Jide
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GM CT Most significant challenges facing the AI industry today is data provenance and ownership. For years, major the industry prioritized scale, collecting larger datasets and building more powerful models. However, as AI becomes integrated into enterprise systems, financial markets, media platforms, and regulated industries, transparency is no longer optional. This is the gap @shelbyserves aims to address, by transforming datasets into verifiable digital assets Shelby envisions a future where data carries a transparent record of its provenance, ownership, permissions, and usage history. Rather than treating training data as an opaque resource, it becomes a traceable and auditable asset that can be trusted by developers, businesses, and regulators alike. The implications extend far beyond legal compliance. Verifiable data can improve AI reliability, reduce risks associated with copyrighted or unauthorized content, strengthen governance frameworks, and create new opportunities for data contributors to receive recognition and value for their contributions. Shelby serves




We go again guys!!! The 7th Episode of the PrismaX Community space. Venu: X Time: 7:30 WAT Featuring: @Julzcrypt x @Femi_J1 If you need clarity on how to control the robot arm don't miss this. Come with your questions and kindly use the link below to set a reminder 👇🏻 x.com/i/spaces/1DxLd…

GPrisma 🤎 Yesterday's #7 Pak Regional Event on PrismaX was pure chaos in the best way possible 🔥 The game was Guess the Word? and the entire VC was full of energy. Huge respect to @xYoungOldmanx ❤️ Even though he wasn't feeling well, he still showed up and started hosting. That dedication deserves appreciation 👏 Then @0xJv_Damon took over and absolutely nailed it . The laughter, random guesses, endless teasing, and crazy moments had everyone rolling. Special love to our friends from the Indian region♥️ who joined too 20+ people together felt like one big family. 🏆 Winners: 🥇 Doctor Dynamite @ahsan_Crypto3 : Sharp thinking, lightning fast answers, and nonstop confidence throughout the game. You truly earned that first place and entertained everyone at the same time 🔥 🥈 Adnan @Adnansouthern : Calm, consistent, and super impressive performance. You stayed focused till the end and made the competition even more exciting 👏 🥉 crybaby : Now what do I even write about myself? I'm just a genius 😂 Shoutout to @xYoungOldmanx , @0xJv_Damon , crybaby ( ME ) , and @Ash9_0 for making the event unforgettable. This is why I love this community. More laughs, more memories, more Mondays together PrismaX Zindabad 🤎 @PrismaXai @vivianrobotics @MaxC16134


GM CT The episode 7 of everything about @PrismaXai regional space will be going live today Topics of the day would be on what is coming up on the project, Tele operations, service layer and lots more Hosting with @Julzcrypt Set your reminder: x.com/i/spaces/1DxLd… Time: 7:30pm Nigeria Time See you there gPrisma


three more @arc house regional chapter discussions to go this week... Jun 17 🇳🇬 Nigeria | 10 AM ET / 3 PM WAT Jun 18 🇮🇳 India | 10 AM ET / 7:30 PM IST 🇹🇷 Turkey | 1 PM ET / 8 PM TRT apply to join in the region you reside!




Back in February I made a post breaking down the PRISMAX role progression system. If you missed it you can check it on my X pinned post. @PrismaXai dropped the official full guide and there’s more detail now, especially around Groundbreaker which is the highest role in the system. The progression hasn’t changed. → Reactive → Assistive → Proactive → Exploratory → Stabilized → Navigational → Groundbreaker Seven roles. Same structure I covered earlier. But what’s new is how detailed they’ve gotten about what Groundbreaker actually requires. To get there from Navigational you need to meet at least 3 contribution dimensions in one month, content, community growth, user support, regional building, product feedback or community safety. At least one of those needs to show outstanding performance. And once you have it you have to keep earning it. Minimum 180 minutes of teleoperation per month to maintain the role. Miss that without telling the team and it gets reviewed. Two consecutive cycles of inactivity and you drop back to Navigational. The benefits though, up to 60 minutes of exclusive teleoperation per week and priority consideration for the Ambassador Program. Like I said in my earlier post, quality matters more than volume but consistency still counts. That hasn’t changed. The full guide just makes it clearer how far that principle goes all the way to the top. Roles here aren’t permanent badges. They reflect what you’re doing right now.



We’re in New York for ETHGlobal New York from June 12–14, 2026 with $15,000 in prizes for best submissions. Building on Arc in NYC? We’re looking for stablecoin-native applications built on Arc and with Circle tooling across wallets, interops, App Kit, and the new Agent Stack. Come ship with the team, get hands-on support, share product feedback, and compete for prizes. See you here! ethglobal.com/events/newyork…


GM CT This post from @shelbyserves highlights a growing challenge in the AI industry Many of the datasets used to train today's models lack clear provenance, ownership records, and verifiable rights. For years, the focus was on collecting massive amounts of data to build more capable AI systems, but the question of where that data came from was often overlooked. As AI becomes more deeply integrated into businesses and society, trust in data is becoming just as important as the models themselves. Organizations need confidence that the data powering their systems is authentic, properly sourced, and compliant with evolving regulations. This is the problem Shelby aims to address by transforming datasets into verifiable digital assets. Through provenance, transparency, and accountability, Shelby is helping create a future where data is no longer a black box but a trusted foundation for AI development. In the next era of artificial intelligence, the ability to prove the legitimacy of data may become just as valuable as the intelligence it helps create. Shelby serves