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  5. EEBench
Evaluation & Benchmarksaka Electrical Engineering Bench

EEBench

EEBench is a benchmark built by the atopile team that grades whether AI-generated electronic circuit designs actually work, using deterministic SPICE simulation instead of human judgment.

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Circuits are defined in declarative code (the 'ato' language) rather than a graphical CAD tool, so an agent can build, simulate, and inspect failures without leaving the project. Each task uses real manufacturer parts with datasheet-derived specifications, and grading cuts power, changes component tolerances, and re-runs SPICE simulations to check whether the design survives real-world conditions — not just whether it compiles. As of EEBench V1 (September 2026), it covers analog and digital design through simulation only, not PCB layout, routing, or manufacturing.

Related terms

AI BenchmarkAI2 Reasoning ChallengeConfusion MatrixRegression EvaluationError AnalysisParseBench