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, 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 …

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 …

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 …

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 …

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 …

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 …

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 …

In this post, we will explore the observability features of our clickstream solution. Observability is crucial for understanding the health of your data pipeline, identifying issues promptly, and ensuring optimal performance. We'll cover the monitoring, logging, and troubleshooting capabilities built into the solution. …

In this post, we will explore the reporting module of our clickstream solution. This module leverages Amazon QuickSight to provide powerful visualization and analysis capabilities for clickstream data, enabling users to gain valuable insights from their data. Overview The reporting module is engineered to be flexible, …