How do you turn an LLM experiment into a publishable AI research paper?

Build an LLM, compare Muon and Adam, structure experiments, and turn the evidence into a publishable AI research paper.

The Complete Pipeline: Code LLM from scratch Code experiments (Muon vs Adam optimizer comparison) Write the paper

Skills Covered: LLM Architecture: MoE with expert layers, top-k routing, auxiliary loss, RoPE, multi-head attention Optimization: Implement Muon optimizer, benchmark against Adam ML Engineering: Structure projects, pipelines, trainers, run cloud experiments Research: Design experiments, turn results into a publishable paper

Paper: github.com/vukrosic/noptims