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 …

"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 …

What if an AI could operate like a senior software engineer - not just writing code, but following the complete engineering process from design through deployment? This post introduces the AI Digital Engineer pattern: a system that transforms Claude Code from an interactive assistant into an autonomous engineer capable …