מפעל שחולם: 39 סוכנים AI, ללא פריימוורק

תקציר מקורי באנגליתMost AI demos are built around a toy workflow. Ira was built around a factory. This talk is the story of how a third-generation Indian machinery company built a multi-agent operating system that helps run sales, business development, recruitment, quoting, marketing, production context, email workflows, and organizational memory. Ira is not a chatbot and not a wrapper around a single framework. It is a company brain: 39 bounded specialist agents, Athena as orchestrator, a 17-stage request pipeline, Qdrant for document memory, Neo4j for relationships, Mem0 for long-term semantic memory, Postgres for CRM and recruiting data, Redis for coordination, and Cursor as the operating cockpit. The deeper lesson is architectural: companies do not need generic AI assistants. They need digital brains gro