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The challenge specific to Square is scale and complexity. A seller running a small business might interact with hundreds of different tools across invoicing, inventory, customer management, marketing, payroll, and scheduling. Managerbot must navigate all of them coherently within a single agentic loop. "This isn't like, you know, you load a skill and call it a day — think about hundreds of skills," Avé said. "Actually, managing the context and managing the way that we progressively disclose tools, and some of the other innovation that we have at the harness layer, is I think some of the secret sauce."