Helperize HyperTwist recommendation history classifiers

This commit is contained in:
axiomlogicnexus 2026-06-30 01:15:45 +00:00
parent ebb2e7f9c1
commit ebabc6e4d6
3 changed files with 154 additions and 204 deletions

View file

@ -1197,110 +1197,60 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
== TEXT("coach-memory-aligned-follow-up-packet-structure-broad-recommended");
}
bool TryCountRepeatedReliableSuffixes(
const FString& SourceLabel,
const TCHAR* BaseLabel,
int32& OutReliableSuffixCount
)
{
OutReliableSuffixCount = INDEX_NONE;
if (!SourceLabel.StartsWith(BaseLabel))
{
return false;
}
FString Remaining = SourceLabel.RightChop(FCString::Strlen(BaseLabel));
int32 ReliableSuffixCount = 0;
while (!Remaining.IsEmpty())
{
if (!Remaining.StartsWith(TEXT("-reliable")))
{
return false;
}
Remaining.RightChopInline(9, false);
ReliableSuffixCount += 1;
}
OutReliableSuffixCount = ReliableSuffixCount;
return true;
}
bool MatchesAcceptedAlignedRecommendationHistoryOutcomeSource(
const FString& SourceLabel,
const TCHAR* OutcomeLabel,
const TCHAR* DependabilityLabel
)
{
if (SourceLabel == OutcomeLabel)
{
return true;
}
int32 ReliableSuffixCount = INDEX_NONE;
return TryCountRepeatedReliableSuffixes(
SourceLabel,
DependabilityLabel,
ReliableSuffixCount
);
}
bool IsAcceptedAlignedTightFollowUpPacketOutcomeSource(const FString& SourceLabel)
{
return SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-outcome")
|| 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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-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-reliable-reliable-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-reliable-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-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-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-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-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-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-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-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-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-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-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-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")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-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")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability-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")
|| 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("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")
|| 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")
|| 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")
|| 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")
|| 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")
|| 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("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-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-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-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-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-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-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-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
return MatchesAcceptedAlignedRecommendationHistoryOutcomeSource(
SourceLabel,
TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-outcome"),
TEXT("recommendation-history-accepted-aligned-tight-follow-up-packet-reliable-exact-branch-dependability"))
|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-tight-"))
|| SourceLabel.StartsWith(
TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-tight-"))
@ -1313,108 +1263,10 @@ namespace HyperTwistTrainingRepositoryLibraryInternal
bool IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(const FString& SourceLabel)
{
return SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-outcome")
|| 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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-reliable")
TEXT("-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
TEXT("-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-reliable-reliable-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-reliable-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-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-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-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-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-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-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-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-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-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-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-reliable-reliable-reliable-reliable-reliable")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-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")
|| SourceLabel
== TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability-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")
|| SourceLabel
== 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
== 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")
|| 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")
|| 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")
|| 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")
|| 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")
|| 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("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-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-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-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-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-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-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-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-reliable-reliable-reliable-reliable-reliable-reliable-reliable-reliable")
return MatchesAcceptedAlignedRecommendationHistoryOutcomeSource(
SourceLabel,
TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-outcome"),
TEXT("recommendation-history-accepted-aligned-broad-recommended-packet-reliable-exact-branch-dependability"))
|| SourceLabel.StartsWith(TEXT("coach-memory-dashboard-aligned-follow-up-packet-broad-"))
|| SourceLabel.StartsWith(
TEXT("coach-memory-dashboard-accepted-aligned-follow-up-packet-broad-"))

View file

@ -1923,3 +1923,52 @@ Latest validation-benchmark ritual-state lookup split follow-up on `2026-06-30`:
- the next worthwhile continuation remains another bounded
validation-library or training-repository seam rather than fresh
product-topology or renderer widening
Latest recommendation-history classifier helperization follow-up on
`2026-06-30`:
- the next same-family continuation then reduced one real part of the
oversized training-repository hotspot without widening simulator, website,
or roadmap scope:
- added `TryCountRepeatedReliableSuffixes(...)` plus
`MatchesAcceptedAlignedRecommendationHistoryOutcomeSource(...)` inside
`HyperTwistTrainingRepositoryLibrary.cpp`
- replaced the giant literal enumeration bodies of
`IsAcceptedAlignedTightFollowUpPacketOutcomeSource(...)` and
`IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(...)` with the new
helperized path
- this keeps the accepted-aligned recommendation-history source truth the
same while removing the brittle repeated `-reliable` suffix expansion debt
- the HyperTwist-owned refactor loop stayed healthy on that exact native
packet:
- `scripts/run-hypertwist-sentrux-source-only.sh`
- `Quality: 6245`
- all `7` rules pass
- `scripts/run-hypertwist-sentrux-gate.sh`
- comparison result:
- `Quality: 6234 -> 6245`
- `Coupling: 0.15 -> 0.15`
- `Cycles: 0 -> 0`
- `God files: 1 -> 1`
- `No degradation detected`
- `scripts/run-hypertwist-gitnexus-analyze.sh`
- the retained local GitNexus native payload still failed cleanly on this
Linux host with `ERR_DLOPEN_FAILED`, so the wrapper truthfully fell back
to `npx gitnexus@latest`
- the refreshed bounded source-only analyzer pass then completed at
`16,566` nodes, `39,157` edges, `680` clusters, and `300` flows
- `scripts/run-hypertwist-gitnexus-status.sh`
- reported `Indexed commit: 8ef7357`, `Current commit: 8ef7357`, and
`Status: up-to-date`
- the canonical Windows Unreal proof for that native follow-up then passed
through the maintained reverse-SSH lane:
- `scripts/run-hypertwist-remote-unreal-build.sh --worktree-root 'C:\htpp'`
- `Target is up to date`
- `Result: Succeeded`
- UnrealBuildTool `Total execution time: 6.50 seconds`
- current truthful reading after this native follow-up:
- the accepted-aligned recommendation-history classifier debt is now reduced
materially, but the larger coach-session queue and recommendation-history
summary bodies still remain real vanilla-refactor hotspots
- the next worthwhile continuation remains another bounded
training-repository seam instead of product-topology or renderer widening

View file

@ -2746,3 +2746,52 @@ Latest same-family responsive public-route expansion follow-up on `2026-06-29`:
- the next worthwhile continuation remains another bounded
validation-library or training-repository seam instead of fresh
product-topology widening
## Latest recommendation-history classifier helperization follow-up
(`2026-06-30`)
- the next same-family continuation then reduced one real part of the
oversized training-repository hotspot without widening simulator, website,
or roadmap scope:
- added `TryCountRepeatedReliableSuffixes(...)` plus
`MatchesAcceptedAlignedRecommendationHistoryOutcomeSource(...)` inside
`HyperTwistTrainingRepositoryLibrary.cpp`
- replaced the giant literal enumeration bodies of
`IsAcceptedAlignedTightFollowUpPacketOutcomeSource(...)` and
`IsAcceptedAlignedBroadRecommendedPacketOutcomeSource(...)` with the new
helperized path
- this keeps the accepted-aligned recommendation-history source truth the
same while removing the repeated `-reliable` suffix expansion debt
- the HyperTwist-owned refactor loop stayed healthy on that exact native
packet:
- `scripts/run-hypertwist-sentrux-source-only.sh`
- `Quality: 6245`
- all `7` rules pass
- `scripts/run-hypertwist-sentrux-gate.sh`
- comparison result:
- `Quality: 6234 -> 6245`
- `Coupling: 0.15 -> 0.15`
- `Cycles: 0 -> 0`
- `God files: 1 -> 1`
- `No degradation detected`
- `scripts/run-hypertwist-gitnexus-analyze.sh`
- the retained local GitNexus native payload still failed cleanly on this
Linux host with `ERR_DLOPEN_FAILED`, so the wrapper truthfully fell back
to `npx gitnexus@latest`
- the refreshed bounded source-only analyzer pass then completed at
`16,566` nodes, `39,157` edges, `680` clusters, and `300` flows
- `scripts/run-hypertwist-gitnexus-status.sh`
- reported `Indexed commit: 8ef7357`, `Current commit: 8ef7357`, and
`Status: up-to-date`
- the canonical Windows Unreal proof for that native follow-up then passed
through the maintained reverse-SSH lane:
- `scripts/run-hypertwist-remote-unreal-build.sh --worktree-root 'C:\htpp'`
- `Target is up to date`
- `Result: Succeeded`
- UnrealBuildTool `Total execution time: 6.50 seconds`
- current truthful reading after this native follow-up:
- the accepted-aligned recommendation-history classifier debt is now reduced
materially, but the larger coach-session queue and recommendation-history
summary bodies still remain real vanilla-refactor hotspots
- the next worthwhile continuation remains another bounded
training-repository seam instead of fresh product-topology widening