An enterprise-level AI intelligent agent platform, covering intelligent dialogue, document knowledge Q&A, internet search, RAG retrieval, MCP tool protocol, Skills expansion and other comprehensive capabilities. The three-layer actuator system, dual-channel hybrid retrieval, combined block engine, session memory management, and full-link observability, each link has undergone in-depth design and engineering refinement.