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 …

"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 …

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 …

Introduction The Model Context Protocol (MCP) ecosystem mandates OAuth 2.1-compliant authorization servers to facilitate secure, federated access to AI model services. MCP clients, such as Claude Code, Cursor, and VS Code extensions, rely on modern OAuth specifications including Dynamic Client Registration (RFC 7591), …

The Xiaozhi hardware is an impressive ESP32-based AI voice assistant capable of offline wake-up, multi-language support, and cloud connectivity. But what if you want your Xiaozhi device to access multiple AI tools, APIs, and services without managing complex integrations on the hardware side? This is where Amazon …

Introduction Business intelligence has long been the domain of specialists, requiring complex tools and time-consuming analysis. But what if you could simply ask your data questions in plain English and receive comprehensive, visualized answers in seconds? What if you could automate your weekly reporting with a simple …

Overview In this article, I'll share my experience building an agentic chatbot on AWS using Amazon Bedrock, Amplify Gen2, and Amplify AI kit. This project, called Industry Assistant Portal, serves as an internal industry assistant that provides industry-specific AWS solutions guidance. The chatbot leverages Amazon …

Ever wished you could conjure up the perfect images for your blog posts or articles without leaving your editor? Wouldn't it be amazing to generate professional-quality visuals with just a few keystrokes while you're in your creative flow? Well, grab your virtual paintbrush because we're about to dive into how you can …