Role in the AI engineering matrix: platform baseline for multi-agent workflow state, RAG, hybrid retrieval, memory, knowledge graph retrieval, evidence scoring, citations, evaluation, and observability.

This baseline points reviewers to docs/evidence/README.md, demo paths, CI workflows, release history, and platform architecture documents.

First stable release for KnowledgeOps Agent.

Highlights:

• Enterprise RAG workflow with PDF ingestion, tenant-aware retrieval, citations, and ReAct trace streaming.
• Async ingestion pipeline with Redis Stream or RabbitMQ, retries, DLQ, idempotency, and job status tracking.
• Production-oriented security with API Key, JWT, refresh tokens, RBAC, tenant isolation, rate limiting, and audit logs.
• Full observability baseline with Prometheus, Loki, Tempo, Alertmanager, Promtail, structured logs, and operational runbooks.
• Docker Compose full-stack startup, Flyway migrations, CI, regression evaluation, integration tests, and k6 load scripts.

Documentation: https://however-yir.github.io/knowledgeops-agent/