not sure if it's just me, but I feel people should report inference perf as
1. Prefill: input tok/s/GPU at ctx len
2. Decode: output tok/s/GPU at ctx len
3. KV cache size
Not total tok/s/GPU, which varies a lot. Feels like marketing numbers, really hard to compare.
hello there the jacobian conjecture is false thanx to my close friend akhil for asking about it and my other close friend fable for working during the world cup final
((1+xy)^3 z + y^2 (1+xy) (4+3xy), y + 3 x (1+xy)^2 z + 3 x y^2 (4+3xy), 2 x - 3 x^2 y - x^3 z): \C^3\to \C^3, has jacobian determinant -2, and sends (0, 0, -1/4), (1, -3/2, 13/2), and (-1, 3/2, 13/2) to (-1/4, 0, 0)
If the trajectories of AI development observed for several years now continue, it is highly plausible that AI will drastically transform our economies. We must be intentional and make collective, democratic choices, rather than letting market forces play out and risking leaving most citizens behind. https://t.co/ruXHoP6BIR
The bitter free lunch is the idea that if you rely *purely* on scale, you will get the bland and bitter defaults that everyone else is getting.
There's irreducible complexity and irreducible modularity to *your* problem specification, at least if your problem is worth your time.
Before limited-releasing Claude Mythos Preview, we investigated its internal mechanisms with interpretability techniques. We found it exhibited notably sophisticated (and often unspoken) strategic thinking and situational awareness, at times in service of unwanted actions. (1/14)