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Kirill Brilliantov

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#artificial intelligence Preprint Sep 2026

How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?

Recent autonomous machine learning engineering (MLE) agents have made significant progress on public leaderboards. Often motivated by progress stagnation over long-horizon cycles and limited Large Language Model (LLM) primitives, modern MLE agents are deployed on top of increasingly elaborate machinery: multi-agent orc...

Kirill Brilliantov, Alejandro Hernández-Cano, Emmanuel Abbé · 0 citations

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