Starting tomorrow, our lab will hold an open-source week: 2 software frameworks, 4 papers, all building a coherent ecosystem. The theme: Frontier AI on Hardware You Own Blog post: SoTA results in: Autocompaction Autonomous Research Model compression Test-time scaling Deep Research And a healthcare RL environment giving you a new level of complexity to train healthcare agents. The ecosystem that we will release is built to be as usable as possible. Agent sessions that run overnight and go on for tens of millions of tokens is made easy. Model compression of a model is automatic: you just get a good model that runs fast locally -- no expertise required. An autonomous research that works out of the box. Our ecosystem enables a new level of work that can be done locally.