Aws Agentcore

You get serverless runtime, Lambda-to-tool conversion through Gateway, multi-strategy memory that persists across sessions, and supervisor patterns for multi-agent workflows. The official samples repo has eight real use cases including customer support with OAuth and a Python IDE with code interpreter, which tells you AWS is serious about this being more than vaporware. If you're already on AWS and need agent infrastructure that handles auth, observability, and guardrails out of the box, this is the straightforward path. It's framework-agnostic, so you can use it with LangGraph or roll your own.