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TOPIC · ENTITY #16247

vector database of tool embeddings

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COMPANIES · 1 SOURCE · AWS Machine Learning

Postman runs Agent Mode for 40 million developers on Amazon Bedrock

Postman describes how its Agent Mode — an AI-native interface for API testing, documentation, discovery, and implementation — is run in production for ~40 million developers using Amazon Bedrock. The post details architectural patterns (controlling tool sprawl, schema-based reads, treating context as the bottleneck), operational choices (geographically scoped cross-Region inference, model-dependent zero-data-retention, multi-tier prompt caching), human approval before state changes, and use of Amazon Bedrock Guardrails to redact PII; it also explains narrowing >170 tools to ~15 via a vector database of tool embeddings to limit the model's tool surface.

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