diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
index 2377571..6604676 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
@@ -2228,14 +2228,46 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				TEXT("coach-memory-dashboard-method-drill-recovery-weak-"))
 			|| CoachMemorySnapshot.PreferredQueueRecoveryActionSourceLabel
 				== TEXT("coach-memory-method-drill-recovery-memory-weak");
+		const bool bAlignedTightFollowUpGuidanceOutcomeSource =
+			CoachMemorySnapshot.PreferredGuidanceSourceLabel
+				== TEXT("recommendation-history-aligned-tight-follow-up-outcome")
+			|| CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
+				== TEXT("recommendation-history-aligned-tight-follow-up-outcome")
+			|| (CoachMemorySnapshot.PreferredGuidanceLane
+					== EHyperTwistTrainingCoachGuidanceLane::FollowUp
+				&& CoachMemorySnapshot.ReliableAlignedTrustedTightFollowUpGuidanceOutcomeHistoryCount >= 2
+				&& CoachMemorySnapshot.ReliableAlignedTrustedTightFollowUpGuidanceOutcomeAverageScore >= 60.0f
+				&& (CoachMemorySnapshot.ReliableAlignedTrustedBroadRecommendedGuidanceOutcomeHistoryCount <= 0
+					|| CoachMemorySnapshot.ReliableAlignedTrustedTightFollowUpGuidanceOutcomeAverageScore
+						>= CoachMemorySnapshot
+							   .ReliableAlignedTrustedBroadRecommendedGuidanceOutcomeAverageScore
+							- 2.0f));
+		const bool bAlignedBroadRecommendedGuidanceOutcomeSource =
+			CoachMemorySnapshot.PreferredGuidanceSourceLabel
+				== TEXT("recommendation-history-aligned-broad-recommended-outcome")
+			|| CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
+				== TEXT("recommendation-history-aligned-broad-recommended-outcome")
+			|| (CoachMemorySnapshot.PreferredGuidanceLane
+					== EHyperTwistTrainingCoachGuidanceLane::Recommended
+				&& CoachMemorySnapshot.ReliableAlignedTrustedBroadRecommendedGuidanceOutcomeHistoryCount >= 2
+				&& CoachMemorySnapshot.ReliableAlignedTrustedBroadRecommendedGuidanceOutcomeAverageScore
+					>= 58.0f
+				&& (CoachMemorySnapshot.ReliableAlignedTrustedTightFollowUpGuidanceOutcomeHistoryCount <= 0
+					|| CoachMemorySnapshot
+							   .ReliableAlignedTrustedBroadRecommendedGuidanceOutcomeAverageScore
+						>= CoachMemorySnapshot
+							   .ReliableAlignedTrustedTightFollowUpGuidanceOutcomeAverageScore
+							- 2.0f));
 		const bool bTightMethodDrillRecoveryPlanSource =
 			bStrongMethodDrillRecoveryMemoryHandoffSource
 			|| bTightMethodDrillRecoveryStructurePlanHandoffSource
-			|| bNarrowMethodDrillRecoveryStructureHandoffSource;
+			|| bNarrowMethodDrillRecoveryStructureHandoffSource
+			|| bAlignedTightFollowUpGuidanceOutcomeSource;
 		const bool bBroadMethodDrillRecoveryPlanSource =
 			bWeakMethodDrillRecoveryMemoryHandoffSource
 			|| bBroadMethodDrillRecoveryStructurePlanHandoffSource
-			|| bBroadMethodDrillRecoveryStructureHandoffSource;
+			|| bBroadMethodDrillRecoveryStructureHandoffSource
+			|| bAlignedBroadRecommendedGuidanceOutcomeSource;
 		if (CoachMemorySnapshot.PreferredCoachHandoffKind == EHyperTwistTrainingCoachHandoffKind::Queue
 			&& !CoachBrief.bNeedsCoachReview
 			&& CoachBrief.FollowUpDepth <= 0)
@@ -2264,6 +2296,10 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				{
 					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
 				}
+				else if (bAlignedTightFollowUpGuidanceOutcomeSource)
+				{
+					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+				}
 				else if (bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource)
 				{
 					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
@@ -2308,7 +2344,8 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				|| CoachBrief.bNeedsCoachReview
 				|| CoachMemorySnapshot.FollowUpReadyCoachSequenceCount > 0
 				|| CoachMemorySnapshot.ScheduleBlockedFollowUpEventCount > 0
-				|| bTightMethodDrillRecoveryPlanSource;
+				|| bTightMethodDrillRecoveryPlanSource
+				|| bAlignedTightFollowUpGuidanceOutcomeSource;
 			if (bShouldBiasFollowUpHandoff)
 			{
 				if (CoachBrief.bPreferRecognitionReplayReview
@@ -2332,6 +2369,10 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				{
 					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
 				}
+				else if (bAlignedTightFollowUpGuidanceOutcomeSource)
+				{
+					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+				}
 				else if (bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource)
 				{
 					InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
@@ -2373,7 +2414,7 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				}
 				return;
 			}
-			if (bBroadMethodDrillRecoveryPlanSource)
+			if (bBroadMethodDrillRecoveryPlanSource || bAlignedBroadRecommendedGuidanceOutcomeSource)
 			{
 				if (CoachBrief.bPreferRecognitionReplayReview
 					&& CoachMemorySnapshot.DominantCoachSuggestedMode
@@ -2399,6 +2440,14 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 								: EHyperTwistTrainingSelectionPolicy::Weighted;
 					}
 				}
+				else if (bAlignedBroadRecommendedGuidanceOutcomeSource)
+				{
+					InOutSelectionPolicy =
+						CoachMemorySnapshot.DominantCoachSelectionPolicy
+								!= EHyperTwistTrainingSelectionPolicy::Scripted
+							? CoachMemorySnapshot.DominantCoachSelectionPolicy
+							: EHyperTwistTrainingSelectionPolicy::Weighted;
+				}
 				else if (InOutSelectionPolicy == EHyperTwistTrainingSelectionPolicy::Scripted)
 				{
 					InOutSelectionPolicy =
@@ -2436,7 +2485,8 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				|| CoachBrief.bNeedsCoachReview
 				|| CoachMemorySnapshot.FollowUpReadyCoachSequenceCount > 0
 				|| CoachMemorySnapshot.ScheduleBlockedFollowUpEventCount > 0
-				|| bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource;
+				|| bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource
+				|| bAlignedTightFollowUpGuidanceOutcomeSource;
 			if (!bShouldBiasFollowUpDefaults)
 			{
 				return;
@@ -2459,7 +2509,11 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				InOutMode = EHyperTwistTrainingDeliveryMode::CoachReviewed;
 			}
 
-			if (bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource)
+			if (bAlignedTightFollowUpGuidanceOutcomeSource)
+			{
+				InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+			}
+			else if (bReliableTrustedTightMethodDrillRecoveryStructurePlanHandoffSource)
 			{
 				InOutSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
 			}
@@ -2494,7 +2548,14 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 			InOutMode = CoachMemorySnapshot.DominantCoachSuggestedMode;
 		}
 
-		if (bReliableAlignedTrustedBroadMethodDrillRecoveryStructurePlanHandoffSource)
+		if (bAlignedBroadRecommendedGuidanceOutcomeSource)
+		{
+			InOutSelectionPolicy =
+				CoachMemorySnapshot.DominantCoachSelectionPolicy != EHyperTwistTrainingSelectionPolicy::Scripted
+					? CoachMemorySnapshot.DominantCoachSelectionPolicy
+					: EHyperTwistTrainingSelectionPolicy::Weighted;
+		}
+		else if (bReliableAlignedTrustedBroadMethodDrillRecoveryStructurePlanHandoffSource)
 		{
 			InOutSelectionPolicy =
 				CoachMemorySnapshot.DominantCoachSelectionPolicy != EHyperTwistTrainingSelectionPolicy::Scripted