AWS Architecture Blog

Dev Arora

Author: Dev Arora

Dev is a Technical Account Manager at AWS. He specializes in cloud observability, GenAI infrastructure, Amazon Connect and large-scale migrations - helping enterprise customers optimize performance and operational resilience on AWS. Dev has led initiatives spanning Amazon Managed Prometheus, EKS, GPU-intensive AI/ML workloads and Amazon Connect. He’s passionate about turning complex architectural challenges into scalable, production-ready solutions that drive measurable business outcomes.

Closing the AI agent trust gap with graduated autonomy

Closing the AI agent trust gap with graduated autonomy

Most teams give AI agents either full access or read-only, leaving value unused or risk unmanaged. This post describes graduated autonomy, an architectural pattern in which agents earn expanded permissions through sustained reliability and lose them when performance degrades, built on Amazon Bedrock AgentCore, Amazon DynamoDB, and AWS CodePipeline.