Vmbgvbot ~repack~ May 2026
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5. Recommendations & Next steps (prioritized)
- Configure persistent datastore (conversation and user-state): PostgreSQL or DynamoDB.
- Connect knowledge base / FAQ data source and enable semantic search.
- Implement multi-turn context manager (session IDs, short-term memory).
- Add input validation, rate limiting, and basic auth for admin endpoints.
- Create automated tests (unit + integration) and add CI pipeline.
- Prepare deployment manifests (Docker, Kubernetes Helm chart) and autoscaling policy.
- Run load and security testing before public rollout.
- Define monitoring & alerting (metrics, logs, SLOs).
Providing the source or context (such as a GitHub link or specific industry) will help me generate a more accurate article. vBots Intelligent Automation by Coventus - Catalyit 15 Jan 2026 — vmbgvbot
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