ScamScreener for Hypixel Skyblock

Added

• New FunnelSignalStage with per-player sequence tracking (ring buffer + TTL) and funnel evidence in warnings.
• Intent tagging layer (IntentTagger) with tags for offer/rep/redirect/instruction/payment/community anchor.
• Obfuscation-aware redirect detection for variants like spaced or leetspeak platform mentions.
• Configurable funnel settings and intent patterns in rules config (window size/time, weights, negative-intent patterns).
• Channel-aware message context parsing (pm, party, team, public) for pipeline and training features.
• New AI feature stack with dense feature space + funnel context tracker (AiFeatureSpace, AiFunnelContextTracker).
• Expanded training CSV schema with conversation/window and funnel-aware fields (window_id, intent fields, stage hits, funnel metrics, hard negatives, sample weights).
• Additional AI rule signal: LOCAL_AI_FUNNEL_SIGNAL plus dedicated funnel tuning config (localAiFunnelMaxScore, localAiFunnelThresholdBonus).
• Warning action tag [block] to run /block <player> from risk messages.
• Model update metadata now includes model schema version in scripts/model-version.json.

Changed

• Detection pipeline order updated so Funnel runs before AI scoring, allowing the model to consume live funnel context.
• Local AI model format and training were reworked to support dense+token scoring and a dedicated funnel head (funnelHead) in the same model file.
• Local AI trainer now trains main and funnel heads from the same CSV (funnel labels inferred from funnel markers).
• Auto-captured training samples now persist full detection-aware feature rows instead of plain text-only rows.
• Local AI scoring can emit multiple AI signals in one pass (general + funnel-focused).
• Funnel-AI trigger threshold and max score are sourced from ScamRulesConfig (no hardcoded trigger values).
• Model updater validates schema and preserves/normalizes funnel-head weights on apply/merge.
• Model version update script validates schema before calculating SHA and publishing metadata.
• Warning action tags use direct one-click command execution ([legit], [scam], [blacklist], [block]).
• Internal player tracking/training/debug flow now uses anonymized speaker keys and anonymized training capture context.

Removed

• Removed legacy training flag pipeline (TrainingFlags, TrainingTypeAiClassifier).
• Removed legacy local-model migration path from root config for AI model loading.

Fixed

• System-message filtering was tightened for party/trade/co-op lines so they stay out of detection/training.
• Chat lines starting with [NPC] are treated as system messages and excluded from player detection/training capture.

Kept

• Risk warning messages still show the real player name for in-game risk message context.