
Shreya Singhal
Shreya Singhal works in Generative AI Research & Development at Aristocrat Gaming and is a Graduate Research Assistant at the University of Texas at Austin. Her work spans large language models (LLMs), reinforcement learning, and optimization for scalable and interpretable AI systems.
Shreya has hands-on experience fine-tuning open-source models like Gemma 2B for under-resourced languages, deploying compressed generative models in low-resource environments, and implementing bias and fairness evaluation pipelines using interpretable subspace analysis. She has previously worked at Dell Technologies, Charles Schwab, Deloitte, and Accenture, contributing to AI-powered solutions across gaming, finance, and enterprise automation.
Her current research focuses on efficient LLM training and evaluation pipelines, fairness-aware model design, and bringing generative AI to edge and enterprise use cases. She is passionate about making AI more inclusive, scalable, and grounded in real-world constraints.

Assaf Gad
Assaf Gad is the Chief Strategy Officer and General Manager at Intuition Robotics, focusing on bridging the gap between technology and real-world challenges, particularly for vulnerable populations. A seasoned product leader, Gad's career is driven by a passion for creating innovative user experiences using cutting-edge technology, creative problem-solving, and business insight.
With extensive experience in both hardware and software product development, Gad has led teams from ideation to market, emphasizing meaningful technology. He uses storytelling to connect technology with people, highlighting the interplay between user experience, innovation, and consumer brands.
Gad has a history of pioneering new user experiences. At N-trig, he introduced digital writing technologies that led to its acquisition by Microsoft for the Surface portfolio. At PointGrab, he integrated computer vision solutions into devices by Samsung, TCL, and Lenovo. Prior to Intuition Robotics, he led marketing and strategic partnerships at Audioburst and mentors startups at Techstars Barclays Accelerator in Tel Aviv. He also held leadership roles at Powermat Technologies, modu Mobile, and Telmap Ltd (acquired by Intel). Gad holds a BSc. in Computer Science from The Interdisciplinary Center Herzliya.
Part I: Establishing PI benchmarks is highly complex
