diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
index 472d9b3..60c45b0 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
@@ -20,6 +20,14 @@ namespace HyperTwistCoachDashboardWidgetInternal
 		bool bHasSignal = false;
 	};
 
+	enum class EHandoffRecommendationKind : uint8
+	{
+		None,
+		Queue,
+		FollowUp,
+		Recommended
+	};
+
 	template <typename TEnum>
 	FString EnumDisplayName(const TEnum Value)
 	{
@@ -1750,6 +1758,24 @@ void UHyperTwistCoachDashboardWidget::EnsureDefaultDashboardBuilt()
 		TEXT("CoachHandoffStatus"),
 		2
 	);
+	CoachHandoffRecommendationHeaderTextBlock = HyperTwistCoachDashboardWidgetInternal::AddTextRow(
+		WidgetTree,
+		RootLayout,
+		TEXT("CoachHandoffRecommendationHeader"),
+		2
+	);
+	CoachHandoffRecommendationStatusTextBlock = HyperTwistCoachDashboardWidgetInternal::AddTextRow(
+		WidgetTree,
+		RootLayout,
+		TEXT("CoachHandoffRecommendationStatus"),
+		2
+	);
+	CoachHandoffRecommendationDetailTextBlock = HyperTwistCoachDashboardWidgetInternal::AddTextRow(
+		WidgetTree,
+		RootLayout,
+		TEXT("CoachHandoffRecommendationDetail"),
+		8
+	);
 	GuidanceReviewHeaderTextBlock = HyperTwistCoachDashboardWidgetInternal::AddTextRow(
 		WidgetTree,
 		RootLayout,
@@ -4271,15 +4297,150 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			*RecommendedLine
 		);
 	}
-	const FString QueuedRunLabel = CachedCoachPanelState.NextQueueSourceLabel.IsEmpty()
+	const HyperTwistCoachDashboardWidgetInternal::FClosureRecoveryDashboardBias HandoffClosureBias =
+		HyperTwistCoachDashboardWidgetInternal::DeriveClosureRecoveryDashboardBias(
+			ClosureRecoveryHistoryEntries
+		);
+	const bool bQueueLooksFollowUpOrRecovery =
+		CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("follow-up"))
+		|| CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("queue-recovery"))
+		|| CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("closure_history_follow_up"));
+	const bool bQueueLooksRecommendedOrPrimary =
+		CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("primary"))
+		|| CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("recommended"))
+		|| CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("closure_history_recommended"));
+	HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind HandoffRecommendationKind =
+		HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::None;
+	FString CoachHandoffRecommendationStatusLine;
+	FString CoachHandoffRecommendationDetailLine;
+	if (!bCanUseCoachHandoff)
+	{
+		CoachHandoffRecommendationStatusLine =
+			bHasLiveAttemptTimer
+				? TEXT("Recommendation: wait for the live attempt to finish before applying closure-aware handoff.")
+				: TEXT("Recommendation: finish or clear the current run before applying closure-aware handoff.");
+		CoachHandoffRecommendationDetailLine =
+			TEXT("Handoff recommendation detail: closure-history pressure is retained, but handoff choice is paused while the dashboard is busy.");
+	}
+	else
+	{
+		if (HandoffClosureBias.bHasSignal
+			&& HandoffClosureBias.ContinuationBias >= HandoffClosureBias.SuppressionBias + 2)
+		{
+			if (CachedCoachPanelState.bCanStartQueuedRun && bQueueLooksFollowUpOrRecovery)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Queue;
+			}
+			else if (CachedCoachPanelState.bCanStartCoachFollowUpRun
+				&& CachedCoachPanelState.bHasFollowUpGuidance)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::FollowUp;
+			}
+		}
+		else if (HandoffClosureBias.bHasSignal
+			&& HandoffClosureBias.SuppressionBias >= HandoffClosureBias.ContinuationBias + 2)
+		{
+			if (CachedCoachPanelState.bCanStartQueuedRun && bQueueLooksRecommendedOrPrimary)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Queue;
+			}
+			else if (CachedCoachPanelState.bCanStartCoachRecommendedRun)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Recommended;
+			}
+		}
+
+		if (HandoffRecommendationKind
+			== HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::None)
+		{
+			if (CachedCoachPanelState.bCanStartQueuedRun)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Queue;
+			}
+			else if (CachedCoachPanelState.bCanStartCoachFollowUpRun
+				&& CachedCoachPanelState.bHasFollowUpGuidance)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::FollowUp;
+			}
+			else if (CachedCoachPanelState.bCanStartCoachRecommendedRun)
+			{
+				HandoffRecommendationKind =
+					HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Recommended;
+			}
+		}
+
+		switch (HandoffRecommendationKind)
+		{
+		case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Queue:
+			CoachHandoffRecommendationStatusLine = FString::Printf(
+				TEXT("Recommendation: start the queued coach run next. Source: %s"),
+				CachedCoachPanelState.NextQueueSourceLabel.IsEmpty()
+					? TEXT("n/a")
+					: *CachedCoachPanelState.NextQueueSourceLabel
+			);
+			break;
+		case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::FollowUp:
+			CoachHandoffRecommendationStatusLine = TEXT(
+				"Recommendation: continue with a follow-up coach run next."
+			);
+			break;
+		case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Recommended:
+			CoachHandoffRecommendationStatusLine = TEXT(
+				"Recommendation: redirect into the recommended coach run next."
+			);
+			break;
+		default:
+			CoachHandoffRecommendationStatusLine =
+				TEXT("Recommendation: no coach-directed handoff is currently ready.");
+			break;
+		}
+
+		CoachHandoffRecommendationDetailLine = FString::Printf(
+			TEXT("Closure continuation bias %d | Closure suppression bias %d | Queue ready: %s | Follow-up ready: %s | Recommended ready: %s | Preferred lane: %s"),
+			HandoffClosureBias.ContinuationBias,
+			HandoffClosureBias.SuppressionBias,
+			CachedCoachPanelState.bCanStartQueuedRun ? TEXT("yes") : TEXT("no"),
+			(CachedCoachPanelState.bCanStartCoachFollowUpRun && CachedCoachPanelState.bHasFollowUpGuidance)
+				? TEXT("yes")
+				: TEXT("no"),
+			CachedCoachPanelState.bCanStartCoachRecommendedRun ? TEXT("yes") : TEXT("no"),
+			CachedCoachPanelState.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp
+				? TEXT("follow-up")
+				: (CachedCoachPanelState.PreferredGuidanceLane
+					== EHyperTwistTrainingCoachGuidanceLane::Recommended
+					? TEXT("recommended")
+					: TEXT("none"))
+		);
+	}
+	FString QueuedRunLabel = CachedCoachPanelState.NextQueueSourceLabel.IsEmpty()
 		? TEXT("Start Queue")
 		: FString::Printf(TEXT("Queue: %s"), *CachedCoachPanelState.NextQueueSourceLabel);
-	const FString FollowUpRunLabel = CachedCoachFollowUpBrief.PrimaryActionLabel.IsEmpty()
+	FString FollowUpRunLabel = CachedCoachFollowUpBrief.PrimaryActionLabel.IsEmpty()
 		? TEXT("Start Follow-Up")
 		: CachedCoachFollowUpBrief.PrimaryActionLabel;
-	const FString RecommendedRunLabel = CachedCoachBrief.PrimaryActionLabel.IsEmpty()
+	FString RecommendedRunLabel = CachedCoachBrief.PrimaryActionLabel.IsEmpty()
 		? TEXT("Start Recommended")
 		: CachedCoachBrief.PrimaryActionLabel;
+	switch (HandoffRecommendationKind)
+	{
+	case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Queue:
+		QueuedRunLabel = FString::Printf(TEXT("Recommended: %s"), *QueuedRunLabel);
+		break;
+	case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::FollowUp:
+		FollowUpRunLabel = FString::Printf(TEXT("Recommended: %s"), *FollowUpRunLabel);
+		break;
+	case HyperTwistCoachDashboardWidgetInternal::EHandoffRecommendationKind::Recommended:
+		RecommendedRunLabel = FString::Printf(TEXT("Recommended: %s"), *RecommendedRunLabel);
+		break;
+	default:
+		break;
+	}
 	const auto BuildDeckPreviewLine = [](const FHyperTwistTrainingDeck& Deck, const FHyperTwistCoachBrief& Brief, const TCHAR* EmptyPrefix)
 	{
 		if (Deck.IsStructurallyValid())
@@ -5184,6 +5345,18 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	{
 		CoachHandoffStatusTextBlock->SetText(FText::FromString(CoachHandoffStatusLine));
 	}
+	if (CoachHandoffRecommendationHeaderTextBlock != nullptr)
+	{
+		CoachHandoffRecommendationHeaderTextBlock->SetText(FText::FromString(TEXT("[Handoff Recommendation]")));
+	}
+	if (CoachHandoffRecommendationStatusTextBlock != nullptr)
+	{
+		CoachHandoffRecommendationStatusTextBlock->SetText(FText::FromString(CoachHandoffRecommendationStatusLine));
+	}
+	if (CoachHandoffRecommendationDetailTextBlock != nullptr)
+	{
+		CoachHandoffRecommendationDetailTextBlock->SetText(FText::FromString(CoachHandoffRecommendationDetailLine));
+	}
 	if (GuidanceReviewHeaderTextBlock != nullptr)
 	{
 		GuidanceReviewHeaderTextBlock->SetText(FText::FromString(TEXT("[Guidance Review]")));
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistCoachDashboardWidget.h b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistCoachDashboardWidget.h
index 8fba164..721452c 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistCoachDashboardWidget.h
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistCoachDashboardWidget.h
@@ -481,6 +481,15 @@ protected:
 	UPROPERTY(Transient)
 	TObjectPtr<UTextBlock> CoachHandoffStatusTextBlock = nullptr;
 
+	UPROPERTY(Transient)
+	TObjectPtr<UTextBlock> CoachHandoffRecommendationHeaderTextBlock = nullptr;
+
+	UPROPERTY(Transient)
+	TObjectPtr<UTextBlock> CoachHandoffRecommendationStatusTextBlock = nullptr;
+
+	UPROPERTY(Transient)
+	TObjectPtr<UTextBlock> CoachHandoffRecommendationDetailTextBlock = nullptr;
+
 	UPROPERTY(Transient)
 	TObjectPtr<UTextBlock> GuidanceReviewHeaderTextBlock = nullptr;