Skill UI

Generates highly structured, long-form cheat sheets for advanced Machine Learning and LLM topics. Each sheet is a comprehensive study guide, featuring in-depth mathematical derivations, from-scratch PyTorch implementation code, comparison tables, and 25 categorized high-frequency interview questions (L1, L2, L3). Ideal for deep technical preparation and system 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.