Your friendly neighborhood AI engineer

How to design tool responses that preserve context space for what matters. Filter early, return minimal data, and structure outputs for LLM consumption.

AI agents work better when they see the full structure upfront, then make targeted requests. How to use progressive disclosure for efficient context management.

How to recognize when your conversation has grown too large to be effective, and what to do about it.

Understanding what fills an LLM's context window and how it affects model behavior.

Set up Google Analytics, verify your domain with DNS, and get your Next.js site appearing in search results.