"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 …

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 …

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 …

OpenHands is an open-source AI-driven development platform that enables AI agents to write code, fix bugs, and execute complex development tasks autonomously. The default setup works well for local development, but what if you want to run it for a team or make it accessible from anywhere? This post introduces an AWS …

Managing AWS credentials securely is a fundamental challenge for developers. Storing plain text access keys in ~/.aws/credentials creates significant security risks, especially when backing up dotfiles to version control systems. This post introduces credential_process, a powerful AWS CLI feature that allows you to …

AWS IAM Identity Center (formerly AWS SSO) provides centralized access management for AWS accounts and applications. While it natively supports SAML 2.0 for external identity providers, many organizations prefer OIDC-based authentication through providers like Amazon Cognito. This post demonstrates how to use …

When working with Claude Code on complex tasks, you often switch to other work while waiting for completion. The challenge? Knowing exactly when Claude finishes so you can review the results promptly. This post shows you how to configure desktop notifications that alert you the moment Claude Code completes a task. The …

The Problem with Dynamic Client Registration In my previous deep-dive into MCP authorization, I analyzed how the protocol builds on OAuth 2.1 with mandatory PKCE, Resource Indicators (RFC 8707), and the "Discovery Trifecta" of RFC 7591, 8414, and 9728. Dynamic Client Registration (DCR) was positioned as the key enabler …