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Author

Emilio Ferrara

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Preprint Sep 2026

Coding Agents with Harness for Safe Robot Control

This work evaluates coding agents under a safety constraint, where each task pairs a manipulation goal with an obstacle the robot must not touch, and presents SafeHarness, which equips the model with two obstacle-aware harnesses.

Bing-Xin Xu, Yu-Zhang Shang, Zhen-Han Dong et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Coding Agents with an Obstacle-Aware Harness for Safe Robot Manipulation

Coding agents have emerged as a promising paradigm for robot manipulation: a language model writes the robot controller as a program, and agents built in this way now operate robots without robot-specific training.Whether this paradigm is also safe, however, has not been asked. We evaluate coding agent under a safety c...

Bing-Xin Xu, Yu-Zhang Shang, Zhen-Han Dong et al. · 0 citations
Jul 2026

Pluralis v0.1: Towards a Multicultural, Multimodal, Multilingual Benchmark for AI Risk and Reliability

This work introduces Pluralis v0.1, a novel multimodal, multi-regional, and multilingual dataset built from a culture-first perspective and calls upon the research community to utilize this foundation to advance the science of multilingual, multicultural evaluation to better support AI cultural alignment globally.

Alicia Parrish, Rajat C. Shinde, Sanket Badhe et al. · 0 citations

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