01Semantic text output from hardware servers for AI-ready diagnostic conclusions
02AI-driven perception of hardware state (serial logs, JTAG, power, vision, RF)
03Closed-loop validation for automatic bug diagnosis, remediation, and verification
04Modular MCP servers, supporting both Python and Rust, for independent hardware dimension control
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06Automated hardware actions (firmware build/flash, hard reset, power control)