Building a Corporate Brain with 39 Agents
AI Engineer · youtube · 2026-07-12
This talk explores how Machinecraft transforms AI into a genuine "corporate brain" operating within a company.
The speaker introduced Ira: a multi-agent operating system designed for sales, BD, recruiting, pricing, marketing, production context, email, and organizational memory. Rather than a single chatbot, the system consists of 39 constrained specialized agents, an orchestrator, a 17-step request pipeline, and various storage/retrieval components:
- Qdrant: Document memory
- Neo4j: Relationship graph
- Mem0: Long-term semantic memory
- Postgres: CRM and recruiting data
- Redis: Coordination
- Cursor: Primary operational interface
The core message is that companies don't need generalized SaaS dashboards; they need a "digital brain" built on their own documents, relationships, processes, and values. The author also proposed the "Fork My Brain" concept: deploy an AI special ops team into a company for a week to map out the business, connect necessary data, set up workflows, and leave behind a forkable digital brain that employees can continue to operate.
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