The uncertainty about where all of this is headed is real, and so is the anxiety and the grief. But so is the opportunity. And I’d rather be someone who looked at this inflection point and decided to build something meaningful than someone who spent it waiting for a prediction to come true.
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Key takeaway: For models that fit in memory, Hypura adds zero overhead. For models that don't fit, Hypura is the difference between "runs" and "crashes." Expert-streaming on Mixtral achieves usable interactive speeds by keeping only non-expert tensors on GPU and exploiting MoE sparsity (only 2/8 experts fire per token). Dense FFN-streaming extends this to non-MoE models like Llama 70B. Pool sizes and prefetch depth scale automatically with available memory.
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Coaches and administrators agree that college hockey is truly distinct -- in the range of programs that compete for championships, in the randomness of big-game outcomes and even in how athlete compensation unfolds. The money isn't as big as in football and basketball, and the demands from top athletes, many of whom already know their NHL draft destinations, aren't that high yet.