diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index 20d331c..2c60156 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -375,6 +375,8 @@ 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-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-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-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(
@@ -431,6 +433,8 @@ 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-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-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-reliable-reliable")
 			|| SourceLabel
 				== TEXT("coach-memory-aligned-follow-up-packet-structure-broad-recommended")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
@@ -495,6 +499,11 @@ 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-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 reliability 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-reliable-reliable"))
 			{
@@ -663,6 +672,11 @@ 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-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 reliability 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-reliable-reliable"))
 			{
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
index fc0620d..660b1c2 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
@@ -502,6 +502,8 @@ 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-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-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-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-"))
@@ -554,6 +556,8 @@ 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-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-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-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-"))
@@ -1767,12 +1771,24 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
 			QueueExecutionSummary
 				.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
 			QueueExecutionSummary
 				.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
 			QueueExecutionSummary
 				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		if (MethodDrillRecoveryStartedCount > 0)
 		{
 			Snapshot.MethodDrillRecoveryHistoryCount += MethodDrillRecoveryStartedCount;
@@ -2174,6 +2190,28 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				/ static_cast<float>(
 					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
 		}
+		if (AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
+		if (AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
 		const bool bStrongMethodDrillRecoveryHistory =
 			MethodDrillRecoveryStartedCount >= 2
 			&& MethodDrillRecoveryCompletedCount >= MethodDrillRecoveryOutstandingCount
@@ -9523,6 +9561,46 @@ FHyperTwistTrainingCoachMemorySnapshot UHyperTwistTrainingRepositoryLibrary::Der
 					1,
 					18)
 				: 0;
+		const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal =
+			(RecommendationHistory
+					 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+				&& RecommendationHistory
+						.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+					>= 92.0f)
+				? FMath::Clamp(
+					RecommendationHistory
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						- RecommendationHistory
+								.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						+ (RecommendationHistory
+								   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+							   >= 100.0f
+							? 1
+							: 0),
+					1,
+					17)
+				: 0;
+		const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal =
+			(RecommendationHistory
+					 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+				&& RecommendationHistory
+						.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+					>= 90.0f)
+				? FMath::Clamp(
+					RecommendationHistory
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						- RecommendationHistory
+								.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						+ (RecommendationHistory
+								   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+							   >= 100.0f
+							? 1
+							: 0),
+					1,
+					17)
+				: 0;
 		if (AcceptedAlignedTightPacketOutcomeBias > AcceptedAlignedBroadPacketOutcomeBias)
 		{
 			Snapshot.FollowUpGuidanceContinueBias += AcceptedAlignedTightPacketOutcomeBias;
@@ -10488,6 +10566,73 @@ 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-reliable-reliable-reliable");
 			}
 		}
+		if (HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal
+			> HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal)
+		{
+			Snapshot.FollowUpGuidanceContinueBias +=
+				HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal;
+			Snapshot.SuppressedPrimaryQueuePressureCount += FMath::Max(
+				1,
+				HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal - 1);
+			if (Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None
+				|| Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::Recommended
+				|| Snapshot.PreferredGuidanceSourceLabel.StartsWith(TEXT("recommendation-history"))
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeSource(
+					Snapshot.PreferredGuidanceSourceLabel)
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(
+					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-reliable-reliable");
+			}
+			if (Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::None
+				|| Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::Recommended
+				|| Snapshot.PreferredCoachHandoffSourceLabel.IsEmpty()
+				|| Snapshot.PreferredCoachHandoffSourceLabel.StartsWith(TEXT("recommendation-history"))
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeSource(
+					Snapshot.PreferredCoachHandoffSourceLabel)
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(
+					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-reliable-reliable");
+			}
+		}
+		else if (HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal
+			> HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal)
+		{
+			Snapshot.RecommendedGuidanceContinueBias +=
+				HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal;
+			Snapshot.SuppressedFollowUpQueuePressureCount +=
+				HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal;
+			if (Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::None
+				|| Snapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp
+				|| Snapshot.PreferredGuidanceSourceLabel.StartsWith(TEXT("recommendation-history"))
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeSource(
+					Snapshot.PreferredGuidanceSourceLabel)
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(
+					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-reliable-reliable");
+			}
+			if (Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::None
+				|| Snapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::FollowUp
+				|| Snapshot.PreferredCoachHandoffSourceLabel.IsEmpty()
+				|| Snapshot.PreferredCoachHandoffSourceLabel.StartsWith(TEXT("recommendation-history"))
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedTightFollowUpPacketOutcomeSource(
+					Snapshot.PreferredCoachHandoffSourceLabel)
+				|| HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(
+					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-reliable-reliable");
+			}
+		}
 
 		if (!RecommendationHistory.FocusDeckId.IsEmpty()
 			&& (Snapshot.FocusDeckId.IsEmpty()
@@ -12403,6 +12548,46 @@ FHyperTwistTrainingCoachMemorySnapshot UHyperTwistTrainingRepositoryLibrary::Der
 						1,
 						15)
 					: 0;
+			const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSignal =
+				(Snapshot
+						 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 90.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 100.0f
+								? 1
+								: 0),
+						1,
+						16)
+					: 0;
+			const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSignal =
+				(Snapshot
+						 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 88.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 100.0f
+								? 1
+								: 0),
+						1,
+						16)
+					: 0;
 			if (AcceptedAlignedTightPacketOutcomeTrustSignal
 				> AcceptedAlignedBroadPacketOutcomeTrustSignal)
 			{
@@ -17055,6 +17240,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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-reliable-reliable"))
+			{
+				Summary
+					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -17147,6 +17339,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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-reliable-reliable"))
+			{
+				Summary
+					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (Summary.LastStartedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
 					HistoryEntry.EventAtUtc,
@@ -17449,6 +17648,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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-reliable-reliable"))
+			{
+				Summary
+					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -17541,6 +17747,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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-reliable-reliable"))
+			{
+				Summary
+					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			CompletedCountsByEntryId.FindOrAdd(HistoryEntry.EntryId) += 1;
 			if (Summary.LastCompletedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
@@ -20422,6 +20635,46 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 				1,
 				17)
 			: 0;
+	const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSummarySignal =
+		(Summary
+				 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					>= 2
+			&& Summary
+					.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+				>= 88.0f)
+			? FMath::Clamp(
+				Summary
+						.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					- Summary
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					+ (Summary
+							   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						   >= 100.0f
+						? 1
+						: 0),
+				1,
+				16)
+			: 0;
+	const int32 HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSummarySignal =
+		(Summary
+				 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					>= 2
+			&& Summary
+					.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+				>= 86.0f)
+			? FMath::Clamp(
+				Summary
+						.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					- Summary
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+					+ (Summary
+							   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						   >= 100.0f
+						? 1
+						: 0),
+				1,
+				16)
+			: 0;
 	const int32 HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal =
 		(Summary
 				 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
@@ -20981,6 +21234,34 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 		Summary.RecommendedLaneContinueBias +=
 			HighestExactCompletionReliabilityOutcomeTierBroadSummarySignal;
 	}
+	if (HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSummarySignal
+		> HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSummarySignal)
+	{
+		if (Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::Timer
+			|| Summary.DominantSuggestedMode == EHyperTwistTrainingDeliveryMode::VirtualCube)
+		{
+			Summary.DominantSuggestedMode = EHyperTwistTrainingDeliveryMode::CoachReviewed;
+		}
+		Summary.DominantSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+		Summary.FollowUpLaneContinueBias +=
+			HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSummarySignal;
+	}
+	else if (HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSummarySignal
+		> HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSummarySignal)
+	{
+		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 +=
+			HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSummarySignal;
+	}
 	if (HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal
 		> HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal)
 	{
@@ -21046,6 +21327,8 @@ FHyperTwistTrainingCoachRecommendationHistorySummary UHyperTwistTrainingReposito
 			> AcceptedAlignedBroadPacketHighestCompletionReliabilityOutcomeSummarySignal
 		|| HighestExactCompletionReliabilityOutcomeTierTightSummarySignal
 			> HighestExactCompletionReliabilityOutcomeTierBroadSummarySignal
+		|| HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedTightCompletionSummarySignal
+			> HighestExactCompletionReliabilityOutcomeTierAcceptedAlignedBroadCompletionSummarySignal
 		|| HighestExactOutcomeTierAcceptedAlignedTightCompletionSummarySignal
 			> HighestExactOutcomeTierAcceptedAlignedBroadCompletionSummarySignal
 		|| (Summary.bHasRepeatRecommendationPressure
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
index 110187b..f3b0a7f 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
@@ -2271,6 +2271,18 @@ struct FHyperTwistTrainingCoachMemorySnapshot
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	bool bNeedsCoachIntervention = false;
 
@@ -4197,6 +4209,18 @@ struct FHyperTwistTrainingCoachSessionQueueExecutionSummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 StartedStrongMethodDrillRecoveryPacketQueuedHandoffEventCount = 0;
 
@@ -5233,6 +5257,18 @@ struct FHyperTwistTrainingCoachRecommendationHistorySummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	TArray<FString> RecurringCaseIds;