Mukd-482

Alpha-7-Verify-1

| Dependency | Reason | |------------|--------| | | Provides canonical tag list and hierarchy. | | ML Platform (MLflow + SageMaker/Vertex) | For model training, versioning, and serving. | | Feature Flag Service | To turn the feature on/off per environment. | | Analytics pipeline (Kafka → Snowflake) | To ingest feedback events. | | Front‑end component library | Existing UI components for dropdowns and chips. | | Assumptions | - Sufficient historical article‑tag data (≥ 150 k labeled pairs). - Authors have permission to view the full taxonomy (no restricted tags). | MUKD-482

If you could provide more context or information about "MUKD-482," I would be happy to rewrite the article to better suit your needs. | | Analytics pipeline (Kafka → Snowflake) |

| # | As a… | I want to… | So that… | |---|--------|-----------|----------| | | Content author | See tag suggestions while typing the article body or title. | I don’t have to think about the taxonomy and can keep my focus on writing. | | US‑2 | Content author | Accept a suggestion with a single click or keyboard shortcut (e.g., Enter ). | Tagging is fast and frictionless. | | US‑3 | Content author | Dismiss a suggestion ( Esc or ❌) and optionally provide a reason (e.g., “Irrelevant”). | The system learns from my feedback and improves future suggestions. | | US‑4 | Editor | Review a “suggestion log” that shows which AI‑suggested tags were accepted/rejected for each article. | I can audit tagging quality and override if needed. | | US‑5 | Product analyst | Export tagging‑accuracy reports (acceptance rate, precision/recall) per taxonomy branch. | I can gauge the health of the taxonomy and the AI model. | | US‑6 | System (backend) | Store author‑feedback events in the analytics pipeline for model retraining. | The AI model continuously improves without manual re‑labeling. | | US‑7 | Platform admin | Configure which taxonomies are exposed to the suggestion engine (e.g., enable/disable certain tag groups). | We can roll out gradually or limit suggestions for sensitive domains. | - Authors have permission to view the full