Designing Error Messages for LLMs
•3 min read
Error messages consume context and affect LLM decision-making. Structure errors as data, use reference IDs for details, and return actionable recovery paths.
Tool Output Design for Context Efficiency
•2 min read
How to design tool responses that preserve context space for what matters. Filter early, return minimal data, and structure outputs for LLM consumption.
Give AI Agents the Map First
•3 min read
AI agents work better when they see the full structure upfront, then make targeted requests. How to use progressive disclosure for efficient context management.
Context Escape Velocity
•3 min read
How to recognize when your conversation has grown too large to be effective, and what to do about it.