
· Ross O'Reilly · Build log
How I built Pantler
Three iterations of an agentic pantry app — from brittle recipe matching to asking an LLM what to cook, then caching titles and lazy-loading recipes to keep model calls cheap.

Three iterations of an agentic pantry app — from brittle recipe matching to asking an LLM what to cook, then caching titles and lazy-loading recipes to keep model calls cheap.