Untitled session

The agent performed a read-only trace of the VOD Manager highlights pipeline. It grep'd for the core symbols, then read every relevant file: HighlightScorer (chat z-score windows, event weights, transcript keyword density, dedup/merge, top-N, MIN_SCORE_THRESHOLD), StreamHighlightDetector (persist top-N into stream_highlights, delete un-clipped rows first), DetectStreamHighlightsJob (bulk queue, 1800s timeout, dispatches RefineHighlightWithLlmJob when a refinement backend is set), GenerateHighlightClipJob (ffmpeg stream-copy cut → new vods row type=highlight, back-ref via generated_clip_vod_id, idempotent), plus the newer-than-CLAUDE.md LLM refinement layer (StreamHighlightRefinement model + migration, HighlightRefinementDispatcher with MAX_ITERATIONS=3, Gemini + Mock backends, RefinementResult/RefinementWindow), and DownloadHighlightJob (dedicated download-highlight-{priority,standard,bulk} queues, 3600s timeout). It confirmed the stream_highlights schema/model, the vodmanager:detect-highlights console command, Horizon supervisors (highlight-supervisor, generalist-supervisor bulk queue), routing (/streams/{stream}/highlights + /highlights index, feature:highlights middleware), UI entry points (StreamHighlights Livewire + createClip actions in StreamShow and Replay, _highlight-card.blade.php), the per-account toggles in Settings/PremiumFeatures (detect_highlights, highlight_refinement_backend), and Features gating (HIGHLIGHTS = beta; beta/ambassador/admin tiers). It also traced storage-quota interactions: QuotaService (bytes-based per-assignment), FreeTierLimits (highlights count toward the VOD bucket), and Vod::canKeepForever (free tier only for ambassadors).

2 days ago → 2 days ago