---
title: "Autolab Research | Autoresearch Benchmarks & Explainers"
description: "Blog posts and research by the Autolab team: running model comparisons for autoresearch, explainers, and notes on how AI agents run ML experiments."
url: https://www.autolab.ai/research/
---

RESEARCH

# Autolab research

Blog posts and research by the Autolab team.

[Running model comparison ★ PINNED · RUNNING BENCHMARK · 2026-09-02 Frontier models compared by running Claude Code on fixed research tasks, updated for every notable release.](https://www.autolab.ai/research/best-model/)
[How to pick the best model for autoresearch NOTE 01 · 2026-07-22 Why single runs lie, why rankings do not transfer between problems, and which metric to actually optimize.](https://www.autolab.ai/research/blog-1-how-to-pick-the-best-model/)
[What is autoresearch? EXPLAINER The loop itself: agents planning experiments, writing code, training models and deciding what to try next, with humans setting the goals.](https://www.autolab.ai/autoresearch.html)

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We publish a comparison like this for every notable model release. Join the Discord to get pinged when the next one lands.

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