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2026 Heinrichs LLM RF Engineering Workflow

M. Heinrichs, O. Moschner

2026enagentic AIlarge language modelsRF engineeringGNSS antennalow-noise amplifierPCB design

Abstract

Language:

Agentic coding environments give a frontier large language model (LLM) direct access to a workstation’s terminal, file system, and software. This work demonstrates they extend to professional RF hardware design: an active GNSS L1-band antenna – a circularly polarized patch, surface acoustic wave (SAW) prefilter, and two-stage low-noise amplifier (LNA) on one printed circuit board (PCB) – was designed, optimized, and made manufacturing-ready. The LLM agent autonomously operated CST Studio Suite, Keysight ADS, and KiCad via scripting interfaces. Engineer input was limited to the specification, trade-off decisions, and design reviews. Workflow, results, and the RF engineer’s evolving role are discussed.

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Cite This Work

@article{013e58c2-85d0-40c4-8efc-80dfc9cef976,
  title={2026 Heinrichs LLM RF Engineering Workflow},
  author={M. Heinrichs and O. Moschner},
  year={2026},
  language={en}
}
TY  - JOUR
TI  - 2026 Heinrichs LLM RF Engineering Workflow
AU  - M. Heinrichs
AU  - O. Moschner
PY  - 2026
LA  - en
ER  -

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