Today, we're introducing @shotwellst. We're solving the hardest problem in robotics: understanding your data There’s no point collecting robotics data if you don't understand whats happening in it, but your options are limited. If you need dense, accurate labels with precise subtask boundaries, VLMs don't cut it, an in-house annotation army is a huge operational sink, and today's vendors charge an arm and a leg for low quality work Shotwell combines the best of both worlds by training our own annotation models and letting humans deal with the ugly edge cases. Its the ONLY way to consistently guarantee 100% quality in a scalable way. Humans are inconsistent, and models are inaccurate.