JEV Engineering Architecture Guide
Why your loop spends more on deciding than on building? That's the core inefficiency most people miss when they let Claude answer every yes-or-no question inside their workflow. The proposed JEV ENGINEERING architecture flips this by introducing a triage filter that only wakes Claude when there's real work to do. It also implements a stop hook that knows when Claude is actually done, preventing wasted cycles. For every bash command, there's now a 100ms safety gate to keep things secure. The results speak for themselves: previously Claude answered 600 questions nightly, whereas now it writes code. I've broken down the full architectural breakdown with complete code available in the post. This guide covers the topic from A to Z.
