$CLAY
Trending UpSnapshot Window: 2026-07-09 06:40 UTC · ← Back to Crypto Overview
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The Power of Building on Bittensor! Check out our founder @GarethHowe95938 talking to @gordonfrayne about the power of building on Bittensor and the recent SOTA benchmarking results for video compression. Reference the report here: x.com/vidaio_/status … @vidaio_ [Spoken audio]: It's all about the incentive mechanism. Essentially, you've got 256 AI machine learning engineers all trying to outdo each other to get the highest incentive. I mean, the competition model means that we can move the product on exponentially. And it just isn't something that can really be replicated outside bit. So yeah, what it means, I mean, I can share some benchmarking results with you a little bit later in the podcast. What it means is that we are, you know, SOTA, we're definitely beating the competition, even the biggest guys in the industry, we're still beating them on compression rates and at perceptual video quality. So it really allows us to have an incredibly powerful product, but it also allows us to be really innovative and agile. So if we need to change a certain thing about the workflow, change a different way to compress files So there's a new upscaling model come on board, we can take that on and we can essentially let the miners use that and then move the product on exponentially. Essentially, this is showing the BD rate. So the BD rate is the compression rate in relation to file size. So as you can see, this is us on the left. FNPEG was our benchmark and then you can see the competitors on the right. So you've got AWS and you've got bit moving. So this is all about sticking to a perceptual quality score. So the VMAF score, which is the industry standard for benchmarking of the quality of the video. So how the human eye perceives the video. So all these results came in at the same VMAF score, but our file was 23% smaller than the FMPEG benchmark. FMPEG benchmark. So what we do when we're when we're compressing the videos, we have to hit a certain VMAV score. So that's like, so if you're looking at a score of 93, that's like perfect to the human eye, you won't be able to tell that there's any degradation in that file. So if we're hitting that and we're 23 percent smaller than the benchmark and AWS are 97 percent bigger.
