From AI Prompts to Real-World Adventures: Building OUTSIDE//OS

October 10, 2026 · Dev.to

48-Hour Field Notes: I Would Fingerprint the Locale Before I Blame the Fixture
Have you ever watched a text fixture pass on your laptop and then fail on a clean remote job? I keep meeting that surpri
Finding FEMA-funded rebuild and mitigation projects before they go to bid (OpenFEMA)
After a declared disaster, FEMA obligates money to cities, counties, utilities and other public applicants to repair roa
What are LLMs and How to Build Stuff Using it?
Ever wondered how AI models like ChatGPT, Claude, Gemini, Deepseek, Llama etc. understand and generate human-like text?
Same Korean sunscreen, two stores: Korea writes reviews 5x faster, the rest of the world posts 2x the photos
Olive Young, Korea's biggest beauty retailer, runs two stores. The Korean one (oliveyoung.co.kr) sells to people in Kore
AI Agent Decision Logs: Record Evidence Without Storing Chain of Thought
An agent can update a customer record, trigger a refund, or route a support case while every dashboard stays green. Then