Amazon Bedrock

Amazon Bedrock AgentCore is AWS’s production platform for deploying, securing, observing, and governing AI agents built with frameworks such as LangGraph, CrewAI, LlamaIndex, and Strands Agents. Use it when your agent needs managed runtime isolation, enterprise identity, tool governance, memory, evaluation, and AWS-native operations instead of another prototype server. What Is Amazon Bedrock AgentCore? Amazon Bedrock AgentCore is a managed AWS platform for taking code-first AI agents from local development to production operations with runtime hosting, memory, identity, tool access, observability, policy, browser automation, and code execution. AWS made AgentCore generally available on October 13, 2025, and GA added VPC, AWS PrivateLink, AWS CloudFormation, and resource tagging across its services. The important detail is that AgentCore is not a new prompt format or a single agent framework. It is the production control plane around agents you already build with frameworks such as LangGraph, CrewAI, LlamaIndex, and Strands Agents, and it can work with different foundation models. The platform matters because production agents fail in places demos ignore: credentials, network boundaries, tool authorization, memory drift, tracing, replay, cost, and incident response. The takeaway: Amazon Bedrock AgentCore is the AWS operations layer for serious agent deployments. ...

AWS Frontier Agents reached general availability on March 31, 2026, marking the most significant expansion of Amazon’s AI portfolio since Bedrock launched in 2023. Two production-ready agents — the AWS Security Agent and the AWS DevOps Agent — are now available to all AWS customers, backed by Amazon Bedrock and powered by Claude models from Anthropic. This review covers architecture, performance benchmarks, competitive positioning against Azure AI Agent Service and Google Cloud Agent Builder, and a practical deployment guide so you can get Frontier Agents running in your own pipeline today. ...

AWS Strands Agents is an open-source Python and TypeScript SDK that lets you build production-ready AI agents in under 10 lines of code. Released by AWS in May 2025 and reaching 14 million+ downloads, it uses a model-driven loop where you describe a goal, attach tools, and the agent decides at runtime what to call and in what order. What Is AWS Strands Agents SDK? AWS Strands Agents SDK is an open-source AI agent framework developed by Amazon Web Services that uses a model-driven paradigm — you describe what you want the agent to achieve, attach a set of tools, and the underlying LLM decides which tools to call, in which order, and when to stop. Unlike graph-based frameworks that require you to wire explicit nodes and edges, Strands agents reason dynamically at runtime, adapting their execution plan based on intermediate results. Since its preview launch in May 2025, Strands has accumulated 14 million+ downloads and powers internal AWS services including Amazon Q Developer, AWS Glue, and the VPC Reachability Analyzer. The SDK supports 9+ model providers — Amazon Bedrock, Anthropic, OpenAI, Gemini, LiteLLM, Llama, Ollama, and Writer — through a unified API, so you can prototype locally with Ollama and deploy to Bedrock without touching your agent logic. Version 1.0 added Graph, Swarm, and Workflow multi-agent patterns and the A2A (Agent-to-Agent) protocol for cross-framework interoperability. The result is the lowest barrier-to-entry of any major agent framework available in 2026. ...