Joe Spisak of Reflection discusses why open models and open intelligence matter, covering RL-driven customization, environments as the new dataset, the OpenEnv project, PyTorch and Llama lessons, inference scaling, and the case for ecosystem control and open safety.
A discussion of SemiAnalysis's ClusterMAX 3.0 ranking of managed GPU cloud providers, covering the evaluation criteria, the security problems found across neoclouds, the scarcity of compute as inference providers turn profitable, the strategic position of frontier labs that now resell compute, Nvidia's acquisitions of Poolside and Hugging Face, the separation between buyer-focused rankings and investment research, and the spread of heterogeneous silicon from Huawei and others.