Architecture Diagram: FastMCP Vinyl Collection Chatbot on AWS

FastMCP and the Vinyl Collection Chatbot: Serverless Agentic AI in Action

What is the Model Context Protocol? The Model Context Protocol (MCP) is an open standard for connecting AI agents to external systems. Think of it as a universal adapter that lets any AI agent talk to any tool or data source without custom integration code. Anthropic announced MCP in November 2024 and donated it to the Linux Foundation’s Agentic AI Foundation a month later. The adoption has been swift: OpenAI integrated it into ChatGPT, Google DeepMind uses it for Gemini agents, AWS built AgentCore around it, and development tools like Zed, Sourcegraph, Replit, and Codeium all support it. In just a few months, the community has built thousands of MCP servers. The protocol has become the de-facto standard for agent-to-tool communication. ...

January 24, 2026 · 21 min · Luke Little
Your AI Security Engineer: Inside AWS Security Agent

Your AI Security Engineer: Inside AWS Security Agent

Here’s what should make every security leader uncomfortable: organizations routinely deploy vulnerable code to production to meet delivery deadlines. Not because they don’t care about security. Because security can’t keep up. Over 60% of organizations update their web applications weekly or more frequently. Nearly 75% test those applications for security monthly or less. The math doesn’t work. The gap between development velocity and security validation grows wider every sprint. At re:Invent 2024, AWS CEO Matt Garman announced AWS Security Agent—not as another security scanning tool to add to the pile, but as a fundamentally different approach to the problem. ...

January 23, 2026 · 8 min · Luke Little
Your AI On-Call Engineer: Inside AWS DevOps Agent

Your AI On-Call Engineer: Inside AWS DevOps Agent

At re:Invent 2024, AWS CEO Matt Garman announced something that made me stop and actually pay attention during a keynote—which doesn’t happen often. He introduced frontier agents: AI systems that don’t just help you write code or answer questions. They work autonomously for hours or days, maintaining context, investigating problems, and making decisions without you holding their hand. Three agents got announced: Kiro - your AI developer AWS Security Agent - your AI security engineer AWS DevOps Agent - your AI operations engineer This isn’t another coding assistant that autocompletes your Lambda functions. This is AWS betting that AI agents can handle the kind of multi-hour incident investigations that currently wake up humans at 2 AM. ...

January 12, 2026 · 8 min · Luke Little