Skill UI

Generate comprehensive Chinese interview preparation cheat sheets for ML/LLM topics including mathematical formulas with derivations, from-scratch PyTorch implementations, comparison tables, and 25 high-frequency interview questions across L1/L2/L3 difficulty levels. Supports balanced or max effort modes with cross-model review.

This skill guides the entire lifecycle of repeatable AI agent loops. Use it to discover recurring work patterns within codebases, find established solutions in a library, or interview users to craft bounded, effective loops. It supports auditing, repairing, running, and preparing AI workflows for publication, treating the loop as a robust feedback system.