jitneuro

Review a UX mockup or design artifact for pattern-justification quality, Stolts UX Constraints (a.k.a. Owner-UX-constraints) compliance, and Stolts Adversarial / Krug / Apple HIG alignment; invoke before any mockup reaches Owner or before any frontend PR merges.

route task to local LLM, dispatch to local model, run on local inference, use local inference, classify task as local or paid, check if task needs paid LLM