Siemens EDA boosts chip design agent score from 55% to 95% with NVIDIA NeMo Gym

NVIDIAAI · x · 2026-10-31

NVIDIA published a tech blog detailing how Siemens EDA used NeMo Gym to improve its Solido Fuse chip design agent: a domain-specific verifier grades final Liberty artifacts (coverage, validity, accuracy, integrity, zero reward on failure), and diagnostics from repeated rollouts drive refinements to the agent's skills and MCP tool descriptions. On a standard-cell characterization benchmark, the composite verification score rose from 55% to 95%, agent turns dropped from 155 to 53 (66% fewer), and output tokens fell from 81K to 29K (64% fewer). The same evaluate-and-optimize approach applies to engineering agents in EDA, CAE and other domains.

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