tldr - powered by Generative AI

• Investment in frameworks and infrastructure for closing the loop on data mining training cycle
• Investment in feedback loop as a first-class object in the development life cycle
• Automation and low human engineering cost in the ML infrastructure
• Discovery of interesting long-tail examples through data mining and hard data example mining strategy
• Challenges in optimizing for both long-tail and average case distributions
• Unification and simplification of technology development and team organization to build a robust and generalizable core stack