{"id":"iqGtdQF14gk","title":"Internet's Trust Problem: Compute Capacity Crisis Explained","description":"We explore the growing trust and capacity issues within the internet, particularly concerning closed-source companies and compute providers. Understand the challenges impacting model builders and the user experience of rate limits. #InternetProblems #TechCrisis #ComputeCapacity #ClosedSource #AI #MachineLearning #TechNews #RateLimits #ModelBuilding #DigitalInnovation #NEARprotocol","channel_name":"NEAR Protocol","published_at":"2025-07-09T00:00:00.000Z","thumbnail_url":"https://img.youtube.com/vi/iqGtdQF14gk/hqdefault.jpg","transcript_text":"Right now there's a lot more things happening on internet. So there's also just like very practical problems. There's actually a really clear trust problem between even closed source uh companies, closed source model companies and comput providers, right? As a closed source comp um kind of model builder, your model is your IP. That's kind of expensive. And so I've talked with you know bunch of them. they all kind of running out of like if they have a good model they're running out of capacity to service their users right you know I'm sure people have seen like hitting rate limits across different models and it's not like there's no compute in the world there's plenty of compute like there's you know you can get 4,000 GPUs no problem right now on the market but the model provider doesn't trust the compute provider with their model because they can steal their weights and leaks them or whatever","transcript_synced_at":"2026-11-03T04:53:26.457Z","segments":[{"start_seconds":0,"text":"Right now there's a lot more things happening on internet. So there's also just like very practical problems.","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=0s"},{"start_seconds":7,"text":"There's actually a really clear trust problem between even closed source uh companies, closed source model companies","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=7s"},{"start_seconds":14,"text":"and comput providers, right? As a closed source comp um kind of model builder, your model is your IP. That's kind of","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=14s"},{"start_seconds":23,"text":"expensive. And so I've talked with you know bunch of them. they all kind of running out of like if they have a good model they're running out of capacity to","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=23s"},{"start_seconds":32,"text":"service their users right you know I'm sure people have seen like hitting rate limits across different models and it's not like there's no compute in the world","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=32s"},{"start_seconds":40,"text":"there's plenty of compute like there's you know you can get 4,000 GPUs no problem right now on the market but","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=40s"},{"start_seconds":48,"text":"the model provider doesn't trust the compute provider with their model because they can steal their weights and leaks them or whatever","url":"https://www.youtube.com/watch?v=iqGtdQF14gk&t=48s"}],"youtube_url":"https://youtube.com/watch?v=iqGtdQF14gk","url":"https://near-pedia.xyz/videos/iqGtdQF14gk"}