Imoutotv Hot _verified_ <PREMIUM | Roundup>

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| ID | Requirement | Details | |----|-------------|---------| | | Hot Feed API | GET /api/v1/hot?type=global|personal&limit=20&offset=0 Returns an ordered list of video IDs with meta (title, thumbnail, creator, hotScore, rank). | | FR‑2 | Hot Score Calculation | Run a batch job every 5 min (or stream via Kafka) that computes a hotScore per video: hotScore = Σ (w_i * signal_i) * decay(age) Signals: - likes (w=1) - comments (w=1.2) - watchTimeSec (w=0.8) - shares (w=1.5) Decay: exp(-ageHours / τ) (τ ≈ 24 h). | | FR‑3 | Creator Caps | No more than 3 videos from the same creator in the top‑20 global Hot list. | | FR‑4 | Safety Filter | Only videos with moderationStatus = approved are eligible. If a video’s hotScore > threshold and moderationStatus = pending , auto‑escalate to moderation queue. | | FR‑5 | Cache Layer | Store the latest Hot list in a Redis Sorted Set ( ZADD hot:global score videoId ). TTL = 5 min. API reads from cache for sub‑second latency. | | FR‑6 | Personalization Slice | Compute a “personal” hot list by intersecting global Hot with a similarity filter: similarity(user, video) = cosine( userEmbedding, videoEmbedding ) . Return top‑N after similarity ranking. | | FR‑7 | Analytics & Auditing | Log every Hot list generation event (timestamp, algorithm version, top‑10 IDs) to a Kafka topic for downstream BI. | | FR‑8 | Front‑end UI | • Horizontal carousel (mobile) and grid (desktop). • Each tile shows thumbnail, hotScore badge (e.g., 🔥 1.2k), creator avatar. • “Refresh” button to reload the list. | | FR‑9 | A/B Testing Hook | Enable toggling of the Hot feature per‑user via feature flag ( hot_enabled ). Allows rollout experiments. | | FR‑10 | Rate‑limit | API limited to 30 req/min per user/IP to protect the cache. |