Current Users Outside North America Note: LLM data is for monthly active mobile app users. App not available in select countries, including China and Russia, as of 5/25. Source: United Nations / International the current state of AI as our space race and the people we’re discussing, especially China, are highly capable… there’s very few secrets. And there’s just progress. And you want to make sure that you’re types (e.g., text, images, audio) together. **Open-source = AI models and tools made publicly available for use, modification, and redistribution. 1) 4/25 estimate from OpenAI CEO Sam Altman’s 4/11/25

model combines the different sampling settings together. If temperature, top-K, and top-P are all available (as in Vertex Studio), tokens that meet both the top-K and top-P criteria are candidates for the top-P criteria. If only top-K or top-P is available, the behavior is the same but only the one top-K or P setting is used. If temperature is not available, whatever tokens meet the top-K and/or top-P phrase will, by chance, lead back to a prior state, creating a loop due to the vast number of available options. In both cases, the model's sampling process gets "stuck," resulting in monotonous and

days of work - TVM sampling model running in 30us on single server CPU core - Beat hand-written, highly optimized baselines (https://github.com/mozilla/LPCNet) by ~40% - Bonus: Real-time on mobile CPUs tradeoffs - how const are parameters? - structure specialization trades off icache/ dcache - also available today in FBGEMMPyTorch and TVM - Lots of opportunity in PyTorch - Graph optimization - Existing

implemented as a non-copying view instead. We wantto add this form of view as a relay intrinsic to enable highly fused and optimized transformer models. olo o o QQ octoML BERT has many reshape operations, which

surprisingly, there were some questions across the business about how AI could add value to the highly personal and sensitive nature of the work. The answer was to conduct intensive evals for every

establish a performance baseline 02 Focus on meeting your accuracy target with the best models available 03 Optimize for cost and latency by replacing larger models with smaller ones 
 where possible You interaction. This ensures a smooth, unified user experience, with specialized capabilities always available on-demand. This pattern is ideal for workflows where you only want one agent to control workflow violence) to maintain safe, respectful interactions. Tool safeguards Assess the risk of each tool available to your agent by assigning a rating—low, medium, or high—based on factors like read-only vs. write

models-now-available-on- aws 671B（全量模型） 需注册AWS账户，填写付款方式，免费部署。 Cerebras https://cerebras.ai 70B 邮箱注册，速度快，宣称比GPU方案快57倍。 Groq https://groq.com/groqclou d-makes-deepseek-r1- distill-llama-70b-available 70B

versions still achieve top-tier performance among open-source models. The model checkpoints are available at h t t p s : / / g i t h u b . c o m / d e e p s e e k - a i / D e e p S e e k - V 2 . 0 20 40 deleted data. Moreover, we incorporate more Chinese data, aiming to better leverage the corpus available on the Chinese internet. In addition to the amount of data, we also focus on the data quality. We

performance limited by slowest one ˃ Performance results based on Xilinx own runtime pipeline available in github (https://github.com/Xilinx/ml-suite/blob/master/examples/deployment_modes/mp_classify

schedules using fast Integer operations like Intel VNNI, ARM Dot, Nvidia DP4A • Full pipeline is available. Please try it and give suggestions. • Open-source discussions formed the foundations of both the