Juq 699 -

(under Insights → Tagging )

I’m unable to identify or provide a write-up for something labeled — it doesn’t correspond to any known public case, product code, regulation, or academic reference I can verify. juq 699

| Category | Requirement | |----------|-------------| | | Tag suggestion latency ≤ 300 ms (95th percentile). Search latency ≤ 500 ms. | | Scalability | Must handle up to 10 k QPS during peak hours; horizontal scaling via container orchestration (K8s). | | Security | All API traffic TLS 1.2+, role‑based access control (RBAC) for admin settings. | | Observability | Export Prometheus metrics: juq699_tag_latency_seconds , juq699_search_latency_seconds , juq699_error_total . | | Maintainability | Model version stored in a config map; ability to hot‑swap without downtime. | | Compliance | Data processed stays within the EU/US region as required by GDPR/CCPA. | (under Insights → Tagging ) I’m unable to

| Risk | Likelihood | Impact | Mitigation | |------|------------|--------|------------| | – tags become less relevant as language evolves | Medium | High | Schedule weekly re‑training on latest data; monitor acceptance rate and trigger auto‑retrain if < 60 %. | | Performance spikes during large batch uploads | Low | High | Use a separate “batch‑mode” endpoint that processes asynchronously and writes tags in bulk. | | Privacy breach if model sends data to external API | Low | Critical | Run all inference on‑prem; enforce data‑masking for any logging. | | User confusion over auto‑suggested tags | Medium | Medium | Provide clear UI affordances (tooltips, “Why this tag?”) and easy reject options. | | Tag taxonomy conflict with existing manual taxonomy | Medium | Medium | Admin UI to map auto‑generated tags to canonical taxonomy; allow black‑listing of problematic tags. | | | Scalability | Must handle up to

(global header)

Users spend a lot of time manually classifying and locating content (documents, images, tickets, etc.). Existing keyword‑only search returns too many irrelevant results, while the current tagging system is static and requires users to remember a predefined taxonomy.