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.
Model Context Protocol: Connecting AI to Your Tools
•3 min read
MCP provides a standardized way for AIs to interact with tools, from Figma to your calendar to custom workflows you build yourself.