diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistBootstrap/HyperTwistContractLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistBootstrap/HyperTwistContractLibrary.cpp
index e7efc77..4015ee7 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistBootstrap/HyperTwistContractLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistBootstrap/HyperTwistContractLibrary.cpp
@@ -1489,6 +1489,7 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistContractLibrary::MakeSampleTraini
 	return UHyperTwistTrainingCoachLibrary::DeriveCoachSessionQueueSummary(
 		MakeSampleTrainingCoachBrief(),
 		MakeSampleTrainingCoachFollowUpBrief(),
+		MakeSampleTrainingCoachMemorySnapshot(),
 		MakeSampleTrainingCoachArchivePolicySummary(),
 		MakeSampleTrainingReviewProgramSummary()
 	);
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index 9816d1d..17e7ba5 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -2,6 +2,65 @@
 
 namespace HyperTwistTrainingCoachLibraryInternal
 {
+	EHyperTwistTrainingCoachGuidanceLane GuidanceLaneFromSourceLabel(const FString& SourceLabel)
+	{
+		if (SourceLabel == TEXT("primary-brief"))
+		{
+			return EHyperTwistTrainingCoachGuidanceLane::Recommended;
+		}
+		if (SourceLabel == TEXT("follow-up-brief"))
+		{
+			return EHyperTwistTrainingCoachGuidanceLane::FollowUp;
+		}
+
+		return EHyperTwistTrainingCoachGuidanceLane::None;
+	}
+
+	float ResolvePreferredGuidanceQueueBias(
+		const FString& SourceLabel,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
+		const bool bHasCompetingGuidanceEntry)
+	{
+		if (CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None)
+		{
+			return 0.0f;
+		}
+
+		const EHyperTwistTrainingCoachGuidanceLane EntryLane = GuidanceLaneFromSourceLabel(SourceLabel);
+		if (EntryLane == EHyperTwistTrainingCoachGuidanceLane::None)
+		{
+			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);
+		if (EntryLane == CoachMemorySnapshot.PreferredGuidanceLane)
+		{
+			return ClampedBoost;
+		}
+
+		return bHasCompetingGuidanceEntry
+			? -FMath::Clamp(ClampedBoost * 0.5f, 0.0f, 4.0f)
+			: 0.0f;
+	}
+
 	EHyperTwistCoachPriority PriorityFromScore(const float Score)
 	{
 		if (Score >= 85.0f)
@@ -630,6 +689,7 @@ FHyperTwistCoachBrief UHyperTwistTrainingCoachLibrary::DeriveCoachFollowUpBrief(
 FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoachSessionQueueSummary(
 	const FHyperTwistCoachBrief& CurrentBrief,
 	const FHyperTwistCoachBrief& FollowUpBrief,
+	const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
 	const FHyperTwistTrainingCoachArchivePolicySummary& ArchivePolicySummary,
 	const FHyperTwistTrainingReviewProgramSummary& ReviewProgramSummary)
 {
@@ -653,8 +713,10 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
 		: (!CurrentBrief.FocusMethodSegmentId.IsEmpty()
 			? CurrentBrief.FocusMethodSegmentId
 			: ArchivePolicySummary.FocusMethodSegmentId);
+	const bool bHasCompetingGuidanceEntry =
+		FollowUpBrief.UserId == Summary.UserId && FollowUpBrief.FocusCaseIds.Num() > 0;
 
-	auto AddBriefEntry = [&Summary](
+	auto AddBriefEntry = [&Summary, &CoachMemorySnapshot, bHasCompetingGuidanceEntry](
 		const FString& EntryId,
 		const FString& SourceLabel,
 		const FHyperTwistCoachBrief& Brief,
@@ -679,6 +741,16 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
 		Entry.FocusCaseIds = Brief.FocusCaseIds;
 		Entry.bRequiresFollowUp = bRequiresFollowUp;
 		Entry.bRequiresArchiveRetentionTuning = bRequiresArchiveRetentionTuning;
+		Entry.PriorityScore = FMath::Clamp(
+			Entry.PriorityScore + HyperTwistTrainingCoachLibraryInternal::ResolvePreferredGuidanceQueueBias(
+				SourceLabel,
+				CoachMemorySnapshot,
+				bHasCompetingGuidanceEntry
+			),
+			0.0f,
+			100.0f
+		);
+		Entry.Priority = HyperTwistTrainingCoachLibraryInternal::PriorityFromScore(Entry.PriorityScore);
 		Summary.Entries.Add(Entry);
 	};
 
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
index 30cf73d..b6f9787 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
@@ -2135,6 +2135,7 @@ void UHyperTwistTrainingSubsystem::RefreshRepositoryViews()
 	ActiveCoachSessionQueueSummary = UHyperTwistTrainingCoachLibrary::DeriveCoachSessionQueueSummary(
 		ActiveCoachBrief,
 		ActiveCoachFollowUpBrief,
+		ActiveCoachMemorySnapshot,
 		ActiveCoachArchivePolicySummary,
 		ActiveReviewProgramSummary
 	);
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingCoachLibrary.h b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingCoachLibrary.h
index 6f96825..be86d88 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingCoachLibrary.h
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingCoachLibrary.h
@@ -432,6 +432,7 @@ public:
 	static FHyperTwistCoachSessionQueueSummary DeriveCoachSessionQueueSummary(
 		const FHyperTwistCoachBrief& CurrentBrief,
 		const FHyperTwistCoachBrief& FollowUpBrief,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
 		const FHyperTwistTrainingCoachArchivePolicySummary& ArchivePolicySummary,
 		const FHyperTwistTrainingReviewProgramSummary& ReviewProgramSummary
 	);