most citedUsing Mechanistic Interpretability to Craft Adversarial Attacks against Large Language Models

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cs.AI2026

Fast Multi-dimensional Refusal Subspaces via RFM-AGOP

Thomas Winninger

Steering and monitoring activations in Large Language Models (LLMs) are increasingly used for both safety and interpretability. Early work assumed behaviours are encoded along sing…

cs.AI2026

Steerability via constraints: a substrate for scalable oversight of coding agents

Thomas Winninger

Coding agents are capable; human oversight is the bottleneck. Unconstrained agents introduce security risks, erode codebase scalability, and make human review increasingly costly.…