We are in a very unique moment with agents. It was a delight to be invited by @Microsoft to their reveal today of several new agentic capabilities for Windows and to talk to @satyanadella and @JensenHuang . - MXC containers - a local sandbox for agentic execution. - Hybrid intelligence of actions that can take effect using local models or be routed to models in the cloud. - Brand new Copilot experiences around agentic usage (@jacobandreou had a very fun demo doing his taxes without any remote models being involved) - Powered on a new gen of local hardware starting with the Surface Laptop Ultra/ Nvidia RTX Spark. Stepping back, we are obviously at the beginning of a new era of agents and we are figuring out new primitives and standards as we go along. I for one am looking forward to not having to give my agents full access to everything for menial tasks. Some photos from today.