development-guides

Custom node development in the Kailash SDK involves designing validated nodes and async nodes for specialized business logic. You can build reusable extensions that integrate seamlessly into complex async workflows while maintaining deterministic execution.

Implementing MCP servers and tool execution flows requires orchestrating workflow patterns that work in real applications. You need to design MCP integration that connects tool execution with your core workflow components for reliable application behavior.

Production deployment patterns for Kailash SDK systems require applying monitoring, resilience, security, and testing configurations. Enterprise-grade systems need runtime hardening and error handling to ensure production-safe execution across complex workflow operations.

The Kailash SDK supports async workflows through Python workflow patterns that include node validation and runtime selection. Complex automation platforms can leverage these capabilities for deterministic and production-safe execution across advanced engineering scenarios.

Testing and securing RAG components in a Kailash SDK workflow deployment involves applying enterprise-grade testing plans and security patterns. You validate node behavior, monitor runtime execution, and harden error handling to ensure production-safe RAG operations.