Andy Peng, a builder with curiosity, is motivated by research and product innovation. He specializes in large language model inference optimization and evaluation for state-of-the-art models like DeepSeek, Qwen, and Claude. His work spans AWS Bedrock, SageMaker, Amazon S3, AWS Fargate, AWS App Runner, Alexa Health & Wellness, and fintech. A NeurIPS 2025 Chair and program committee member for ICML, ICLR, and KDD, he contributes to CNCF and the Linux Foundation, mentors at the University of Washington, and serves as Resident Expert at the AI2 Incubator. Alex Strick van Linschoten is a Machine Learning Engineer at ZenML. His work focuses on bridging the gap between machine learning research and production deployment, particularly within the LLMOps space. He leads and maintains the LLMOps Database, a comprehensive collection of over 1,000 case studies examining LLMOps and GenAI implementations in production environments. He transitioned to software engineering after earning a PhD in History and spending 15 years living and working as a historian and researcher in Afghanistan. He has authored, edited, and translated several books based on his historical research and is currently based in Delft, the Netherlands. Duarte O.Carmo is a technologist from Lisbon, Portugal, now based in Copenhagen, Denmark. For the past decade, he's worked at the intersection of machine learning, artificial intelligence, software, data, and people. He has helped solve problems for both global corporations and small startups across industries such as healthcare, finance, agriculture, and advertising. His approach to solving tough problems always starts with the same thing: people. For the past five years, he's been running his one-man consulting company, working with clients of all sizes and across industries. He's also a regular speaker in the Python and machine learning communities and an active writer.