matrix2596

search, verifiability and compute

have u seen the dspark paper, they add a morkov head for light weight dependency, not sure whether it can be extended to multi step refining

looks like flash attention concepts applied to kmeans, nice speedup results

Gemini 3.1 Pro is based on Gemini 3 Pro

yea, they "officially" dont release benchmarks even if we asked the AWS reps

awesome that sparse attention used in real world setting

well said, just numbers with no plan or investment is worse even

people dont realize how lucky US citizens have it just by luck of being born in US

I wonder why India has not had the same success when its in a similar situation, is the domecratic power worse than the authoritarianism ( at least in the case of China). Or would you say India will eventually catch up and be better for the democracy.

is is possible for your tokenizer to give different tokenization ever then openai tokenizer? i am asking because there are multiple ways to tokenize the same string?? sry if i am mistaken

yes

Really interesting to see the deep dive into PCB design and EMI considerations here. It's a great reminder how much thought goes into balancing cost, manufacturability, and compliance, even for hobbyist products. The point about using one layer as a near-continuous ground plane is especially practical, and it's fascinating how even seemingly minor layout choices can have big implications for signal integrity. Thanks to everyone for sharing their expertise—it's one of the things that makes this community so valuable.

Best of luck.