
Dr. Sanjay Kumar




David co-founded and is the Head of MLPerf for MLCommons, the world leader in building benchmarks for AI. MLCommons is an open engineering consortium with a mission to make AI better for everyone through benchmarks and data. The foundation for MLCommons began with the MLPerf benchmarks in 2018, which rapidly scaled as a set of industry metrics to measure machine learning performance and promote transparency of machine learning techniques. In collaboration with its 125+ members, global technology providers, academics, and researchers, MLCommons is focused on collaborative engineering work that builds tools for the entire AI industry through benchmarks and metrics, public datasets, and measurements for AI Safety. Our software projects are generally available under the Apache 2.0 license and our datasets generally use CC-BY 4.0.


Aude assists her clients in defining their patent strategy. Aude drafts new patent applications and monitors grant procedures in France and abroad. Her work also includes conducting patentability, validity and freedom to operate studies as well as forming consultations relative to supplementary protection certificates (SPCs).
Aude performs audits in the pharmaceutical and life science fields and advises her clients in case of patent disputes.
Aude is a member of the AIPPI (International Association for the Protection of Intellectual Property) and the GRAPI (Groupe Rhône-Alpes pour la protection de la Propriété Intellectuelle [Rhône-Alpes Group for the Protection of Intellectual Property]). She is also a lecturer at the Bordeaux National School of Biomolecule Technology.


In an increasingly complex global enforcement environment, the interaction between patent office proceedings and patent litigation has taken on new strategic significance. This two-part session explores how decisions in front of the EPO and USPTO impact litigation outcomes and timing, with a focus on high-stakes technology cases.
Part 1: The EPO, the UPC, and the Changing Dynamic of Parallel Proceedings
Part 2: PTAB Discretionary Denials and Their Impact on U.S. Tech Patent Litigation

As the UPC establishes its position in the European IP landscape, the tension between national courts and the UPC is growing more pronounced. From Germany’s increasingly patentee-friendly stance to the emerging strategic importance of UPC first-instance decisions, this session unpacks the evolving dynamics shaping venue selection. With leading jurisdictions competing for relevance and consistency, legal teams must carefully weigh litigation strategies, timelines, and judge behaviour across venues. This session explores what’s driving decision-making in general technology patent litigation cases, FRAND and SEP disputes, and how industry stakeholders are navigating a fragmented, fast-moving litigation environment.
• Compare litigation strategy and outcomes between the UPC and key national courts, including Germany and the UK.
• Assess how judicial behaviour, timing, and appeal prospects are influencing venue selection in high-stakes tech disputes.
• Understand the impact of important case law at the UPC, including Panasonic vs Oppo (2024) and determine your strategy accordingly.



