Robust Intelligence vs. Ansys PathFinder

The Robust Intelligence Platform is expertly crafted to seamlessly fit into your machine learning workflow, effectively reducing the chances of model breakdowns. It detects weaknesses in your model, prevents false data from entering your AI framework, and identifies statistical anomalies such as data drift. A key feature of our testing strategy is a comprehensive assessment that evaluates your model's durability against certain production failures. Through Stress Testing, hundreds of evaluations are conducted to determine how prepared the model is for deployment in real-world applications. The findings from these evaluations facilitate the automatic setup of a customized AI Firewall, which protects the model from specific failure threats it might encounter. Moreover, Continuous Testing operates concurrently in the production environment to carry out these assessments, providing automated root cause analysis that focuses on the underlying reasons for any failures detected. By leveraging all three elements of the Robust Intelligence Platform cohesively, you can uphold the quality of your machine learning operations, guaranteeing not only peak performance but also reliability. This comprehensive strategy boosts model strength and encourages a proactive approach to addressing potential challenges before they become serious problems, ensuring a smoother operational experience.

Ansys PathFinder-SC is a powerful and high-capacity tool specifically created for the effective planning, validation, and approval of IP and full-chip SoC designs, ensuring their durability and dependability against electrostatic discharge (ESD). By identifying the key elements that lead to design issues potentially resulting in chip failures due to occurrences like charged-device models (CDM) and human body models (HBM), Ansys PathFinder-SC provides essential insights for improvements. Its cloud-native architecture leverages the capabilities of thousands of computing cores, allowing for rapid full-chip turnaround times. Additionally, this solution has achieved certification from prominent foundries for performing current density evaluations and ESD approvals. With an all-encompassing integrated data modeling, extraction, and transient simulation engine, PathFinder-SC presents a streamlined end-to-end process for ESD verification. The tool utilizes a single-pass model that efficiently interprets standard design formats, sets ESD criteria, extracts resistive-capacitive (RC) values for the power network, and conducts ESD simulations to explore root causes, ultimately offering actionable recommendations for corrections and optimizations—all within a unified application. This comprehensive level of integration not only boosts operational efficiency but also significantly enhances the reliability of chip designs, making it an indispensable resource for engineers in the field. Moreover, the continuous updates and support ensure that users remain equipped with the latest advancements in ESD verification technology.