
Gen 3 AI Bots: Why MCP-Orchestrated Agents Replace Flow Bots
Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.
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Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.

Not every message needs your most expensive model. The confidence_router node classifies queries and routes them to the right model tier — saving up to 83% on inference costs.

19 node types that treat AI as a first-class orchestration primitive — autonomous execution, dynamic model routing, and MCP integration on Durable Objects.

We built Aerostack because MCP configuration doesn't scale. Here's how we turned that into a platform where agents build infrastructure for other agents.