---
title: "How do you turn an LLM experiment into a publishable AI research paper?"
description: "Build an LLM, compare Muon and Adam, structure experiments, and turn the evidence into a publishable AI research paper."
canonical_url: "https://fanout.sh/ai/lessons/code-write-publish-ai-research-paper"
md_url: "https://fanout.sh/ai/lessons/code-write-publish-ai-research-paper.md"
access: "public"
---

# 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.

## Public overview

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

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