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Enterprise Multi-Agent Systems

Two thousand employees in three business units, Finance, Legal and Engineering, are about to get the research assistant from Chapter 1. It will reach the shared drive and the ticket system through MCP servers, and the public web through search and fetch tools. At one run per employee per working day that is 44,000 runs a month; at the $1.14 a run that Chapter 1 priced with prompt caching, about $50,000 at list price, with some forty runs in flight at the busiest hour. The demo never had to answer the four questions this deployment raises on its first day:

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