Author

Maciej Wolczyk

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#artificial intelligence Preprint Sep 2026

Up and Down the Abstraction Ladder: Code-Based Skills for Language Agents

Language agents struggle to act and learn in environments that require long sequences of low-level actions. Code-based abstractions can make these agents more productive by letting them invoke reusable skills instead of repeatedly selecting individual actions. The code handles recurring local decisions, while the langu...

Bartlomiej Cupial, Jens Tuyls, Maciej Wolczyk et al. · 0 citations

Preprint Aug 2026

A game theory for foundation models shows new paths to rational cooperation through similarity inference

As autonomous agents powered by foundation models are increasingly integrated into social and economic systems, understanding the principles governing their collective behavior is essential for ensuring safety and cooperation. Classical game theory, the dominant framework for modeling rational interaction, is built upo...

Alexander Meulemans, Maciej Wolczyk, Marissa A. Weis et al. · 1 citation