diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index e79fc2f..c330876 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -371,6 +371,8 @@ namespace HyperTwistTrainingCoachLibraryInternal
 				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
+			|| SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel == TEXT("coach-memory-aligned-follow-up-packet-structure-tight-follow-up")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-tight-"))
 			|| SourceLabel.StartsWith(
@@ -423,6 +425,8 @@ namespace HyperTwistTrainingCoachLibraryInternal
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
+			|| SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel
 				== TEXT("coach-memory-aligned-follow-up-packet-structure-broad-recommended")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
@@ -487,6 +491,11 @@ namespace HyperTwistTrainingCoachLibraryInternal
 		}
 		if (IsAlignedTightFollowUpGuidanceSourceLabel(SourceLabel))
 		{
+			if (SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				return TEXT("higher-order reliable exact accepted aligned tight follow-up-packet branch completion dependability outcome reliability outcome acceptance outcome reliability outcome reliability outcome completion outcome completion reliability outcome completion history");
+			}
 			if (SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
 			{
@@ -645,6 +654,11 @@ namespace HyperTwistTrainingCoachLibraryInternal
 		}
 		if (IsAlignedBroadRecommendedGuidanceSourceLabel(SourceLabel))
 		{
+			if (SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				return TEXT("higher-order reliable exact accepted aligned broad recommended-packet branch completion dependability outcome reliability outcome acceptance outcome reliability outcome reliability outcome completion outcome completion reliability outcome completion history");
+			}
 			if (SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
 			{
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
index 27b1f39..b42e99e 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
@@ -498,6 +498,8 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
+			|| SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-tight-"))
 			|| SourceLabel.StartsWith(
 				TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-tight-"))
@@ -546,6 +548,8 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
+			|| SourceLabel
+				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
 			|| SourceLabel.StartsWith(
 				TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-broad-"))
@@ -1753,6 +1757,18 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
 			QueueExecutionSummary
 				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		if (MethodDrillRecoveryStartedCount > 0)
 		{
 			Snapshot.MethodDrillRecoveryHistoryCount += MethodDrillRecoveryStartedCount;
@@ -2132,6 +2148,28 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				/ static_cast<float>(
 					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
 		}
+		if (AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
+		if (AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
 		const bool bStrongMethodDrillRecoveryHistory =
 			MethodDrillRecoveryStartedCount >= 2
 			&& MethodDrillRecoveryCompletedCount >= MethodDrillRecoveryOutstandingCount
@@ -12214,6 +12252,46 @@ FHyperTwistTrainingCoachMemorySnapshot UHyperTwistTrainingRepositoryLibrary::Der
 						1,
 						14)
 					: 0;
+			const int32 HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal =
+				(Snapshot
+						 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 88.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 100.0f
+								? 1
+								: 0),
+						1,
+						15)
+					: 0;
+			const int32 HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal =
+				(Snapshot
+						 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 86.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 100.0f
+								? 1
+								: 0),
+						1,
+						15)
+					: 0;
 			if (AcceptedAlignedTightPacketOutcomeTrustSignal
 				> AcceptedAlignedBroadPacketOutcomeTrustSignal)
 			{
@@ -13790,6 +13868,118 @@ FHyperTwistTrainingCoachMemorySnapshot UHyperTwistTrainingRepositoryLibrary::Der
 						TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable");
 				}
 			}
+			if (HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal
+				> HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal)
+			{
+				Snapshot.FollowUpGuidanceContinueBias +=
+					HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal;
+				Snapshot.SuppressedPrimaryQueuePressureCount += FMath::Max(
+					1,
+					HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal - 1);
+				ExplicitFollowUpHandoffSignal = FMath::Clamp(
+					ExplicitFollowUpHandoffSignal
+						+ (HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal * 2),
+					0,
+					6);
+				if (QueueExecutionSummary.bHasOutstandingDeferredWork
+					|| QueueExecutionSummary.StartedQueuedHandoffEventCount > 0)
+				{
+					ExplicitQueuedHandoffSignal = FMath::Clamp(
+						ExplicitQueuedHandoffSignal
+							+ FMath::Min(2, HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal),
+						0,
+						5);
+				}
+				if (Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None
+					|| Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::Recommended
+					|| Snapshot.PreferredGuidanceSourceLabel.StartsWith(TEXT("recommendation-history"))
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeTrustSource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedBroadRecommendedPacketOutcomeAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedBroadRecommendedPacketExactAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedBroadRecommendedPacketExactOutcomeHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedBroadRecommendedPacketExactOutcomeAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedBroadRecommendedPacketExactOutcomeReliableHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel))
+				{
+					Snapshot.PreferredGuidanceLane =
+						EHyperTwistTrainingCoachGuidanceLane::FollowUp;
+					Snapshot.PreferredGuidanceSourceLabel =
+						TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable");
+				}
+				if (Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::None
+					|| Snapshot.PreferredCoachHandoffKind
+						== EHyperTwistTrainingCoachHandoffKind::Recommended
+					|| Snapshot.PreferredCoachHandoffSourceLabel.IsEmpty()
+					|| Snapshot.PreferredCoachHandoffSourceLabel.StartsWith(TEXT("recommendation-history"))
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeTrustSource(
+						Snapshot.PreferredCoachHandoffSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
+						Snapshot.PreferredCoachHandoffSourceLabel))
+				{
+					Snapshot.PreferredCoachHandoffKind =
+						EHyperTwistTrainingCoachHandoffKind::FollowUp;
+					Snapshot.PreferredCoachHandoffSourceLabel =
+						TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable");
+				}
+			}
+			else if (HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal
+				> HighestExactOutcomeTierAcceptedAlignedTightCompletionSignal)
+			{
+				Snapshot.RecommendedGuidanceContinueBias +=
+					HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal;
+				Snapshot.SuppressedFollowUpQueuePressureCount +=
+					HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal;
+				ExplicitRecommendedHandoffSignal = FMath::Clamp(
+					ExplicitRecommendedHandoffSignal
+						+ (HighestExactOutcomeTierAcceptedAlignedBroadCompletionSignal * 2),
+					0,
+					6);
+				if (Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None
+					|| Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp
+					|| Snapshot.PreferredGuidanceSourceLabel.StartsWith(TEXT("recommendation-history"))
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeTrustSource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedTightFollowUpPacketOutcomeAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedTightFollowUpPacketExactAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedTightFollowUpPacketExactOutcomeHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedTightFollowUpPacketExactOutcomeAcceptedHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsReliableAcceptedAlignedTightFollowUpPacketExactOutcomeReliableHistorySource(
+						Snapshot.PreferredGuidanceSourceLabel))
+				{
+					Snapshot.PreferredGuidanceLane =
+						EHyperTwistTrainingCoachGuidanceLane::Recommended;
+					Snapshot.PreferredGuidanceSourceLabel =
+						TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable");
+				}
+				if (Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::None
+					|| Snapshot.PreferredCoachHandoffKind
+						== EHyperTwistTrainingCoachHandoffKind::FollowUp
+					|| Snapshot.PreferredCoachHandoffSourceLabel.IsEmpty()
+					|| Snapshot.PreferredCoachHandoffSourceLabel.StartsWith(TEXT("recommendation-history"))
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeTrustSource(
+						Snapshot.PreferredCoachHandoffSourceLabel)
+					|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
+						Snapshot.PreferredCoachHandoffSourceLabel))
+				{
+					Snapshot.PreferredCoachHandoffKind =
+						EHyperTwistTrainingCoachHandoffKind::Recommended;
+					Snapshot.PreferredCoachHandoffSourceLabel =
+						TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable");
+				}
+			}
 			if (StrongMethodDrillFollowUpPacketStartedCount > 0
 				&& StrongMethodDrillFollowUpPacketStartedCount
 					>= WeakMethodDrillFollowUpPacketStartedCount)
@@ -16747,6 +16937,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					1;
 			}
+			if (HistoryEntry.StartActionSourceLabel
+				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				Summary
+					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -16832,6 +17029,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					1;
 			}
+			if (HistoryEntry.StartActionSourceLabel
+				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				Summary
+					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (Summary.LastStartedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
 					HistoryEntry.EventAtUtc,
@@ -17127,6 +17331,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					1;
 			}
+			if (HistoryEntry.StartActionSourceLabel
+				== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				Summary
+					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -17212,6 +17423,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					1;
 			}
+			if (HistoryEntry.StartActionSourceLabel
+				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable"))
+			{
+				Summary
+					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			CompletedCountsByEntryId.FindOrAdd(HistoryEntry.EntryId) += 1;
 			if (Summary.LastCompletedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
@@ -20011,6 +20229,46 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 				1,
 				16)
 			: 0;
+	const int32 HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal =
+		(Summary
+				 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					>= 2
+			&& Summary
+					.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+				>= 88.0f)
+			? FMath::Clamp(
+				Summary
+						.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					- Summary
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					+ (Summary
+							   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						   >= 100.0f
+						? 1
+						: 0),
+				1,
+				15)
+			: 0;
+	const int32 HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal =
+		(Summary
+				 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					>= 2
+			&& Summary
+					.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+				>= 86.0f)
+			? FMath::Clamp(
+				Summary
+						.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					- Summary
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					+ (Summary
+							   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						   >= 100.0f
+						? 1
+						: 0),
+				1,
+				15)
+			: 0;
 	if (AcceptedAlignedTightPacketOutcomeLaneSignal > AcceptedAlignedBroadPacketOutcomeLaneSignal)
 	{
 		if (Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::Timer
@@ -20502,6 +20760,34 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 		Summary.RecommendedLaneContinueBias +=
 			AcceptedAlignedBroadPacketHighestCompletionReliabilityOutcomeSummarySignal;
 	}
+	if (HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal
+		> HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal)
+	{
+		if (Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::Timer
+			|| Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::VirtualCube)
+		{
+			Summary.DominantSuggestedMode = EHyperTwistTrainingDeliveryMode::CoachReviewed;
+		}
+		Summary.DominantSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+		Summary.FollowUpLaneContinueBias +=
+			HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal;
+	}
+	else if (HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal
+		> HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal)
+	{
+		if (Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::CoachReviewed
+			&& Summary.EscalatedSequenceCount == 0
+			&& Summary.FollowUpReadySequenceCount == 0)
+		{
+			Summary.DominantSuggestedMode = EHyperTwistTrainingDeliveryMode::Timer;
+		}
+		if (Summary.DominantSelectionPolicy == EHyperTwistTrainingSelectionPolicy::Scripted)
+		{
+			Summary.DominantSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Weighted;
+		}
+		Summary.RecommendedLaneContinueBias +=
+			HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal;
+	}
 	Summary.bHasRepeatRecommendationPressure =
 		Summary.RepeatRecommendationSequenceCount > 0
 		&& (Summary.RecurringCaseCount > 0
@@ -20537,6 +20823,8 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 			> AcceptedAlignedBroadPacketReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
 		|| AcceptedAlignedTightPacketHighestCompletionReliabilityOutcomeSummarySignal
 			> AcceptedAlignedBroadPacketHighestCompletionReliabilityOutcomeSummarySignal
+		|| HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal
+			> HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal
 		|| (Summary.bHasRepeatRecommendationPressure
 			&& Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::CoachReviewed);
 
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
index c7cafe3..a690f09 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
@@ -2259,6 +2259,18 @@ struct FHyperTwistTrainingCoachMemorySnapshot
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	bool bNeedsCoachIntervention = false;
 
@@ -4173,6 +4185,18 @@ struct FHyperTwistTrainingCoachSessionQueueExecutionSummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 StartedStrongMethodDrillRecoveryPacketQueuedHandoffEventCount = 0;
 
@@ -5185,6 +5209,18 @@ struct FHyperTwistTrainingCoachRecommendationHistorySummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	TArray<FString> RecurringCaseIds;