If an agent cannot run the testbench, inspect the evidence, and revise the design, it is still only advising.
Design note · Agent loop
Analog circuits, AI agents, and design automation in practice
Token Zhang’s working publication on AI-driven circuit development: agent architectures, analog workflows, evaluation, verification, and the experiments that connect them.
If an agent cannot run the testbench, inspect the evidence, and revise the design, it is still only advising.
Design note · Agent loop
Automation without evaluation only makes uncertainty run faster.
Working thesis · Reliability
The strongest circuit agent will combine model reasoning with deterministic tools, explicit constraints, and simulation-grounded memory.
Architecture note · #27
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