diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index 17e7ba5..adbe0b6 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -2,6 +2,8 @@
 
 namespace HyperTwistTrainingCoachLibraryInternal
 {
+	EHyperTwistCoachPriority PriorityFromScore(const float Score);
+
 	EHyperTwistTrainingCoachGuidanceLane GuidanceLaneFromSourceLabel(const FString& SourceLabel)
 	{
 		if (SourceLabel == TEXT("primary-brief"))
@@ -16,6 +18,36 @@ namespace HyperTwistTrainingCoachLibraryInternal
 		return EHyperTwistTrainingCoachGuidanceLane::None;
 	}
 
+	float ResolvePreferredGuidanceLanePressure(
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
+	{
+		if (CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None)
+		{
+			return 0.0f;
+		}
+
+		if (CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp)
+		{
+			return FMath::Clamp(
+				4.0f
+				+ static_cast<float>(CoachMemorySnapshot.FollowUpGuidanceContinueBias)
+				+ (static_cast<float>(CoachMemorySnapshot.FollowUpReadyCoachSequenceCount) * 1.5f)
+				+ (static_cast<float>(CoachMemorySnapshot.ScheduleBlockedFollowUpEventCount) * 2.0f),
+				0.0f,
+				12.0f
+			);
+		}
+
+		return FMath::Clamp(
+			4.0f
+			+ static_cast<float>(CoachMemorySnapshot.RecommendedGuidanceContinueBias)
+			+ (static_cast<float>(CoachMemorySnapshot.RepeatRecommendationSequenceCount) * 1.5f)
+			+ (CoachMemorySnapshot.bHasRepeatRecommendationPressure ? 4.0f : 0.0f),
+			0.0f,
+			12.0f
+		);
+	}
+
 	float ResolvePreferredGuidanceQueueBias(
 		const FString& SourceLabel,
 		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
@@ -32,25 +64,7 @@ namespace HyperTwistTrainingCoachLibraryInternal
 			return 0.0f;
 		}
 
-		float LanePressure = 0.0f;
-		if (CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp)
-		{
-			LanePressure =
-				4.0f
-				+ static_cast<float>(CoachMemorySnapshot.FollowUpGuidanceContinueBias)
-				+ (static_cast<float>(CoachMemorySnapshot.FollowUpReadyCoachSequenceCount) * 1.5f)
-				+ (static_cast<float>(CoachMemorySnapshot.ScheduleBlockedFollowUpEventCount) * 2.0f);
-		}
-		else
-		{
-			LanePressure =
-				4.0f
-				+ static_cast<float>(CoachMemorySnapshot.RecommendedGuidanceContinueBias)
-				+ (static_cast<float>(CoachMemorySnapshot.RepeatRecommendationSequenceCount) * 1.5f)
-				+ (CoachMemorySnapshot.bHasRepeatRecommendationPressure ? 4.0f : 0.0f);
-		}
-
-		const float ClampedBoost = FMath::Clamp(LanePressure, 0.0f, 12.0f);
+		const float ClampedBoost = ResolvePreferredGuidanceLanePressure(CoachMemorySnapshot);
 		if (EntryLane == CoachMemorySnapshot.PreferredGuidanceLane)
 		{
 			return ClampedBoost;
@@ -61,6 +75,53 @@ namespace HyperTwistTrainingCoachLibraryInternal
 			: 0.0f;
 	}
 
+	float ResolvePreferredGuidanceSignalBias(
+		const EHyperTwistTrainingCoachGuidanceLane SignalLane,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
+		const bool bHasCompetingGuidancePressure)
+	{
+		if (CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None
+			|| SignalLane == EHyperTwistTrainingCoachGuidanceLane::None)
+		{
+			return 0.0f;
+		}
+
+		const float ClampedBoost = FMath::Clamp(
+			ResolvePreferredGuidanceLanePressure(CoachMemorySnapshot),
+			0.0f,
+			8.0f
+		);
+		if (SignalLane == CoachMemorySnapshot.PreferredGuidanceLane)
+		{
+			return ClampedBoost;
+		}
+
+		return bHasCompetingGuidancePressure
+			? -FMath::Clamp(ClampedBoost * 0.35f, 0.0f, 3.0f)
+			: 0.0f;
+	}
+
+	void ApplyGuidancePreferenceToSignal(
+		FHyperTwistCoachSignal& Signal,
+		const EHyperTwistTrainingCoachGuidanceLane SignalLane,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
+		const bool bHasCompetingGuidancePressure)
+	{
+		const float ScoreBias = ResolvePreferredGuidanceSignalBias(
+			SignalLane,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
+		if (FMath::IsNearlyZero(ScoreBias))
+		{
+			return;
+		}
+
+		Signal.Score = FMath::Clamp(Signal.Score + ScoreBias, 0.0f, 100.0f);
+		Signal.Priority = PriorityFromScore(Signal.Score);
+		Signal.bNeedsImmediateAttention = Signal.Priority == EHyperTwistCoachPriority::Critical;
+	}
+
 	EHyperTwistCoachPriority PriorityFromScore(const float Score)
 	{
 		if (Score >= 85.0f)
@@ -118,6 +179,19 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 	const FHyperTwistRecognitionReplaySummary& RecognitionReplaySummary)
 {
 	TArray<FHyperTwistCoachSignal> Signals;
+	const bool bHasRecommendedGuidancePressure =
+		CoachMemorySnapshot.bHasRepeatRecommendationPressure
+		|| CoachMemorySnapshot.RepeatRecommendationSequenceCount > 0
+		|| CoachMemorySnapshot.RecommendedGuidanceContinueBias > 0
+		|| CoachMemorySnapshot.RecurringCoachCaseIds.Num() > 0;
+	const bool bHasFollowUpGuidancePressure =
+		CoachMemorySnapshot.FollowUpReadyCoachSequenceCount > 0
+		|| CoachMemorySnapshot.ScheduleBlockedFollowUpEventCount > 0
+		|| CoachMemorySnapshot.FollowUpGuidanceContinueBias > 0
+		|| CoachMemorySnapshot.EscalatedCoachSequenceCount > 0
+		|| CoachMemorySnapshot.EscalationCaseIds.Num() > 0;
+	const bool bHasCompetingGuidancePressure =
+		bHasRecommendedGuidancePressure && bHasFollowUpGuidancePressure;
 
 	if (CoachMemorySnapshot.EscalatedCoachSequenceCount > 0
 		|| CoachMemorySnapshot.EscalationCaseIds.Num() > 0)
@@ -142,6 +216,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.EscalationCaseIds.Num() > 0
 			? CoachMemorySnapshot.EscalationCaseIds
 			: CoachMemorySnapshot.PersistentCoachWeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::FollowUp,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -168,6 +248,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.PinnedCarryForwardCaseIds.Num() > 0
 			? CoachMemorySnapshot.PinnedCarryForwardCaseIds
 			: CoachMemorySnapshot.RecurringCoachCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -245,6 +331,14 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.SchedulePressureCaseIds.Num() > 0
 			? CoachMemorySnapshot.SchedulePressureCaseIds
 			: CoachMemorySnapshot.WeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			bBlockedFollowUp
+				? EHyperTwistTrainingCoachGuidanceLane::FollowUp
+				: EHyperTwistTrainingCoachGuidanceLane::None,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -276,6 +370,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.OverdueCaseIds.Num() > 0
 			? CoachMemorySnapshot.OverdueCaseIds
 			: CoachMemorySnapshot.DueCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::FollowUp,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -296,6 +396,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedDeckId = CoachMemorySnapshot.FocusDeckId;
 		Signal.SuggestedMethodSegmentId = CoachMemorySnapshot.FocusMethodSegmentId;
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.WeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -320,6 +426,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		{
 			Signal.SuggestedMethodSegmentId = CoachMemorySnapshot.RecoveryMethodSegmentIds[0];
 		}
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -351,6 +463,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 		Signal.SuggestedDeckId = CoachMemorySnapshot.FocusDeckId;
 		Signal.SuggestedMethodSegmentId = CoachMemorySnapshot.FocusMethodSegmentId;
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.WeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -378,6 +496,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 			EHyperTwistTrainingSelectionPolicy::Weighted);
 		Signal.SuggestedDeckId = SessionSummary.DeckId;
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.WeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -404,6 +528,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 			EHyperTwistTrainingSelectionPolicy::Weighted);
 		Signal.SuggestedDeckId = SessionSummary.DeckId;
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.WeakCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}
 
@@ -428,6 +558,12 @@ TArray<FHyperTwistCoachSignal> UHyperTwistTrainingCoachLibrary::DeriveCoachSigna
 			EHyperTwistTrainingSelectionPolicy::Spaced);
 		Signal.SuggestedDeckId = SessionSummary.DeckId;
 		Signal.SuggestedCaseIds = CoachMemorySnapshot.DueCaseIds;
+		HyperTwistTrainingCoachLibraryInternal::ApplyGuidancePreferenceToSignal(
+			Signal,
+			EHyperTwistTrainingCoachGuidanceLane::Recommended,
+			CoachMemorySnapshot,
+			bHasCompetingGuidancePressure
+		);
 		Signals.Add(Signal);
 	}