diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
index 7318fd0..56d7047 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistCoachDashboardWidget.cpp
@@ -5525,7 +5525,7 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 	else
 	{
 		MethodDrillDiagnosticsDetailLine = FString::Printf(
-			TEXT("Lifecycle: %s | mode: %s | visibility: %s | boundary: %s | template: %s | kind: %s | suggested mode: %s | selection: %s | recommended %d | focus: %s%s%s"),
+			TEXT("Lifecycle: %s | mode: %s | visibility: %s | boundary: %s | template: %s | kind: %s | suggested mode: %s | selection: %s | recommended %d | guidance: %s | focus: %s%s%s"),
 			*HyperTwistCoachDashboardWidgetInternal::EnumDisplayName(
 				CachedMethodDrillDiagnosticPacket.LifecycleState),
 			*HyperTwistCoachDashboardWidgetInternal::EnumDisplayName(
@@ -5549,6 +5549,9 @@ void UHyperTwistCoachDashboardWidget::UpdateDashboardPresentation()
 					CachedMethodDrillFollowUpTemplate.SuggestedSelectionPolicy)
 				: TEXT("n/a"),
 			bHasMethodDrillFollowUpTemplate ? CachedMethodDrillFollowUpTemplate.RecommendedCaseCount : 0,
+			bHasMethodDrillFollowUpTemplate && !CachedMethodDrillFollowUpTemplate.GuidanceLabel.IsEmpty()
+				? *CachedMethodDrillFollowUpTemplate.GuidanceLabel
+				: TEXT("n/a"),
 			*MethodDrillFocusPreview,
 			PrimaryMethodDrillCase != nullptr ? TEXT(" || Top case: ") : TEXT(""),
 			PrimaryMethodDrillCase != nullptr
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
index a96af3b..1836194 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingSubsystem.cpp
@@ -218,6 +218,115 @@ namespace HyperTwistTrainingSubsystemInternal
 		return Result;
 	}
 
+	bool IsStrongMethodDrillFollowUpMemory(
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
+	{
+		if (CoachMemorySnapshot.PreferredGuidanceSourceLabel
+				== TEXT("coach-memory-method-drill-follow-up-strong")
+			|| CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
+				== TEXT("coach-memory-method-drill-follow-up-strong"))
+		{
+			return true;
+		}
+
+		return CoachMemorySnapshot.MethodDrillFollowUpHistoryCount >= 2
+			&& CoachMemorySnapshot.StrongMethodDrillFollowUpHistoryCount
+				>= CoachMemorySnapshot.WeakMethodDrillFollowUpHistoryCount
+			&& CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore >= 60.0f;
+	}
+
+	bool IsWeakMethodDrillFollowUpMemory(
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
+	{
+		if (CoachMemorySnapshot.PreferredGuidanceSourceLabel
+				== TEXT("coach-memory-method-drill-follow-up-weak")
+			|| CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
+				== TEXT("coach-memory-method-drill-follow-up-weak"))
+		{
+			return true;
+		}
+
+		return CoachMemorySnapshot.MethodDrillFollowUpHistoryCount >= 2
+			&& CoachMemorySnapshot.WeakMethodDrillFollowUpHistoryCount
+				> CoachMemorySnapshot.StrongMethodDrillFollowUpHistoryCount
+			&& CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore <= 55.0f;
+	}
+
+	FHyperTwistTrainingSessionTemplate ApplyMethodDrillFollowUpMemoryBias(
+		const FHyperTwistTrainingSessionTemplate& SessionTemplate,
+		const FHyperTwistTrainingMethodDrillDiagnosticPacket& DiagnosticPacket,
+		const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
+	{
+		if (!SessionTemplate.IsStructurallyValid())
+		{
+			return SessionTemplate;
+		}
+
+		const bool bStrongMethodDrillMemory = IsStrongMethodDrillFollowUpMemory(
+			CoachMemorySnapshot
+		);
+		const bool bWeakMethodDrillMemory = IsWeakMethodDrillFollowUpMemory(CoachMemorySnapshot);
+		if (bStrongMethodDrillMemory == bWeakMethodDrillMemory)
+		{
+			return SessionTemplate;
+		}
+
+		FHyperTwistTrainingSessionTemplate Result = SessionTemplate;
+		const int32 FocusCaseCount = Result.FocusCaseIds.Num();
+		if (FocusCaseCount <= 0)
+		{
+			return Result;
+		}
+
+		if (bStrongMethodDrillMemory)
+		{
+			const int32 TightenedCaseCount = DiagnosticPacket.bBoundaryTriggeredByPendingCases ? 2 : 3;
+			Result.RecommendedCaseCount = FMath::Clamp(
+				FMath::Min(Result.RecommendedCaseCount, TightenedCaseCount),
+				1,
+				FocusCaseCount
+			);
+			if (Result.FocusCaseIds.Num() > Result.RecommendedCaseCount)
+			{
+				Result.FocusCaseIds.SetNum(Result.RecommendedCaseCount, EAllowShrinking::No);
+			}
+			Result.SuggestedSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Scripted;
+			Result.bPreferReviewRun = true;
+			Result.bPreferShortReviewSet = true;
+			Result.GuidanceLabel = Result.GuidanceLabel.IsEmpty()
+				? TEXT("successful drill follow-up history is keeping this packet narrow")
+				: FString::Printf(
+					TEXT("%s | successful drill follow-up history is keeping this packet narrow"),
+					*Result.GuidanceLabel
+				);
+		}
+		else
+		{
+			const int32 BroadenDelta = DiagnosticPacket.bBoundaryTriggeredByPendingCases ? 1 : 2;
+			Result.RecommendedCaseCount = FMath::Clamp(
+				FMath::Max(
+					Result.RecommendedCaseCount,
+					FMath::Min(FocusCaseCount, Result.RecommendedCaseCount + BroadenDelta)
+				),
+				1,
+				FocusCaseCount
+			);
+			if (!DiagnosticPacket.bBoundaryTriggeredByPendingCases)
+			{
+				Result.SuggestedSelectionPolicy = EHyperTwistTrainingSelectionPolicy::Weighted;
+			}
+			Result.bPreferShortReviewSet = Result.RecommendedCaseCount <= 4;
+			Result.GuidanceLabel = Result.GuidanceLabel.IsEmpty()
+				? TEXT("weak drill follow-up history is broadening this packet before redirect")
+				: FString::Printf(
+					TEXT("%s | weak drill follow-up history is broadening this packet before redirect"),
+					*Result.GuidanceLabel
+				);
+		}
+
+		return Result.IsStructurallyValid() ? Result : SessionTemplate;
+	}
+
 	const FHyperTwistTrainingCoachSessionQueueStateEntry* FindNextRunnableCoachQueueEntry(
 		const FHyperTwistTrainingCoachSessionQueueState& QueueState
 	)
@@ -2460,9 +2569,13 @@ void UHyperTwistTrainingSubsystem::RefreshMethodDrillSummary()
 		ActiveMethodDrillRunState
 	);
 	ActiveMethodDrillFollowUpTemplate = ActiveMethodDrillDiagnosticPacket.IsStructurallyValid()
-		? UHyperTwistTrainingRepositoryLibrary::BuildMethodDrillFollowUpTemplate(
+		? HyperTwistTrainingSubsystemInternal::ApplyMethodDrillFollowUpMemoryBias(
+			UHyperTwistTrainingRepositoryLibrary::BuildMethodDrillFollowUpTemplate(
+				ActiveMethodDrillDiagnosticPacket,
+				FString()
+			),
 			ActiveMethodDrillDiagnosticPacket,
-			FString()
+			ActiveCoachMemorySnapshot
 		)
 		: FHyperTwistTrainingSessionTemplate();
 }