Siemens adds agentic AI to HyperLynx verification workflows

The toolkit uses natural-language prompts to run SerDes, DDR, signal integrity and power integrity analysis.

Siemens has announced the HyperLynx Agentic Toolkit, an agentic AI solution designed to help electronic systems engineers automate verification workflows, review simulation results and support design decisions.

As system speeds move into 112G and 224G, tighter margins and more board variables add complexity to electronic design. Time-to-market pressure and a shortage of senior verification engineers can lead teams to constrain designs early and reduce verification at the end, which may result in signal integrity issues being found late in the design cycle and requiring additional verification work and redesign.

Built on Siemens’ HyperLynx software, the toolkit combines domain-specific AI agents with physics-based signal and power integrity simulation. Engineers can define verification goals in natural language while an orchestration agent coordinates specialized agents for SerDes, DDR, signal integrity and power integrity analysis. The agents can run simulations, extract parameters, review results and compare performance against design margins.

Accelerating high-speed electronics verification

As electronic systems become faster and more complex, signal and power integrity verification can require engineers to review large amounts of simulation data. The HyperLynx Agentic Toolkit applies domain-specific AI to tasks such as simulation analysis, specification research, trend identification and investigation of possible failure causes.

HyperLynx Agentic Toolkit empowers designers with tools to visualize massive simulation datasets to identify problem areas. Showing scatter plot of eye height vs. eye width for the same two design alternatives and colors with PAM4 signaling

Extending Siemens’ agentic AI approach across EDA

The HyperLynx Agentic Toolkit extends Siemens’ use of domain-specific agentic AI across electronic design automation, following the introduction of the Questa One Agentic Toolkit. It also builds on Siemens’ broader AI-enabled engineering workflow approach through Fuse EDA AI Agent and Intelligence Center X. By combining agentic AI with established engineering analysis, Siemens is aiming to help engineers automate verification tasks while keeping the results tied to physics-based simulation.

Availability

The HyperLynx Agentic Toolkit is planned for early access with select customers in the fourth quarter of 2026, followed by general availability.

For more information, visit siemens.com.

Written by

Puja Mitra

Puja Mitra has an MBA in Marketing and HR as well as an MA in Economics. As a Managing Editor, she has experience managing CAD, CAM, and CAE directories. She also handles design, BIM, manufacturing, digital transformation, and computing news. With over 14 years of editing experience, she has a particular interest in content and technical writing.