•1 min read•from Machine Learning
[P] Prompt optimization for analog circuit placement — 97% of expert quality, zero training data
Analog IC layout is a notoriously hard AI benchmark: spatial reasoning, multi-objective optimization (matching, parasitics, routing), and no automated P&R tools like digital design has.
We evaluated VizPy's prompt optimization on this task. The optimizer learns from failure→success pairs and improves the LLM's layout reasoning across iterations — no domain-specific training data required.
Results and methodology: https://vizops.ai/blog/prompt-optimization-analog-circuit-placement/
Happy to discuss the benchmark setup and optimization loop in comments.
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