducedCount = 0;
 	int32 MethodDrillLaunchFailureCount = 0;
+	int32 StrongRetainedMethodDrillLaunchCount = 0;
+	int32 StrongRetainedMethodDrillLaunchReducedCount = 0;
+	int32 WeakRetainedMethodDrillPromoteCount = 0;
+	int32 WeakRetainedMethodDrillPromoteReducedCount = 0;
 	int32 MethodDrillPromoteBiasCount = 0;
 	int32 MethodDrillLaunchBiasCount = 0;
 	int32 MethodDrillUpstreamHistoryCount = 0;
@@ -278,6 +284,8 @@ struct FHyperTwistCoachDashboardHandoffHistoryEntry
 	bool bRecommendedReady = false;
 	bool bUsedDeferredFirstSuppressionSignal = false;
 	bool bUsedMethodDrillWeighting = false;
+	bool bUsedStrongRetainedMethodDrillRecoveryPosture = false;
+	bool bUsedWeakRetainedMethodDrillRecoveryPosture = false;
 
 	bool IsStructurallyValid() const
 	{
@@ -1358,6 +1366,8 @@ private:
 		bool bBeforeCompletionGap,
 		bool bUsedDeferredFirstSuppressionSignal,
 		bool bUsedMethodDrillHandoffSignal,
+		bool bUsedStrongRetainedMethodDrillRecoveryPosture,
+		bool bUsedWeakRetainedMethodDrillRecoveryPosture,
 		bool bSucceeded
 	);
 	void RecordCoachHandoffHistorySnapshot(
@@ -1371,7 +1381,9 @@ private:
 		bool bFollowUpReady,
 		bool bRecommendedReady,
 		bool bUsedDeferredFirstSuppressionSignal,
-		bool bUsedMethodDrillWeighting
+		bool bUsedMethodDrillWeighting,
+		bool bUsedStrongRetainedMethodDrillRecoveryPosture,
+		bool bUsedWeakRetainedMethodDrillRecoveryPosture
 	);
 	void RecordQueueSuppressionSnapshot();
 	void RecordClosureRecoverySnapshot();