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The HyperLynx Agentic Toolkit: Agentic AI for electronic systems verification

When we talk about speeds surging into the 112G/ 224G domains, physical board variables can no longer be addressed with manual post-route verification. Add to that, the shortage of signal and power integrity (SI/PI) experts needed to sift through the massive number of reports generated -even from one simulation run- to identify the root cause of a signal degradation or timing violation.  

Today, Siemens Digital Industries Software is changing the game with the introduction of the HyperLynx Agentic Toolkit. It’s a revolutionary AI solution that bridges HyperLynx simulations with domain-specific agentic AI workflows to empower system designers and eliminate verification bottlenecks.

At its core, the HyperLynx Agentic Toolkit serves as a powerful co-pilot to diagnose and recommend fixes, empowering engineers to interact using natural language and make informed, faster decisions. It automates complex simulations, uncovers deep-seated layout issues, and accelerates high-speed design validation from weeks to hours.

This toolkit is designed to work seamlessly with leading AI platforms (including Fuse, Claude, and OpenAI), integrating cutting-edge reasoning directly into your EDA workflow.

Revolutionary capabilities for modern EDA

As you saw in the video above, HyperLynx Agentic Toolkit combines rigorous HyperLynx simulations with intelligent agentic orchestration. This completely transforms the debugging cycles from manual to automated.

The toolkit is designed to tackle the exponential complexity of modern board design with 4 dedicated AI agents:

  1. SerDes Agent: Automated, scalable analysis ensures compliance with >400 standard protocols and variants.
  2. DDR Agent: Detailed analysis of completed DDR interfaces: signal quality, timing/skew, crosstalk and analyzes all signals and groups.
  3. SI Agent: General-purpose AI analysis: signal quality, crosstalk, delay that supports both quick and detailed analysis modes.
  4. PI Agent: DC and AC power integrity analysis for all supply voltages and automated AC decoupling capacitor optimization.

See it in action: Solving a DDR5 impedance mismatches

Watch how the HyperLynx DDR AI Agent guides engineers from initial batch simulation and interactive scatter plots to instant root-cause diagnosis and design correction.

HyperLynx Agentic Toolkit 5-step workflow

Illustration of the workflow for the HyperLynx Agentic Toolkit
  1. Inspect & query: Intelligently inspects PCB databases, identifying potential design issues, extracting key parameters, and prompting users to actionable steps.
  2. Automate & scale: Automates complex analysis setup and execution across massive channel counts.
  3. Visualize results: Visualizes large simulation datasets instantly, allowing engineers to assess overall trends and spot outliers across hundreds of channels.
  4. Data mining & diagnose: Pinpoints root causes of design failures using agentic data mining infused with deep SI/PI application and design knowledge.
  5. Actionable Recommendations: Recommends next investigative steps, potential.

SerDes automated results visualization and diagnosis

Instead of manually sorting through disparate views to diagnose signal integrity issues, the toolkit acts as a central intelligent orchestrator. It can identify channels with poor performance and correlate multiple factors to pinpoint design areas that compromise signal integrity.\

The SerDes Agent allows engineers to use natural language to ask high-level engineering questions (“Which via drill size provides more eye margin for this design, and why?”), which then converts into precise actionable steps and acts on them.

In the picture below, we asked the SerDes Agent to compare two design alternatives (with 112 channels), quantify which design is better, identify the root cause of the failing channels, and fix them. What used to take 3-4 weeks to complete, the tool can now execute that for all channels in just 2 hours and 20 minutes.

A screen shot showing the HyperLynx Agentic Toolkit in action
PAM4 eye measurements

Our methodology has been fully verified on demanding real-world architectures. We completed 100% full post-layout verification across all nets. Successfully validating 112 high-speed channels in under 2hrs and 20 minutes.

The needle is no longer in the haystack

Small mistakes, such as a single misplaced ground via or a single incorrect dielectric constant, can have catastrophic consequences at high speeds. How quickly you identify these issues, understand why they happened and fix the problem sources- is the difference between first-pass success and a multi-week debug cycle.

Join the journey

Siemens is currently working with Lighthouse partners who possess deep HyperLynx and automated analysis experience to shape the future of agentic electronic verification.

Ready to transform your verification workflow? Contact your Siemens Account Manager today to learn how the HyperLynx Agentic Toolkit can accelerate your next high-speed design.

Sajeda Tamimi
Product Marketing Manager

This article first appeared on the Siemens Digital Industries Software blog at https://blogs.sw.siemens.com/electronic-systems-design/2026/11/09/the-hyperlynx-agentic-toolkit-agentic-ai-for-electronic-systems-verification/