| Risk | Impact | Mitigation | |------|--------|------------| | | Poor relevance → early churn | Use “global hot” fallback and quickly gather implicit feedback (clicks) to personalize. | | Model bias / inappropriate content | Reputation damage | Filter output through a moderation layer (keyword blacklist, human review for top‑ranked results). | | Performance under spike | Slow load → bounce | Deploy Redis cache + CDN edge‑computing; auto‑scale containers on CPU thresholds. | | Privacy regulations | Legal exposure | Store only hashed user IDs, honor opt‑out, provide clear privacy notice. | | Creator over‑reliance on AI | Homogenized content | Show AI suggestions as options , not mandatory; encourage manual editing. |
| ID | Description | Priority | Acceptance Criteria | |----|-------------|----------|----------------------| | | Render personalized carousel with up to 10 cards. | High | Cards show title, thumbnail, short excerpt, and a “Read” button. The carousel is swipeable on mobile and arrow‑navigable on desktop. | | F‑002 | “Ask the Bot” text field with auto‑complete suggestions. | High | Typing “how to…”, “best practices for …” triggers dropdown suggestions; pressing Enter returns a list of 3–5 matching articles. | | F‑003 | “Draft‑Assist” modal for logged‑in creators. | Medium | Modal includes: (a) auto‑generated headline, (b) 3‑bullet outline, (c) suggested tags, (d) “Insert into editor” button. | | F‑004 | Community Pulse badge area (Trending / Hot Discussion). | Medium | Shows top 3 items per badge; each badge is clickable and routes to the full list page. | | F‑005 | Feedback capture (thumbs up/down) per recommendation. | High | Clicking feedback sends a POST with contentId, userId, sentiment and updates UI to reflect selection. | | F‑006 | Server‑side API endpoints: /feed , /assist , /feedback , /pulse . | High | All endpoints respond within 200 ms (95 % of requests) under load of 5 k concurrent users. | | F‑007 | Graceful fallback for anonymous users (non‑personalized “Top Picks”). | High | If no user data, feed displays globally popular content. | | F‑008 | GDPR‑compliant data handling – anonymize IP, give opt‑out. | Critical | Users can disable “Personalized Hub” from account settings; all logs respect consent flags. | | F‑009 | A/B test variations (carousel vs. list view). | Low | Ability to toggle variant via feature flag; collect conversion metrics. | wwwxx.nxcom
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The document is broken into the usual product‑management sections—problem statement, objectives, user stories, functional & non‑functional specs, UI/UX mock‑up ideas, tech‑stack considerations, and rollout plan—so you can plug it directly into your product backlog, design system, or engineering sprint. | | Privacy regulations | Legal exposure |