research · 2026

Auto Research on Serverless

An experiment in parallel hypothesis generation and measured iteration using Databricks serverless jobs.

  • research
  • Databricks
  • serverless
  • agents

This project tests a deterministic research loop where an agent proposes hypotheses, serverless jobs evaluate them in parallel, and a reproducibility gate decides which result can move forward.

The model suggests experiments. The surrounding code owns scheduling, ground truth, comparison, and stopping conditions.