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October 29, 2026 Design & EDA

AI-native root cause analysis aims to cut the cost of regression triage

As semiconductor designs grow larger and regressions produce more simultaneous failures, debugging is turning into an orchestration problem. An AI-native workflow combines intelligent binning, witness simulation reruns, autonomous root cause analysis, and verification to reduce the number of failures that need separate investigation and to spend compute only where it is most useful.

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October 25, 2026 Design & EDA

Neural networks accelerate SPICE simulation of 3 nm nanosheet transistors

Researchers at the Technical University of Munich have developed neural network transistor models for ultra-fast SPICE simulation and standard cell library characterization. The models predict drain current and multiple charge components for a 3 nm nanosheet device, then run through standard-cell characterization and additional analog and digital circuit simulations against an industry-standard reference model. In the reported tests, the neural networks produced delay and total-power estimates with sub-0.11% and 0.76% error, while cutting characterization time by up to 8x.

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September 19, 2026 Design & EDA

Purdue researchers present DRC-Aid for automated DRC repair

Researchers at Purdue University have introduced DRC-Aid, a closed-loop agentic framework that repairs local design-rule violations with an inference-time large language model while preserving layout equivalence. The system turns verification output into a bounded set of geometric edits and searches for fixes inside that constrained space.

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