If you have ever set an AI coding agent like Claude Code loose on a large code modification task, you know the anxiety. The task will run for 45 minutes, recursive calls will compile code, search tests, and fix bugs. You are locked to your machine. If your Wi-Fi drops for a second, your laptop battery dies, or you …

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 …

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 …

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 …

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 …

You can stop hoping your Large Language Model (LLM) follows complex instructions. Context Engineering is the strategic practice of curating what enters the model's limited attention budget. To build reliable AI agents, you must master these four deterministic context patterns. This post explores the key insights from …

The Problem: Premature Input Submission When working with Claude Code in a VS Code Remote SSH session (e.g., connecting from a macOS or Windows client to a remote Linux host), a common frustration arises: pressing Shift+Enter in the terminal is supposed to create a new line for multi-line input. Instead, it often …

Introduction Building on AWS is powerful but complex. What if your AI assistant had deep AWS expertise built-in? That's what AWS Skills brings to Claude Code. AWS Skills is a plugin that transforms Claude Code into an intelligent AWS development partner. It understands CDK best practices, estimates costs before you …