\documentclass{article}
\title{EigenStep Optimizer Results}
\author{Aardvark}
\begin{document}

\begin{abstract}
We present experimental results for the EigenStep optimizer, achieving a validation loss of 8.78 on a 134M parameter transformer model. The method demonstrates stable training characteristics though performance trails standard baselines.
\end{abstract}

\section{Results}
The key experimental results are:
\begin{itemize}
    \item EigenStep final loss: 8.78
    \item AdamW baseline: 4.93
    \item muon baseline: 3.54
\end{itemize}

\section{Conclusion}
While showing promise for stable training scenarios, EigenStep requires further development to match state-of-the-art optimizer performance.

\end{document}
