diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index adbe0b6..812eb91 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -75,6 +75,62 @@ namespace HyperTwistTrainingCoachLibraryInternal
 			: 0.0f;
 	}
 
+	float ResolveArchiveCompetitionQueueBias(
+		const FString& SourceLabel,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
+		const FHyperTwistTrainingCoachArchivePolicySummary& ArchivePolicySummary,
+		const bool bHasFollowUpEntry,
+		const bool bHasArchiveEntry)
+	{
+		if (!bHasFollowUpEntry
+			|| !bHasArchiveEntry
+			|| CoachMemorySnapshot.PreferredGuidanceLane != EHyperTwistTrainingCoachGuidanceLane::FollowUp)
+		{
+			return 0.0f;
+		}
+
+		const float FollowUpPressure = FMath::Clamp(
+			ResolvePreferredGuidanceLanePressure(CoachMemorySnapshot),
+			0.0f,
+			10.0f
+		);
+		const float ArchiveResistance = FMath::Clamp(
+			(ArchivePolicySummary.bNeedsArchiveRetentionTuning ? 2.0f : 0.0f)
+			+ (ArchivePolicySummary.bHasActiveArchivePressure ? 1.5f : 0.0f)
+			+ (static_cast<float>(ArchivePolicySummary.ReopenRiskArchivedCaseCount) * 0.35f)
+			+ (static_cast<float>(ArchivePolicySummary.EscalationRetainedCaseCount) * 0.2f)
+			+ FMath::Clamp(ArchivePolicySummary.ArchiveRetentionTuningScore * 0.08f, 0.0f, 4.0f),
+			0.0f,
+			8.0f
+		);
+
+		const float FollowUpBoost = FMath::Clamp(
+			(FollowUpPressure * 0.55f)
+			+ (CoachMemorySnapshot.bHasBlockedFollowUpScheduleFriction ? 1.0f : 0.0f)
+			- (ArchiveResistance * 0.2f),
+			0.0f,
+			5.0f
+		);
+		const float ArchivePenalty = FMath::Clamp(
+			(FollowUpPressure * 0.4f)
+			+ (CoachMemorySnapshot.bHasBlockedFollowUpScheduleFriction ? 1.25f : 0.0f)
+			- (ArchiveResistance * 0.3f),
+			0.0f,
+			4.0f
+		);
+
+		if (SourceLabel == TEXT("follow-up-brief"))
+		{
+			return FollowUpBoost;
+		}
+		if (SourceLabel == TEXT("archive-policy"))
+		{
+			return -ArchivePenalty;
+		}
+
+		return 0.0f;
+	}
+
 	float ResolvePreferredGuidanceSignalBias(
 		const EHyperTwistTrainingCoachGuidanceLane SignalLane,
 		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
@@ -849,10 +905,22 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
 		: (!CurrentBrief.FocusMethodSegmentId.IsEmpty()
 			? CurrentBrief.FocusMethodSegmentId
 			: ArchivePolicySummary.FocusMethodSegmentId);
-	const bool bHasCompetingGuidanceEntry =
+	const bool bHasFollowUpEntry =
 		FollowUpBrief.UserId == Summary.UserId && FollowUpBrief.FocusCaseIds.Num() > 0;
+	const bool bHasCompetingGuidanceEntry = bHasFollowUpEntry;
+	const bool bHasArchiveEntry =
+		ArchivePolicySummary.IsStructurallyValid()
+		&& (ArchivePolicySummary.bNeedsArchiveRetentionTuning
+			|| ArchivePolicySummary.RetainedCarryForwardCaseCount > 0);
 
-	auto AddBriefEntry = [&Summary, &CoachMemorySnapshot, bHasCompetingGuidanceEntry](
+	auto AddBriefEntry = [
+		&Summary,
+		&CoachMemorySnapshot,
+		&ArchivePolicySummary,
+		bHasCompetingGuidanceEntry,
+		bHasFollowUpEntry,
+		bHasArchiveEntry
+	](
 		const FString& EntryId,
 		const FString& SourceLabel,
 		const FHyperTwistCoachBrief& Brief,
@@ -877,12 +945,21 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
 		Entry.FocusCaseIds = Brief.FocusCaseIds;
 		Entry.bRequiresFollowUp = bRequiresFollowUp;
 		Entry.bRequiresArchiveRetentionTuning = bRequiresArchiveRetentionTuning;
-		Entry.PriorityScore = FMath::Clamp(
-			Entry.PriorityScore + HyperTwistTrainingCoachLibraryInternal::ResolvePreferredGuidanceQueueBias(
+		const float GuidanceBias = HyperTwistTrainingCoachLibraryInternal::ResolvePreferredGuidanceQueueBias(
+			SourceLabel,
+			CoachMemorySnapshot,
+			bHasCompetingGuidanceEntry
+		);
+		const float ArchiveCompetitionBias =
+			HyperTwistTrainingCoachLibraryInternal::ResolveArchiveCompetitionQueueBias(
 				SourceLabel,
 				CoachMemorySnapshot,
-				bHasCompetingGuidanceEntry
-			),
+				ArchivePolicySummary,
+				bHasFollowUpEntry,
+				bHasArchiveEntry
+			);
+		Entry.PriorityScore = FMath::Clamp(
+			Entry.PriorityScore + GuidanceBias + ArchiveCompetitionBias,
 			0.0f,
 			100.0f
 		);
@@ -909,9 +986,7 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
 		);
 	}
 
-	if (ArchivePolicySummary.IsStructurallyValid()
-		&& (ArchivePolicySummary.bNeedsArchiveRetentionTuning
-			|| ArchivePolicySummary.RetainedCarryForwardCaseCount > 0))
+	if (bHasArchiveEntry)
 	{
 		FHyperTwistCoachBrief ArchiveBrief;
 		ArchiveBrief.UserId = Summary.UserId;