Siemens today announced the HyperLynx Agentic Toolkit, a new agentic AI solution that helps electronic systems engineers automate complex verification workflows, investigate simulation results and make faster, more informed design decisions.
As electronic system operating speeds move into 112G and 224G domains, physical board variables and shrinking margins make modern electronic design extraordinarily complex. Faced with intense time-to-market constraints and a widening shortage of senior verification experts, engineering teams have historically been forced into a flawed compromise: over constraining designs upfront and under-verifying at the end. Consequently, critical signal integrity failures are frequently discovered late in the design cycle, triggering verification bottlenecks, manual data investigation and costly re-spins.
Built on Siemens' HyperLynx™ software, the toolkit combines domain-specific AI agents with physics-based signal and power integrity simulation. Engineers can define verification objectives using natural language, while an orchestration agent coordinates specialized agents for SerDes, DDR, signal integrity and power integrity analysis. These agents can execute simulation tasks, extract relevant parameters, investigate results and evaluate performance against design margins.
HyperLynx Agentic Toolkit delivers GPU & High performance Compute (HPC) power for faster simulations and deep design space exploration. Showing DDR5 simulation with compliance eye mask
“Electronic systems teams are being asked to verify faster, more complex designs on tighter schedules and AI is a powerful lever. But in signal and power integrity, a result you can't trust is worse than no result at all,” said Matt Bromley, Head of Electronic Board Systems, Siemens. “That's why we built the HyperLynx Agentic Toolkit to enable automated workflows built on proven, physics-based simulation. Engineers get the speed of agentic AI and the confidence to act on what it finds.”
“Electronics teams are pushing AI hardest where the pain is greatest. In our research, 80 percent of organizations have active AI efforts in analysis and verification, more than in any other design step. But the top-ranked barrier is the reliability and quality of AI output, named by 60 percent. In verification, AI is only valuable if engineers can trust what it tells them,” said Chad Jackson, CEO and chief analyst, Lifecycle Insights.
“The hidden cost of AI in electronics is engineering time. Three in four respondents spend at least half a day every week just working out how to apply AI, before it does any real work. With most expecting gains of 10 to 25 percent, that learning time can eat much of the benefit. AI built into proven engineering tools is a faster path than every team blazing its own trail.”
Accelerating high-speed electronic systems verification
As electronic systems become faster and more complex, signal and power integrity verification can require engineers to analyse increasingly large volumes of simulation data. The HyperLynx Agentic Toolkit applies domain-specific AI to tasks including simulation analysis, specification research, trend identification and investigation of potential 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 approach to AI-enabled engineering workflows through Fuse EDA AI Agent and Intelligence Center X. By combining agentic AI with established engineering analysis, Siemens is helping engineers automate verification work while grounding results in physics-based simulation.
Availability
The HyperLynx Agentic Toolkit is planned for early availability to select customers in the fourth quarter of 2026, with general availability to follow. To learn more about Siemens' HyperLynx software and AI-enabled electronic systems design, visit https://blogs.sw.siemens.com/electronic-systems-design/2026/11/09/the-hyperlynx-agentic-toolkit-agentic-ai-for-electronic-systems-verification/
