Introduction Amazon Bedrock AgentCore Gateway is the most pragmatic way to host a Model Context Protocol server on AWS today. Declare your tools as OpenAPI or as Lambda targets, get a managed multi-target MCP endpoint, and inherit AWS-native authentication via a customJwtAuthorizer. For machine-to-machine traffic that …

If you've been using Claude Code for AWS development, you've probably seen the pattern: you paste a CloudFormation snippet into your session, Claude suggests something plausible, you deploy it, and the stack events stream lights up with CREATE_FAILED on a property the model couldn't have known about — because its …

If you run claude against Amazon Bedrock across a dozen repos, your bill arrives as one opaque number. Until recently, the workaround was clunky — create an application inference profile per project, swap them by hand, hope you remembered which one was active. In April 2026, AWS shipped native per-principal cost …

Two recordings sat on my disk waiting to be turned into searchable text. A 4-hour 13-minute discussion from a TGO founders' group — eight speakers, Chinese, Zoom audio. A 1-hour 8-minute podcast episode (屠龙之术 Vol.94 × 知本论) where two hosts spent the whole hour dissecting OpenClaw — its positioning, the AI-agent …

In a previous post, the AI Digital Engineer pattern was introduced, featuring a single Claude Code agent guided by Skills and enforced by Hooks to execute a complete engineering workflow. This approach demonstrated effectiveness in delivering production-ready code with guaranteed quality gates. However, a fundamental …

In a previous post, I introduced an AWS CDK project for deploying OpenHands on EC2, featuring Cognito authentication and Aurora PostgreSQL. While this architecture successfully facilitated initial deployment, operating a shared AI coding platform for a team revealed three fundamental limitations: Shared Resources: All …

Executive Summary This article provides a deep-dive technical analysis of the Model Context Protocol (MCP) authorization flow. The central insight is that MCP's authorization model is not a generic application of OAuth 2.0 but a sophisticated implementation of the emerging OAuth 2.1 standard. The MCP protocol …

Choosing a vector store on AWS for generative AI (GenAI) workloads used to be a one-line decision: pick Amazon OpenSearch Service or its serverless variant (AOSS) and move on. That changed when Amazon S3 Vectors went GA in 2025. By storing vector data directly in S3 and pricing it on a fully consumption-based model, S3 …

"Use Bedrock" was a one-line answer six months ago. As of May 11, 2026, it's not. Anthropic and AWS shipped Claude Platform on AWS to general availability — Anthropic's native developer platform, accessed through your AWS account, billed through AWS Marketplace, and operated by Anthropic outside the AWS security …

Autonomous AI dev teams move the bottleneck. When a dispatcher fans out work to dev and review agents every 5 minutes, the constraint is no longer human attention — it is the CI/CD pipeline that gates every PR. Each agent push triggers builds, tests, E2E verification, and bot reviews. With even a small team of agents …