As Founder & CTO of Orca, I’m passionate about building AI systems that are adaptable, transparent, and aligned with human needs. At Orca, we’re starting with predictive AI, developing tools that address real-world challenges like accuracy degradation, misbehavior, and mass customization. Our memory-driven MLOps platform allows AI systems to dynamically adapt to new data and objectives without requiring frequent retraining, helping organizations keep pace with change.Having spent many years working on infrastructure and applied ML/AI, including time at Facebook/Meta and multiple startups, I’ve seen the incredible potential of advanced AI systems—but also the risks they pose to long-term safety, human-centricity, and economic accessibility. My work focuses on creating solutions that balance innovation with responsibility, ensuring AI remains a force for good.By enabling deeper observability and more precise control over AI behavior, we aim to make AI not only more effective but also easier to guide and trust. Orca’s journey begins with predictive AI, but our vision is to enable all AI systems to be as dynamic and adaptable as the world in which they operate.