Lordenees Exclusive Jun 2026

| | Out of Scope | |---|---| | • Real‑time recommendation engine (collaborative filtering + content‑based) • UI component: “Discover” carousel/grid • Personalization settings (opt‑out, interest tags) • A/B testing framework for feed variations • Server‑side caching & fallback to “Trending” when model unavailable | • Full‑blown “Explore” marketplace (only feed) • Deep‑learning model training pipeline (handled by data‑science team) • Multi‑language support (initially English only) • Offline / cached recommendations for no‑network mode |

| # | As a … | I want … | So that … | |---|---|---|---| | | Registered user | to see a “Discover” feed on the home screen that shows 10‑12 items tailored to my past behavior | I quickly find content I’ll love without scrolling through everything | | 5.2 | Guest user | a “Discover” feed that uses anonymous session data (e.g., clickstream) | I still get a relevant experience before I sign‑up | | 5.3 | Power user | to fine‑tune my interests via a “My Interests” toggle (e.g., categories, tags) | the feed respects my explicit preferences | | 5.4 | User | to hide a single item from the feed (✖️) | the system learns I don’t like that type of content | | 5.5 | Product manager | to run an A/B test that swaps the recommendation algorithm (CF vs. CB) | I can measure which model drives higher engagement | | 5.6 | Developer | a stable REST/GraphQL endpoint that returns a JSON payload of recommended items with ranking scores | I can render the feed in any front‑end framework | | 5.7 | Ops | health‑check metrics (latency, error rate, cache hit‑rate) exposed via Prometheus | I can monitor the service and set alerts | lordenees

If you work in a two‑week sprint model, split weeks 1‑2 and 3‑4 accordingly. | | Out of Scope | |---|---| |

openapi: 3.0.3 info: title: Lordenees Discover Feed API version: 1.0.0 paths: /api/v1/discover: get: summary: Get personalized discover feed security: - bearerAuth: [] parameters: - name: limit in: query schema: type: integer, default: 12, maximum: 30 - name: offset in: query schema: type: integer, default: 0 - name: locale in: query schema: type: string, default: "en-US" responses: '200': description: Feed response content: application/json: schema: $ref: '#/components/schemas/DiscoverResponse' '429': description: Rate limit exceeded '500': description: Service error – fallback to trending list components: securitySchemes: bearerAuth: type: http scheme: bearer schemas: DiscoverItem: type: object required: [id, title, thumbnailUrl, score, type] properties: id: type: string type: type: string, enum: [article, video, product] title: type: string thumbnailUrl: type: string, format: uri score: type: number, format: float, minimum: 0, maximum: 1 metadata: type: object additionalProperties: true DiscoverResponse: type: object properties: items: type: array items: $ref: '#/components/schemas/DiscoverItem' algorithm: type: string enum: [collaborative, content, hybrid, trending] generatedAt: type: string format: date-time format: uri score: type: number

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