Running Karpathy's Autoresearch Loop on a T4 GPU inside Dataflow

CONTEXT — WHAT IS DATAFLOW?

“Dataflow (dataflow.zone) is a Jupyter notebook cloud platform built for data teams and ML engineers who want a reproducible machine learning environment without managing infrastructure. It provides managed GPU instances for ML workloads, persistent shared disks, and containerized Python environments — a practical alternative to Colab, Paperspace, or Databricks for small teams. This post shows a real workflow running entirely inside Dataflow.”

Layer

Karpathy Original

Dataflow T4