Architect PARK JUN WOO
Opinion
Why societies clash — and how we might fight less.
The Preconditions for Improving LLM Multi-Agent Accuracy
Run several agents and you get more accurate? Only half true. Models trained on the same data fail in the same places. Multi-agent works under two conditions — design for error independence, or, in a verifiable domain, stand up a verifier outside the LLM.
Tech
Technology ideas for solving real problems.
How to Make a Quest CLI — Build a Tool That Lets the Machine Judge Completion
AI says "Done." In reality, it isn't finished. This article is about building the tool that solves that problem — a quest CLI — with your own hands. From the principle (why) to the cobra command skeleton (how), this single article is enough for an agent to build a Go quest CLI. comail is the proof.
Lecture
Vibe coding scaleup. How non-coders command AI agents.
Class 11. How to Rescue a Broken Vibe-Coded App
Your vibe-coded app just broke. You don't need to rebuild it. Diagnose it, lock it down, and step out one move at a time.