
Building Enterprise Multi-Agent AI Systems: RAG, Tool-Calling, and Real-Time Memory at Scale
How we architected an autonomous multi-agent cluster handling vector embeddings, deterministic tool orchestration, and cross-session semantic memory with sub-second response times.






