LoopHIL: Looping Hardware into LLM-assisted Agents for Wireless Embedded Systems
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 against a verification ladder, all within code-enforced safety limits.
ProofPaper ↗
Key points
- 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.
Sources (1)
- [1]LoopHIL: Looping Hardware into LLM-assisted Agents for Wireless Embedded SystemsarXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 16, 08:54 PM
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 against a verification ladder, all within code-enforced safety limits.
LLM agents are widely used for software development and debugging, but their adoption in embedded systems, especially for wireless tasks, remains limited.
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