Why it matters
AI Engineer session on Building State of the Art Open Weights Tool Use: The Command R Family: Sandra Kublik. It adds practical context for how teams are building and operating AI systems in production.
My takeaway: Useful for agent design because it shows how orchestration, tool use, and system boundaries affect reliability and production behavior.