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Paper · arXiv

LoopHIL: Looping Hardware into LLM-assisted Agents for Wireless Embedded Systems

LLM agents are widely used for software development and debugging, but their adoption in embedded systems, especially for wireless tasks, remains limited. This is because embedded development requires hardware-in-the-loop testing. Agents cannot directly observe the spectrum, probe pins, or measure power, so they cannot verify wireless link functionality; currently, human engineers perform this verification. We systematically evaluate whether LLM agents can establish wireless links when provided with hardware access. We introduce LoopHIL, a framework that lets agents control a multi-device RF bench, monitor it with a spectrum analyzer, logic analyzer, and energy meter, and validate links a...

AuthorsDhairya Shah, Spanddhana Sara, Savitha Viswanadh Kandala et al.
Primary categorycs.NI
Published16 October 2026
Last updated at source16 October 2026
cs.NIcs.AIcs.ARcs.SE
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