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How Postman runs Agent Mode for 40 million developers on Amazon Bedrock

Not a pilot. Postman scaled Agent Mode to 40 million developers on Amazon Bedrock—here's the architecture that actually works at that scale.

Illustration of independent geometric mechanisms passing paper tasks along branching amber tracks.
AI agents and the coordination of work.AI illustration by KeyNews
The KeyNews take

Why it matters

Postman and AWS published a detailed operational blueprint for running agents in production at massive scale, focusing on tool sprawl control, schema-based reads, and context management. This is practical deployment engineering, not a product announcement—the patterns apply to any enterprise building agents for millions of users.

The key facts

5 to know
  1. Postman Agent Mode deployed to 40 million developers

  2. Runs on Amazon Bedrock

  3. Three core architectural patterns: controlling tool sprawl, schema-based reads, context as bottleneck

  4. Published as AWS blog technical deep-dive (Oct 9, 2026)

  5. Focus on production scaling, not demo capability

Go to the source

AWS Machine Learning Blogaws.amazon.com

Publisher excerpt: Building an AI agent that works in a demo is a different problem from running one for 40 million developers. Postman and AWS share the architectural patterns behind Agent Mode: controlling tool sprawl, exposing schema-based reads, and treating context as the real bottleneck, plus how it runs on…
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