Bias coach queue by drill follow-up memory
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axiomlogicnexus
parent
6d02a2a3fc
commit
9d7d0f52d5
1 changed files with 167 additions and 15 deletions
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@ -301,6 +301,111 @@ namespace HyperTwistTrainingCoachLibraryInternal
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);
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}
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float ResolveMethodDrillFollowUpContinuationPressure(
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const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
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{
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const bool bPreferredGuidanceSource =
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CoachMemorySnapshot.PreferredGuidanceSourceLabel
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== TEXT("coach-memory-method-drill-follow-up-strong");
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const bool bPreferredHandoffSource =
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CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
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== TEXT("coach-memory-method-drill-follow-up-strong");
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if (CoachMemorySnapshot.MethodDrillFollowUpHistoryCount <= 0
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&& !bPreferredGuidanceSource
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&& !bPreferredHandoffSource)
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{
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return 0.0f;
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}
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const bool bStrongHistoryDominant =
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CoachMemorySnapshot.StrongMethodDrillFollowUpHistoryCount
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>= CoachMemorySnapshot.WeakMethodDrillFollowUpHistoryCount
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&& CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore >= 60.0f;
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if (!bStrongHistoryDominant && !bPreferredGuidanceSource && !bPreferredHandoffSource)
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{
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return 0.0f;
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}
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return FMath::Clamp(
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(static_cast<float>(CoachMemorySnapshot.StrongMethodDrillFollowUpHistoryCount) * 1.25f)
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+ (static_cast<float>(CoachMemorySnapshot.MethodDrillFollowUpHistoryCount) * 0.35f)
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+ (bPreferredGuidanceSource ? 2.0f : 0.0f)
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+ (bPreferredHandoffSource ? 2.0f : 0.0f),
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0.0f,
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8.0f
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);
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}
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float ResolveMethodDrillFollowUpRedirectPressure(
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const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot)
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{
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const bool bPreferredGuidanceSource =
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CoachMemorySnapshot.PreferredGuidanceSourceLabel
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== TEXT("coach-memory-method-drill-follow-up-weak");
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const bool bPreferredHandoffSource =
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CoachMemorySnapshot.PreferredCoachHandoffSourceLabel
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== TEXT("coach-memory-method-drill-follow-up-weak");
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if (CoachMemorySnapshot.MethodDrillFollowUpHistoryCount <= 0
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&& !bPreferredGuidanceSource
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&& !bPreferredHandoffSource)
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{
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return 0.0f;
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}
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const bool bWeakHistoryDominant =
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CoachMemorySnapshot.WeakMethodDrillFollowUpHistoryCount
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> CoachMemorySnapshot.StrongMethodDrillFollowUpHistoryCount
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&& CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore <= 55.0f;
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if (!bWeakHistoryDominant && !bPreferredGuidanceSource && !bPreferredHandoffSource)
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{
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return 0.0f;
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}
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return FMath::Clamp(
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(static_cast<float>(CoachMemorySnapshot.WeakMethodDrillFollowUpHistoryCount) * 1.5f)
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+ (static_cast<float>(CoachMemorySnapshot.MethodDrillFollowUpHistoryCount) * 0.25f)
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+ (bPreferredGuidanceSource ? 2.0f : 0.0f)
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+ (bPreferredHandoffSource ? 2.0f : 0.0f),
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0.0f,
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8.0f
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);
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}
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float ResolveMethodDrillFollowUpQueueBias(
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const FString& SourceLabel,
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const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
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const bool bHasCompetingGuidanceEntry)
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{
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const float ContinuationPressure =
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ResolveMethodDrillFollowUpContinuationPressure(CoachMemorySnapshot);
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const float RedirectPressure =
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ResolveMethodDrillFollowUpRedirectPressure(CoachMemorySnapshot);
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if (FMath::IsNearlyZero(ContinuationPressure)
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&& FMath::IsNearlyZero(RedirectPressure))
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{
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return 0.0f;
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}
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if (SourceLabel == TEXT("follow-up-brief"))
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{
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return FMath::Clamp(
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ContinuationPressure - (RedirectPressure * 0.75f),
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-5.0f,
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6.0f
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);
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}
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if (SourceLabel == TEXT("primary-brief") && bHasCompetingGuidanceEntry)
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{
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return FMath::Clamp(
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RedirectPressure - (ContinuationPressure * 0.55f),
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-4.0f,
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5.0f
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);
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}
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return 0.0f;
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}
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float ResolvePreferredGuidanceQueueBias(
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const FString& SourceLabel,
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const FHyperTwistTrainingCoachMemorySnapshot& CoachMemorySnapshot,
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@ -556,6 +661,10 @@ namespace HyperTwistTrainingCoachLibraryInternal
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)
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: TEXT("successful deferred-first continuation history"));
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const bool bDeferredFirstFollowUpHistoryPreferred = DeferredFirstPacketPressure > 0.0f;
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const float MethodDrillContinuationPressure =
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ResolveMethodDrillFollowUpContinuationPressure(CoachMemorySnapshot);
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const float MethodDrillRedirectPressure =
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ResolveMethodDrillFollowUpRedirectPressure(CoachMemorySnapshot);
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const bool bScheduleRecoveryPrefersFollowUp =
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CoachMemorySnapshot.bNeedsScheduleFrictionRecovery
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&& CoachMemorySnapshot.PreferredQueueRecoveryAction
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@ -563,7 +672,9 @@ namespace HyperTwistTrainingCoachLibraryInternal
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&& CoachMemorySnapshot.PreferredGuidanceLane == EHyperTwistTrainingCoachGuidanceLane::FollowUp;
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if (!bScheduleRecoveryPrefersFollowUp
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&& !bNeedsDeferredLaunchCompetition
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&& !bDeferredFirstFollowUpHistoryPreferred)
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&& !bDeferredFirstFollowUpHistoryPreferred
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&& FMath::IsNearlyZero(MethodDrillContinuationPressure)
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&& FMath::IsNearlyZero(MethodDrillRedirectPressure))
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{
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return true;
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}
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@ -571,14 +682,16 @@ namespace HyperTwistTrainingCoachLibraryInternal
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const float DeferredLaunchPressure = ResolveDeferredLaunchRecoveryPressure(FollowUpBrief);
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const float RecommendedRetentionScore =
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CurrentBrief.PriorityScore
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+ static_cast<float>(CoachMemorySnapshot.RecommendedGuidanceContinueBias);
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+ static_cast<float>(CoachMemorySnapshot.RecommendedGuidanceContinueBias)
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+ (MethodDrillRedirectPressure * 1.5f);
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const float FollowUpPressureScore =
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FollowUpBrief.PriorityScore
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+ static_cast<float>(CoachMemorySnapshot.FollowUpGuidanceContinueBias)
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+ (static_cast<float>(CoachMemorySnapshot.SuppressedPrimaryQueuePressureCount) * 2.0f)
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+ (FollowUpBrief.bNeedsCoachReview ? 8.0f : 0.0f)
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+ DeferredLaunchPressure
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+ DeferredFirstPacketPressure;
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+ DeferredFirstPacketPressure
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+ (MethodDrillContinuationPressure * 1.5f);
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const float RecommendedRetentionThreshold =
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bDeferredFirstFollowUpHistoryPreferred ? 10.0f : 8.0f;
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const bool bShouldCreate =
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@ -615,6 +728,16 @@ namespace HyperTwistTrainingCoachLibraryInternal
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CoachMemorySnapshot.DeferredFirstFollowUpPacketHistoryCount
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);
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}
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else if (MethodDrillContinuationPressure > MethodDrillRedirectPressure)
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{
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*OutSuppressionReason = FString::Printf(
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TEXT("Recommended queue creation was suppressed because successful method-drill follow-up history is reinforcing narrow continuation before broader recommendation work resumes (recommended %.1f vs follow-up %.1f, drillHistory=%d, avgDrillOutcome=%.1f)."),
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RecommendedRetentionScore,
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FollowUpPressureScore,
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CoachMemorySnapshot.MethodDrillFollowUpHistoryCount,
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CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore
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);
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}
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else
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{
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*OutSuppressionReason = FString::Printf(
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@ -645,10 +768,17 @@ namespace HyperTwistTrainingCoachLibraryInternal
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{
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return true;
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}
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if (!CoachMemorySnapshot.bNeedsScheduleFrictionRecovery
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|| CoachMemorySnapshot.PreferredQueueRecoveryAction
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!= EHyperTwistTrainingQueueRecoveryAction::LaunchRecovery
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|| CoachMemorySnapshot.PreferredGuidanceLane != EHyperTwistTrainingCoachGuidanceLane::Recommended)
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const float MethodDrillContinuationPressure =
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ResolveMethodDrillFollowUpContinuationPressure(CoachMemorySnapshot);
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const float MethodDrillRedirectPressure =
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ResolveMethodDrillFollowUpRedirectPressure(CoachMemorySnapshot);
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const bool bRecommendedLaunchRecoveryGate =
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CoachMemorySnapshot.bNeedsScheduleFrictionRecovery
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&& CoachMemorySnapshot.PreferredQueueRecoveryAction
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== EHyperTwistTrainingQueueRecoveryAction::LaunchRecovery
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&& CoachMemorySnapshot.PreferredGuidanceLane
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== EHyperTwistTrainingCoachGuidanceLane::Recommended;
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if (!bRecommendedLaunchRecoveryGate && FMath::IsNearlyZero(MethodDrillRedirectPressure))
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{
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return true;
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}
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@ -661,18 +791,33 @@ namespace HyperTwistTrainingCoachLibraryInternal
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CurrentBrief.PriorityScore
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+ static_cast<float>(CoachMemorySnapshot.RecommendedGuidanceContinueBias)
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+ (static_cast<float>(CoachMemorySnapshot.SuppressedFollowUpQueuePressureCount) * 2.0f)
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+ (CoachMemorySnapshot.bHasRepeatRecommendationPressure ? 4.0f : 0.0f);
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+ (CoachMemorySnapshot.bHasRepeatRecommendationPressure ? 4.0f : 0.0f)
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+ (MethodDrillRedirectPressure * 1.5f);
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const float FollowUpRetentionScore =
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FollowUpBrief.PriorityScore
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+ static_cast<float>(CoachMemorySnapshot.FollowUpGuidanceContinueBias);
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+ static_cast<float>(CoachMemorySnapshot.FollowUpGuidanceContinueBias)
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+ (MethodDrillContinuationPressure * 1.25f);
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const bool bShouldCreate = FollowUpRetentionScore >= RecommendedPressureScore + 8.0f;
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if (!bShouldCreate && OutSuppressionReason != nullptr)
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{
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*OutSuppressionReason = FString::Printf(
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TEXT("Follow-up queue creation was suppressed because recommended-lane launch recovery is preferred (follow-up %.1f vs recommended %.1f)."),
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FollowUpRetentionScore,
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RecommendedPressureScore
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);
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if (MethodDrillRedirectPressure > MethodDrillContinuationPressure)
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{
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*OutSuppressionReason = FString::Printf(
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TEXT("Follow-up queue creation was suppressed because weak method-drill follow-up history is pushing control back toward broader recommended work (follow-up %.1f vs recommended %.1f, drillHistory=%d, avgDrillOutcome=%.1f)."),
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FollowUpRetentionScore,
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RecommendedPressureScore,
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CoachMemorySnapshot.MethodDrillFollowUpHistoryCount,
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CoachMemorySnapshot.MethodDrillFollowUpAverageOutcomeScore
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);
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}
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else
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{
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*OutSuppressionReason = FString::Printf(
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TEXT("Follow-up queue creation was suppressed because recommended-lane launch recovery is preferred (follow-up %.1f vs recommended %.1f)."),
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FollowUpRetentionScore,
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RecommendedPressureScore
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);
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}
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}
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return bShouldCreate;
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}
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@ -1896,12 +2041,19 @@ FHyperTwistCoachSessionQueueSummary UHyperTwistTrainingCoachLibrary::DeriveCoach
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bHasCompetingGuidanceEntry,
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bHasArchiveEntry
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);
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const float MethodDrillQueueBias =
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HyperTwistTrainingCoachLibraryInternal::ResolveMethodDrillFollowUpQueueBias(
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SourceLabel,
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CoachMemorySnapshot,
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bHasCompetingGuidanceEntry
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);
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Entry.PriorityScore = FMath::Clamp(
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Entry.PriorityScore
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+ GuidanceBias
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+ ArchiveCompetitionBias
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+ RecoveryActionBias
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+ DeferredLaunchBias,
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+ DeferredLaunchBias
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+ MethodDrillQueueBias,
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0.0f,
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100.0f
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);
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