Ryan Caldwell

Work, technology, and life beyond the terminal.

Articles published here and elsewhere, spanning software engineering and personal interests.

Improving token efficiency for GitHub Copilot in VS Code

How prompt caching, tool search, and WebSockets reduce Copilot's token usage and latency.

Cache Explorer comparing two Copilot requests and showing a 96.8% prompt cache hit