Hi all! I am a senior technical product leader and AI/ML pragmatist, with deep experience building AI/ML‑driven platforms and leading engineering teams in the biotech and technology space. My work spans multiple industries and company stages, from early-stage teams (3 people) to mid-sized organizations (500 people), with a consistent focus on turning fragmented, manual data processes into reliable, scalable platforms for insight and decision-making. I have held pivotal roles across the industry, most recently serving as a Senior Technical Product Manager at AbCellera Inc. and BenchSci, where I shaped product strategy for machine learning platforms used by scientists, data scientists, bioinformaticians, engineers, and non-scientists alike. My work centers on translating complex ML capabilities into intuitive, high‑impact tools that accelerate research workflows and improve scientific decision‑making. Before my product leadership roles, I served as the Director of Software Development and Data Informatics at Zymeworks (I was the 3rd employee), where I led cross‑functional engineering teams responsible for building computational biology tools, data analytics infrastructure, and internal platforms supporting antibody engineering and therapeutic design. In my current role as Founder and Principal Advisor at Crux Intelligence, I help organizations build foundations that make advanced analytics and AI possible, including: - End-to-end data engineering platforms (ingestion, transformation, storage, and analytics) - Data governance and operating models that support trust, compliance, and reuse - Analytics and reporting systems that replace manual, error-prone workflows - ML and AI systems that build on well-engineered data Great to meet you all, and to be a part of this forum.