development-guides

Custom nodes extend Kailash by subclassing Node, defining parameters, and implementing execute() logic. Define input/output types, handle async patterns, and integrate with your workflow. The SDK provides NodeParameter for schema validation and execution hooks for production workloads.

Production RAG deployment requires modular architecture, async patterns for concurrent requests, security hardening, and monitoring instrumentation. Kailash guides cover database integration, vector indexing, caching strategies, and scaling patterns for enterprise environments.

Yes. Kailash supports async node development via async/await. Integrate aiohttp for HTTP operations within custom nodes to handle concurrent API calls, streaming, and non-blocking I/O at scale without blocking the execution engine.

MCP server development with Kailash involves defining protocol handlers, managing client connections, and exposing custom nodes as endpoints. The SDK provides patterns for authentication, request routing, and state management in distributed architectures.

Production Kailash deployments require structured logging, metrics collection, distributed tracing, secret management, and access controls. Guides cover threat modeling, audit trails, compliance patterns, and observability instrumentation for enterprise security.

Understanding Python async/await, pydantic validation, and HTTP fundamentals is prerequisite. Kailash guides bridge from basics to advanced patterns with step-by-step code samples, but assume familiarity with async concurrency and SDK fundamentals.