diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
index 1b50d58..b2d9135 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
@@ -39,6 +39,55 @@ namespace HyperTwistCoachDashboardWidgetInternal
 		return TEXT("Unknown");
 	}
 
+	bool IsDashboardHandoffGuidanceSource(const FString& SourceLabel)
+	{
+		return SourceLabel.StartsWith(TEXT("coach-memory-dashboard-"));
+	}
+
+	bool IsQueueRecoveryMemorySource(const FString& SourceLabel)
+	{
+		return SourceLabel.StartsWith(TEXT("coach-memory-queue-"))
+			|| IsDashboardHandoffGuidanceSource(SourceLabel);
+	}
+
+	FString DescribeCoachMemorySourceLabel(const FString& SourceLabel)
+	{
+		if (SourceLabel == TEXT("coach-memory-dashboard-follow-up"))
+		{
+			return TEXT("accepted follow-up handoff history");
+		}
+		if (SourceLabel == TEXT("coach-memory-dashboard-recommended"))
+		{
+			return TEXT("accepted recommended handoff history");
+		}
+		if (SourceLabel == TEXT("coach-memory-queue-follow-up"))
+		{
+			return TEXT("queue follow-up recovery memory");
+		}
+		if (SourceLabel == TEXT("coach-memory-queue-recommended"))
+		{
+			return TEXT("queue recommended recovery memory");
+		}
+		if (SourceLabel == TEXT("dashboard-handoff-queued"))
+		{
+			return TEXT("accepted queued dashboard handoff");
+		}
+		if (SourceLabel == TEXT("queue-history-promote-pressure"))
+		{
+			return TEXT("queue promote-pressure history");
+		}
+		if (SourceLabel == TEXT("queue-history-launch-pressure"))
+		{
+			return TEXT("queue launch-pressure history");
+		}
+		if (SourceLabel == TEXT("queue-history-balanced-pressure"))
+		{
+			return TEXT("balanced queue-recovery history");
+		}
+
+		return SourceLabel.IsEmpty() ? TEXT("n/a") : SourceLabel;
+	}
+
 	UTextBlock* AddTextRow(
 		UWidgetTree* WidgetTree,
 		UVerticalBox* Parent,
@@ -333,7 +382,8 @@ bool UHyperTwistCoachDashboardWidget::ApplyQueueRecoveryPosture()
 
 	const FString DeferredEntryId = FindFirstDeferredQueueEntryId();
 	const bool bQueueRecoveryMemorySource =
-		CachedCoachPanelState.PreferredGuidanceSourceLabel.StartsWith(TEXT("coach-memory-queue-"));
+		HyperTwistCoachDashboardWidgetInternal::IsQueueRecoveryMemorySource(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel);
 	const bool bPrefersFollowUp =
 		CachedCoachPanelState.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp;
 	const bool bPrefersRecommended =
@@ -4301,6 +4351,12 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		HyperTwistCoachDashboardWidgetInternal::DeriveClosureRecoveryDashboardBias(
 			ClosureRecoveryHistoryEntries
 		);
+	const FString HandoffMemorySourceLabel =
+		HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel);
+	const bool bDashboardHandoffMemorySource =
+		HyperTwistCoachDashboardWidgetInternal::IsDashboardHandoffGuidanceSource(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel);
 	const bool bQueueLooksFollowUpOrRecovery =
 		CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("follow-up"))
 		|| CachedCoachPanelState.NextQueueSourceLabel.Contains(TEXT("queue-recovery"))
@@ -4402,7 +4458,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		}
 
 		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"),
+			TEXT("Closure continuation bias %d | Closure suppression bias %d | Queue ready: %s | Follow-up ready: %s | Recommended ready: %s | Preferred lane: %s | Memory source: %s%s"),
 			HandoffClosureBias.ContinuationBias,
 			HandoffClosureBias.SuppressionBias,
 			CachedCoachPanelState.bCanStartQueuedRun ? TEXT("yes") : TEXT("no"),
@@ -4415,7 +4471,11 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 				: (CachedCoachPanelState.PreferredGuidanceLane
 					== EHyperTwistTrainingCoachGuidanceLane::Recommended
 					? TEXT("recommended")
-					: TEXT("none"))
+					: TEXT("none")),
+			*HandoffMemorySourceLabel,
+			bDashboardHandoffMemorySource
+				? TEXT(" | Accepted dashboard handoffs are actively reinforcing this recommendation.")
+				: TEXT("")
 		);
 	}
 	FString QueuedRunLabel = CachedCoachPanelState.NextQueueSourceLabel.IsEmpty()
@@ -4524,7 +4584,8 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			? TEXT("closure-history + memory")
 		: (CachedCoachPanelState.PreferredGuidanceSourceLabel.IsEmpty()
 			? TEXT("availability fallback")
-			: CachedCoachPanelState.PreferredGuidanceSourceLabel));
+			: HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+				CachedCoachPanelState.PreferredGuidanceSourceLabel)));
 	const FString GuidancePreferenceStatusLine =
 		GuidanceLanePreference.IsStructurallyValid()
 		? FString::Printf(
@@ -4549,7 +4610,8 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 		)
 		: TEXT("Preference detail: build recommended or follow-up guidance to let the dashboard choose a next surfaced lane.");
 	const bool bQueueRecoveryMemorySource =
-		CachedCoachPanelState.PreferredGuidanceSourceLabel.StartsWith(TEXT("coach-memory-queue-"));
+		HyperTwistCoachDashboardWidgetInternal::IsQueueRecoveryMemorySource(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel);
 	const bool bQueueRecoveryFollowUp =
 		CachedCoachPanelState.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp;
 	const bool bQueueRecoveryRecommended =
@@ -4560,13 +4622,14 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			: (bQueueRecoveryRecommended
 				? TEXT("recommended")
 				: TEXT("none"));
-	const FString QueueRecoverySourceLabel = CachedCoachPanelState.PreferredGuidanceSourceLabel.IsEmpty()
-		? TEXT("n/a")
-		: CachedCoachPanelState.PreferredGuidanceSourceLabel;
+	const FString QueueRecoverySourceLabel =
+		HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel);
 	const FString QueueRecoveryActionSourceLabel =
 		CachedCoachPanelState.PreferredQueueRecoveryActionSourceLabel.IsEmpty()
 			? TEXT("n/a")
-			: CachedCoachPanelState.PreferredQueueRecoveryActionSourceLabel;
+			: HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+				CachedCoachPanelState.PreferredQueueRecoveryActionSourceLabel);
 	const FHyperTwistCoachDashboardQueueRecoveryWeighting QueueRecoveryWeighting = BuildQueueRecoveryWeighting();
 	const bool bCanLaunchQueueRecovery =
 		CachedCoachPanelState.bCanStartQueuedRun
@@ -4875,7 +4938,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	const FString GuidanceRationaleDetailLine =
 		ActivePreviewBrief != nullptr
 		? FString::Printf(
-			TEXT("Brief: %s | Action: %s | Deck: %s | Method: %s | Focus cases: %d | Review: %s | Cadence: %s | Variety: %s | Selected focus: %s | Matching signals: %d | Case signal: %s | Top signals: %s"),
+			TEXT("Brief: %s | Action: %s | Deck: %s | Method: %s | Focus cases: %d | Review: %s | Cadence: %s | Variety: %s | Guidance source: %s | Selected focus: %s | Matching signals: %d | Case signal: %s | Top signals: %s"),
 			ActivePreviewBrief->Headline.IsEmpty() ? TEXT("n/a") : *ActivePreviewBrief->Headline,
 			ActivePreviewBrief->PrimaryActionLabel.IsEmpty() ? TEXT("n/a") : *ActivePreviewBrief->PrimaryActionLabel,
 			ActivePreviewBrief->FocusDeckId.IsEmpty() ? TEXT("n/a") : *ActivePreviewBrief->FocusDeckId,
@@ -4884,6 +4947,8 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			ActivePreviewBrief->bNeedsCoachReview ? TEXT("yes") : TEXT("no"),
 			ActivePreviewBrief->bNeedsCadenceRecovery ? TEXT("yes") : TEXT("no"),
 			ActivePreviewBrief->bNeedsVarietyRotation ? TEXT("yes") : TEXT("no"),
+			*HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+				CachedCoachPanelState.PreferredGuidanceSourceLabel),
 			bSelectedPreviewCaseIsExplicitFocus ? TEXT("yes") : TEXT("no"),
 			SelectedPreviewCaseSignalCount,
 			*SelectedPreviewCaseSignalLine,
@@ -5901,9 +5966,8 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			? TEXT("yes")
 			: TEXT("no"),
 		*ClosureGuidanceLaneLabel,
-		CachedCoachPanelState.PreferredGuidanceSourceLabel.IsEmpty()
-			? TEXT("n/a")
-			: *CachedCoachPanelState.PreferredGuidanceSourceLabel,
+		*HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+			CachedCoachPanelState.PreferredGuidanceSourceLabel),
 		ClosureRecoverySignal != nullptr ? TEXT(" || Signal detail: ") : TEXT(""),
 		ClosureRecoverySignal != nullptr
 			? *ClosureRecoverySignal->Detail
@@ -5950,9 +6014,8 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 			SelectedClosureRecoveryEntry->bBorderlineFollowUpSuppressedByRecoveryHistory
 				? TEXT("yes")
 				: TEXT("no"),
-			SelectedClosureRecoveryEntry->PreferredGuidanceSourceLabel.IsEmpty()
-				? TEXT("n/a")
-				: *SelectedClosureRecoveryEntry->PreferredGuidanceSourceLabel,
+			*HyperTwistCoachDashboardWidgetInternal::DescribeCoachMemorySourceLabel(
+				SelectedClosureRecoveryEntry->PreferredGuidanceSourceLabel),
 			SelectedClosureRecoveryEntry->bActiveSignalPromoted ? TEXT("yes") : TEXT("no"),
 			SelectedClosureRecoveryEntry->ActiveSignalHeadline.IsEmpty()
 				? TEXT("n/a")
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index 0fe1a85..baea29e 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -18,6 +18,55 @@ namespace HyperTwistTrainingCoachLibraryInternal
 		return EHyperTwistTrainingCoachGuidanceLane::None;
 	}
 
+	bool IsDashboardHandoffGuidanceSource(const FString& SourceLabel)
+	{
+		return SourceLabel.StartsWith(TEXT("coach-memory-dashboard-"));
+	}
+
+	bool IsQueueRecoveryMemorySource(const FString& SourceLabel)
+	{
+		return SourceLabel.StartsWith(TEXT("coach-memory-queue-"))
+			|| IsDashboardHandoffGuidanceSource(SourceLabel);
+	}
+
+	FString DescribeCoachMemorySourceLabel(const FString& SourceLabel)
+	{
+		if (SourceLabel == TEXT("coach-memory-dashboard-follow-up"))
+		{
+			return TEXT("accepted follow-up handoff history");
+		}
+		if (SourceLabel == TEXT("coach-memory-dashboard-recommended"))
+		{
+			return TEXT("accepted recommended handoff history");
+		}
+		if (SourceLabel == TEXT("coach-memory-queue-follow-up"))
+		{
+			return TEXT("queue follow-up recovery memory");
+		}
+		if (SourceLabel == TEXT("coach-memory-queue-recommended"))
+		{
+			return TEXT("queue recommended recovery memory");
+		}
+		if (SourceLabel == TEXT("dashboard-handoff-queued"))
+		{
+			return TEXT("accepted queued dashboard handoff");
+		}
+		if (SourceLabel == TEXT("queue-history-promote-pressure"))
+		{
+			return TEXT("queue promote-pressure history");
+		}
+		if (SourceLabel == TEXT("queue-history-launch-pressure"))
+		{
+			return TEXT("queue launch-pressure history");
+		}
+		if (SourceLabel == TEXT("queue-history-balanced-pressure"))
+		{
+			return TEXT("balanced queue-recovery history");
+		}
+
+		return SourceLabel.IsEmpty() ? TEXT("none") : SourceLabel;
+	}
+
 	float ResolvePreferredGuidanceLanePressure(
 		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
 	{
@@ -531,13 +580,18 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		const bool bBlockedFollowUp = CoachMemorySnapshot.bHasBlockedFollowUpScheduleFriction;
 		const bool bRepeatManualReschedule = CoachMemorySnapshot.bHasRepeatManualScheduleFriction;
 		const bool bQueueRecoverySource =
-			CoachMemorySnapshot.PreferredGuidanceSourceLabel.StartsWith(TEXT("coach-memory-queue-"));
+			HyperTwistTrainingCoachLibraryInternal::IsQueueRecoveryMemorySource(
+				CoachMemorySnapshot.PreferredGuidanceSourceLabel);
 		const bool bQueueRecoveryFollowUp =
 			bQueueRecoverySource
 			&& CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp;
 		const bool bQueueRecoveryRecommended =
 			bQueueRecoverySource
 			&& CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::Recommended;
+		const bool bDashboardFollowUpRecovery =
+			CoachMemorySnapshot.PreferredGuidanceSourceLabel == TEXT("coach-memory-dashboard-follow-up");
+		const bool bDashboardRecommendedRecovery =
+			CoachMemorySnapshot.PreferredGuidanceSourceLabel == TEXT("coach-memory-dashboard-recommended");
 		const bool bPromoteQueueRecovery =
 			CoachMemorySnapshot.PreferredQueueRecoveryAction
 			== EHyperTwistTrainingQueueRecoveryAction::PromoteDeferred;
@@ -550,33 +604,61 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 			+ (bBlockedFollowUp ? 6.0f : 0.0f)
 			+ (bRepeatManualReschedule ? 5.0f : 0.0f)
 			+ (CoachMemorySnapshot.bHasQueueExecutionCompletionGap ? 4.0f : 0.0f)
-			+ (bQueueRecoverySource ? 2.0f : 0.0f);
+			+ (bQueueRecoverySource ? 2.0f : 0.0f)
+			+ ((bDashboardFollowUpRecovery || bDashboardRecommendedRecovery) ? 2.0f : 0.0f);
 
 		const EHyperTwistCoachFocusLane FocusLane = bArchiveAware
 			? EHyperTwistCoachFocusLane::Stability
 			: EHyperTwistCoachFocusLane::Cadence;
-		const FString Headline = bQueueRecoveryFollowUp
-			? (bPromoteQueueRecovery
+		FString Headline;
+		if (bDashboardFollowUpRecovery)
+		{
+			Headline = bPromoteQueueRecovery
+				? TEXT("Accepted follow-up handoffs keep the deferred follow-up lane active")
+				: TEXT("Accepted follow-up handoffs favor recovering the follow-up lane next");
+		}
+		else if (bDashboardRecommendedRecovery)
+		{
+			Headline = bPromoteQueueRecovery
+				? TEXT("Accepted recommended handoffs keep the deferred recommended lane active")
+				: TEXT("Accepted recommended handoffs favor restoring the recommended lane next");
+		}
+		else if (bQueueRecoveryFollowUp)
+		{
+			Headline = bPromoteQueueRecovery
 				? TEXT("Promote the deferred follow-up lane back into active queue flow")
-				: TEXT("Recover the deferred follow-up lane before the queue drifts further"))
-			: (bQueueRecoveryRecommended
-				? (bPromoteQueueRecovery
-					? TEXT("Promote the deferred recommended lane back into the active queue")
-					: TEXT("Recover the deferred recommended lane and restore queue cadence"))
-				: (bBlockedFollowUp
-					? (bPromoteQueueRecovery
-						? TEXT("Promote deferred work to relieve follow-up scheduling friction")
-						: TEXT("Follow-up scheduling friction is stalling the queue"))
-					: (bArchiveAware
-						? TEXT("Archive-aware scheduling friction needs cleanup")
-						: (bLaunchQueueRecovery
-							? TEXT("Launch recovery work to restore coaching queue cadence")
-							: TEXT("Coaching queue scheduling needs intervention")))));
+				: TEXT("Recover the deferred follow-up lane before the queue drifts further");
+		}
+		else if (bQueueRecoveryRecommended)
+		{
+			Headline = bPromoteQueueRecovery
+				? TEXT("Promote the deferred recommended lane back into the active queue")
+				: TEXT("Recover the deferred recommended lane and restore queue cadence");
+		}
+		else if (bBlockedFollowUp)
+		{
+			Headline = bPromoteQueueRecovery
+				? TEXT("Promote deferred work to relieve follow-up scheduling friction")
+				: TEXT("Follow-up scheduling friction is stalling the queue");
+		}
+		else if (bArchiveAware)
+		{
+			Headline = TEXT("Archive-aware scheduling friction needs cleanup");
+		}
+		else if (bLaunchQueueRecovery)
+		{
+			Headline = TEXT("Launch recovery work to restore coaching queue cadence");
+		}
+		else
+		{
+			Headline = TEXT("Coaching queue scheduling needs intervention");
+		}
 		const FString DeferralReasonLabel = !CoachMemorySnapshot.DominantScheduleDeferralReasonLabel.IsEmpty()
 			? CoachMemorySnapshot.DominantScheduleDeferralReasonLabel
 			: TEXT("none");
 		const FString RecoverySourceLabel = bQueueRecoverySource
-			? CoachMemorySnapshot.PreferredGuidanceSourceLabel
+			? HyperTwistTrainingCoachLibraryInternal::DescribeCoachMemorySourceLabel(
+				CoachMemorySnapshot.PreferredGuidanceSourceLabel)
 			: TEXT("none");
 		const FString RecoveryActionLabel =
 			CoachMemorySnapshot.PreferredQueueRecoveryAction == EHyperTwistTrainingQueueRecoveryAction::PromoteDeferred
@@ -588,7 +670,8 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		const FString RecoveryActionSourceLabel =
 			CoachMemorySnapshot.PreferredQueueRecoveryActionSourceLabel.IsEmpty()
 				? TEXT("none")
-				: CoachMemorySnapshot.PreferredQueueRecoveryActionSourceLabel;
+				: HyperTwistTrainingCoachLibraryInternal::DescribeCoachMemorySourceLabel(
+					CoachMemorySnapshot.PreferredQueueRecoveryActionSourceLabel);
 		const FString SignalId = bQueueRecoveryFollowUp
 			? (bPromoteQueueRecovery
 				? TEXT("schedule_friction_follow_up_promote_recovery")
@@ -1556,7 +1639,8 @@ FHyperTwistCoachSignal UHyperTwistTrainingCoachLibrary::DeriveClosureRecoveryHis
 		CoachMemorySnapshot.FollowUpReadyCoachSequenceCount,
 		CoachMemorySnapshot.PreferredGuidanceSourceLabel.IsEmpty()
 			? TEXT("n/a")
-			: *CoachMemorySnapshot.PreferredGuidanceSourceLabel
+			: *HyperTwistTrainingCoachLibraryInternal::DescribeCoachMemorySourceLabel(
+				CoachMemorySnapshot.PreferredGuidanceSourceLabel)
 	);
 	const EHyperTwistTrainingDeliveryMode SuggestedMode = bHistoryPrefersFollowUp
 		? EHyperTwistTrainingDeliveryMode::CoachReviewed