From 2232a42c70315946fd73d73d72a2579d0c453b6f Mon Sep 17 00:00:00 2001
From: axiomlogicnexus <axiomlogicinq@gmail.com>
Date: Thu, 30 Apr 2026 16:32:57 +0200
Subject: [PATCH] Learn exact packet completion-tier outcome reliability

---
 .../HyperTwistTrainingCoachLibrary.cpp        |  14 ++
 .../HyperTwistTrainingRepositoryLibrary.cpp   | 225 ++++++++++++++++++
 .../HyperTwistTrainingTypes.h                 |  24 ++
 3 files changed, 263 insertions(+)

diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
index 882db08..89dcd7b 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingCoachLibrary.cpp
@@ -361,6 +361,8 @@ 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")
 			|| 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")
+			|| 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")
 			|| 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(
@@ -403,6 +405,8 @@ 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")
 			|| 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")
+			|| 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")
 			|| SourceLabel
 				== TEXT("coach-memory-aligned-follow-up-packet-structure-broad-recommended")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
@@ -467,6 +471,11 @@ 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"))
+			{
+				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 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"))
 			{
@@ -600,6 +609,11 @@ 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"))
+			{
+				return TEXT("higher-order reliable exact accepted aligned broad recommended-packet branch completion dependability outcome reliability outcome acceptance outcome reliability outcome 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"))
 			{
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
index cedf1ea..e946547 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Private/HyperTwistTraining/HyperTwistTrainingRepositoryLibrary.cpp
@@ -488,6 +488,8 @@ 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")
 			|| 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")
+			|| 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")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-tight-"))
 			|| SourceLabel.StartsWith(
 				TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-tight-"))
@@ -526,6 +528,8 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
 			|| 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")
+			|| 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")
 			|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
 			|| SourceLabel.StartsWith(
 				TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-broad-"))
@@ -1643,6 +1647,12 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
 			QueueExecutionSummary
 				.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		const int32 AcceptedAlignedBroadPacketTrustReliableOutcomeStartedCount =
 			QueueExecutionSummary
 				.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableOutcomeHandoffEventCount;
@@ -1697,6 +1707,12 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
 			QueueExecutionSummary
 				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount =
+			QueueExecutionSummary
+				.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
+		const int32 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount =
+			QueueExecutionSummary
+				.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount;
 		if (MethodDrillRecoveryStartedCount > 0)
 		{
 			Snapshot.MethodDrillRecoveryHistoryCount += MethodDrillRecoveryStartedCount;
@@ -2010,6 +2026,28 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
 				/ static_cast<float>(
 					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
 		}
+		if (AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedTightPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
+		if (AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount > 0)
+		{
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount +=
+				AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount;
+			Snapshot.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore =
+				(static_cast<float>(
+					 AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableCompletedCount)
+					* 100.0f)
+				/ static_cast<float>(
+					AcceptedAlignedBroadPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableStartedCount);
+		}
 		const bool bStrongMethodDrillRecoveryHistory =
 			MethodDrillRecoveryStartedCount >= 2
 			&& MethodDrillRecoveryCompletedCount >= MethodDrillRecoveryOutstandingCount
@@ -11647,6 +11685,46 @@ FHyperTwistTrainingCoachMemorySnapshot UHyperTwistTrainingRepositoryLibrary::Der
 						1,
 						11)
 					: 0;
+			const int32 ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal =
+				(Snapshot
+						 .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 82.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 98.0f
+								? 1
+								: 0),
+						1,
+						12)
+					: 0;
+			const int32 ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal =
+				(Snapshot
+						 .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+						>= 2
+					&& Snapshot
+							.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+						>= 80.0f)
+					? FMath::Clamp(
+						Snapshot
+								.AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							- Snapshot
+									.AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount
+							+ (Snapshot
+									   .AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore
+								   >= 96.0f
+								? 1
+								: 0),
+						1,
+						12)
+					: 0;
 			if (AcceptedAlignedTightPacketOutcomeTrustSignal
 				> AcceptedAlignedBroadPacketOutcomeTrustSignal)
 			{
@@ -12866,6 +12944,125 @@ 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");
 				}
 			}
+			if (ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
+				> ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal)
+			{
+				Snapshot.FollowUpGuidanceContinueBias +=
+					ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal;
+				Snapshot.SuppressedPrimaryQueuePressureCount += FMath::Max(
+					1,
+					ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
+						- 1);
+				ExplicitFollowUpHandoffSignal = FMath::Clamp(
+					ExplicitFollowUpHandoffSignal
+						+ (ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
+							* 2),
+					0,
+					6);
+				if (QueueExecutionSummary.bHasOutstandingDeferredWork
+					|| QueueExecutionSummary.StartedQueuedHandoffEventCount > 0)
+				{
+					ExplicitQueuedHandoffSignal = FMath::Clamp(
+						ExplicitQueuedHandoffSignal
+							+ FMath::Min(
+								2,
+								ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal),
+						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");
+				}
+				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");
+				}
+			}
+			else if (ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
+				> ReliableAcceptedAlignedTightPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal)
+			{
+				Snapshot.RecommendedGuidanceContinueBias +=
+					ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal;
+				Snapshot.SuppressedFollowUpQueuePressureCount +=
+					ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal;
+				ExplicitRecommendedHandoffSignal = FMath::Clamp(
+					ExplicitRecommendedHandoffSignal
+						+ (ReliableAcceptedAlignedBroadPacketExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableSignal
+							* 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");
+				}
+				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");
+				}
+			}
 			if (StrongMethodDrillFollowUpPacketStartedCount > 0
 				&& StrongMethodDrillFollowUpPacketStartedCount
 					>= WeakMethodDrillFollowUpPacketStartedCount)
@@ -15802,6 +15999,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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"))
+			{
+				Summary
+					.StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -15866,6 +16070,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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"))
+			{
+				Summary
+					.StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (Summary.LastStartedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
 					HistoryEntry.EventAtUtc,
@@ -16140,6 +16351,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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"))
+			{
+				Summary
+					.CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			if (HyperTwistTrainingRepositoryLibraryInternal::IsAcceptedAlignedBroadRecommendedPacketOutcomeTrustSource(
 					HistoryEntry.StartActionSourceLabel))
 			{
@@ -16204,6 +16422,13 @@ FHyperTwistTrainingCoachSessionQueueExecutionSummary UHyperTwistTrainingReposito
 					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
 					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"))
+			{
+				Summary
+					.CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount +=
+					1;
+			}
 			CompletedCountsByEntryId.FindOrAdd(HistoryEntry.EntryId) += 1;
 			if (Summary.LastCompletedAtUtc.IsEmpty()
 				|| HyperTwistTrainingRepositoryLibraryInternal::CompareUtcStrings(
diff --git a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
index 3e72afb..9106690 100644
--- a/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
+++ b/UnrealHyperTwist/Source/UnrealHyperTwist/Public/HyperTwistTraining/HyperTwistTrainingTypes.h
@@ -2223,6 +2223,18 @@ struct FHyperTwistTrainingCoachMemorySnapshot
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedHistoryCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	float AcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableAcceptedAverageScore = 0.0f;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	bool bNeedsCoachIntervention = false;
 
@@ -4101,6 +4113,18 @@ struct FHyperTwistTrainingCoachSessionQueueExecutionSummary
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
 
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedTightFollowUpPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 StartedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
+	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
+	int32 CompletedAcceptedAlignedBroadRecommendedPacketTrustReliableExactOutcomeReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableReliableHandoffEventCount = 0;
+
 	UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "HyperTwist")
 	int32 StartedStrongMethodDrillRecoveryPacketQueuedHandoffEventCount = 0;