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 …
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Overview Recently, I've been exploring AWS AgentCore's new capability to host Model Context Protocol (MCP) servers, and I wanted to share my experience with connecting to these remote servers as a client. The Model Context Protocol is an open standard that enables AI assistants to securely connect with external data …
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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 …
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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 …
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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 …
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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 …
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Heads up, builders! You may have noticed that Anthropic has rebranded the Claude Code SDK to the new Claude Agent SDK. This is more than just a new name. As the official announcement explains, this change reflects a strategic focus on making it easier than ever to build, debug, and deploy powerful AI agents. If you've …
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Introduction If you've been following the AI space, you know that "agents" are the next big thing. These autonomous, intelligent systems promise to revolutionize how we automate complex tasks. But building them can be a daunting undertaking, often involving a tangled web of conversation management, tool integration, …
Read MoreOverview Building on my previous exploration of connecting to MCP servers hosted on AWS AgentCore, I've been working extensively with the native MCP SDK's OAuth Client Provider to streamline authentication workflows. The MCP SDK's built-in OAuth support has evolved significantly, offering robust solutions for both …
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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 …
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