FINDING #7330 · UNIT ID 876545970
NVIDIA-AI-Blueprints/video-search-and-summarization
NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.14
ACCEL
+0.50
RETENTION
0.0%
PEAK 2026-08-30 · FORK-RETENTION 0.0% · 15 STARS / WINDOW
Author Audience
AUDIENCE
4,450
FOLLOWERS
1,455
OWNER ★
7,698
Engagement Signals
FORKS
381
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 15 / 15 (DIVERSITY 1.00)
Why This Is A Finding
NVIDIA-AI-Blueprints/video-search-and-summarization собрал 15 звёзд за окно, тогда как у автора всего 1,455 подписчиков — эффективная аудитория ≈ 4,450. Это даёт surprise-индекс 0.000477 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 25% OF 9755 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 25%
VELOCITY2.143.71-1.57ABOVE 25%
RETENTION0.0%37.5%-37.5 PPABOVE 0%
FORKS38190+291ABOVE 82%
SURPRISE0.000.01-0.01ABOVE 10%