{"id":"Jvhb10Xbzy0","title":"Decentralization: A Feature, Not a Bug for Data Acquisition","description":"The Masa AI team explains how decentralization is a key feature, not a flaw, in creating faster and more secure data acquisition systems. By distributing requests across a network of actors coordinated by an economic model, decentralized systems provide resilience, honesty, and scalability. Learn how this model offers users both value and security at scale.\n#Decentralization #DataAcquisition #Blockchain #Scalability #CryptoTech #DistributedNetwork","channel_name":"NEAR Protocol","published_at":"2024-10-04T00:00:00.000Z","thumbnail_url":"https://img.youtube.com/vi/Jvhb10Xbzy0/hqdefault.jpg","transcript_text":"it's an opportunity for a revenue stream for a user which is adding a lot of value to different markets but then more broadly it's actually a feature not a bug that this is uh decentralized the feature is you're able to spread a significant number of requests for a large data set over a distributed network of actors that are being coordinated and orchestrated using an economic model to uh maintain honesty and resilience in your network um that ultimately leads to a far master um more secure response and ability to acquire data at scale so it's a feature not a bug","transcript_synced_at":"2026-11-03T05:31:20.508Z","segments":[{"start_seconds":0,"text":"it's an opportunity for a revenue stream for a user which is adding a lot of value to different markets but then more broadly it's actually a feature not a","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=0s"},{"start_seconds":7,"text":"bug that this is uh decentralized the feature is you're able to spread a significant number of requests for a","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=7s"},{"start_seconds":15,"text":"large data set over a distributed network of actors that are being coordinated and orchestrated using an","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=15s"},{"start_seconds":21,"text":"economic model to uh maintain honesty and resilience in your network um that","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=21s"},{"start_seconds":28,"text":"ultimately leads to a far master um more secure response and ability to acquire","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=28s"},{"start_seconds":35,"text":"data at scale so it's a feature not a bug","url":"https://www.youtube.com/watch?v=Jvhb10Xbzy0&t=35s"}],"youtube_url":"https://youtube.com/watch?v=Jvhb10Xbzy0","url":"https://near-pedia.xyz/videos/Jvhb10Xbzy0"}