OpSlop and How to Avoid It
AI agents deploying infrastructure directly into your AWS account is ClickOps at machine speed. The Agent Toolkit for AWS shows how to keep agents producing IaC instead.
Mike G Chambers
Personal notes and observations on artificial intelligence, machine learning, and building with foundation models.
Latest posts
Pydantic Monty: The LLM is powerful now, get the harness out of the way!
Let LLMs write Python that orchestrates parallel tool calls in a single invocation — Pydantic Monty is the sandboxed interpreter that makes it safe and fast.
Dash It All! Is AI Em Dash Addiction Real?
I tested 27 models on Amazon Bedrock for em dash usage. Llama produces zero. Claude and Palmyra can't stop. What does that tell us about how LLMs learn style?
How to Stop My Agent from Getting Me Fired
My AI agent has access to my email and Slack. Here are four tactics I use to stop it from sending a career-ending message — from system prompts to deterministic hooks, LLM-as-a-judge steering, and Cedar policies at cloud scale.
Building a Production Browser Agent on AWS
How to wire together AgentCore Browser, Nova Act, and IAM authentication to build a production browser agent on AWS, with complete working code.