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Operations & Governance

Provides guides for monitoring, observability, quality evaluation, compliance, and domain-specific operations to ensure stable operation of production AI platforms.

This section comprehensively covers the following areas:

  • Monitoring & Observability: Agent state tracking, LLM tracing, token cost analysis
  • Quality Evaluation: RAG pipeline evaluation framework (Ragas)
  • Agent Management: Kubernetes-based agent lifecycle management (Kagent)
  • Enterprise Operations: Playbook, compliance, domain-specific customization
  • Vector Database: Milvus operations guide
Production Deployment Guides

For actual deployment architectures including MLOps pipeline setup and SageMaker-EKS integration, see the Reference Architecture section.

Documents​

📈
Agent Monitoring & Operations
Agent health and performance monitoring. LLM tracing integration, token cost tracking, alerting rules, and operational dashboard configuration.
👁️
LLMOps Observability
Comparison guide for Langfuse, LangSmith, and Helicone. LLM tracing, token cost analysis, and prompt quality monitoring.
🤖
Kagent: Kubernetes Agent Management
Kubernetes-based agent lifecycle management. Pod-based agent deployment, dynamic scaling, and health check integration.
✅
Ragas Evaluation
RAG pipeline quality evaluation framework. Faithfulness, Relevance, Correctness metrics, and CI/CD integrated automated evaluation.
📚
Agentic Playbook
Best practice collection for production agent operations. Scenario-based playbooks for incident response, performance tuning, and cost optimization.
🛡️
AI Gateway Guardrails
LLM Gateway-level Guardrails. PII Redaction, Prompt Injection defense, tool comparison (Guardrails AI/NeMo/Llama Guard/Bedrock), Korean financial sector compliance mapping.
🔒
Compliance Framework
Regulatory compliance and governance framework. GDPR, HIPAA, financial regulations, audit logging, and data protection policy development.
🎯
Domain-Specific Customization
Industry-specific agent customization guide. Specialized strategies and implementation patterns for finance, healthcare, manufacturing, and other domains.
🗄️
Milvus Vector Database
Production vector DB operations. Milvus cluster configuration, index optimization, backup/recovery, and performance tuning guide.