Author

Nils Loose

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#machine learning Preprint Oct 2026

Kairos: Transactional Security Enforcement at the System Boundary for LLM Agents

Large language model (LLM) agents are becoming an integral part of the software development lifecycle, and the capabilities granted to them allow an agent to act with the user's authority on any resource it can access. The reach that gives an agent its utility is equally available to an attacker who can steer it. Anyth...

Kristoffer Hempel, Nils Loose, Lorenzo Cavallaro et al. · 0 citations

#artificial intelligence Preprint Oct 2026

U-Space: Uncovering When and Why Uncertainty Arises in Language Models

Large language models are informing decisions with ever-higher stakes. As the consequences of their errors grow, a central question becomes harder to ignore: how much can we trust an individual answer? Yet recognizing when to defer remains difficult because language models can present incorrect conclusions with fluent...

Tobias Braun, Nils Loose, Alexander Herzog et al. · 0 citations