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作者分享了其硬件实验台上的 AI 代理因误信静默通道而误判电路板断电的教训，并提出了一套分层的代理物理操作权限规范：读取仪器与摄像头始终允许、切断电源可自主执行但需经验证的 kill path 通知人类，而任何为设备上电的操作必须等待人工确认。
We present TACS-RF, a framework where an LLM coding agent (Claude Opus 4.8) semi-autonomously drives industry-standard EDA tools to design a 240-251 GHz sub-THz transmitter in 90 nm SiGe BiCMOS, marking a step toward a 'text-to-ASIC' future for RF/mmWave hardware design.
Konnect is a native KiCad 10 plugin — a single Rust binary exposing 228 MCP tools across 21 toolsets — that lets Claude and other AI assistants design schematics, route PCBs, run ERC/DRC, and export manufacturing files, replacing the older Python/TypeScript KiCAD-MCP-Server with direct IPC API access.
This paper explores using LLM agents for chip design with higher-level abstractions, introducing a workflow called AHRR that combines agent-based HLS design with RTL refinement, achieving a 2.6× speedup over direct RTL design in benchmarks.