ORO: A Secure, Distributed Compute-over-Data Protocol The traditional model for training AI on private data is flawed and risky. It relies on extracting, centralizing, and storing sensitive user data, creating security and ethical issues. This approach limits true AI personalization. ORO offers a better solution: "bring the model to the data." ORO is not just a data marketplace but a decentralized compute-over-data protocol. It enables AI developers to perform computations, like model training, on private data without moving or exposing it. Here's how ORO works: 1.Job Request: AI developers submit a compute job to the ORO network, e.g., "fine-tune my model on conversational data from users meeting criteria X, Y, Z." 2. Secure Dispatch: ORO sends the untrained model to Trusted Execution Environments (TEEs) where permissioned data resides, keeping data secure. 3. Confidential Computation: Inside the TEE, the model trains on raw data in isolation, ensuring privacy. 4. Result Delivery: Only the trained model leaves the TEE, delivering value without exposing sensitive data. This compute-over-data model turns risky data logistics into a secure, scalable task, enabling AI to learn from real-world data without centralization risks. By joining ORO, you contribute a secure computational node to a global, distributed supercomputer, shaping the future of ethical AI. Source : getoro.xyz/blog/privacy-and-… @getoro_xyz @ck_oro @dgmonsoon @laryssa #ORO #Web3 #AI #ComputeOverData #TEE #Decentralization

Wow @ExpansoIO Introducing Bacalhau 1.3, by @BacalhauProject @SunifiedEnergy #UNITYsensor #DistributedCompute #ComputeOverData open.substack.com/pub/bacalh…

#Filecoin the base layer for Ai infrastructure #computeoverdata #web3 #CDNS LFG The world's largest decentralized storage network is growing.

The base layer for #web3 and the new internet which needs massive data scaling and compute #Ai infrastructure, #DeFi #Openscience #computeoverdata #CDN #staking $FIL #1000x #Filecoin

$FIL is the largest decentralized storage network. It’s ready for the main event. #DeFi #Aiinfrastructure #metaverse #opensciemce #computeoverdata #CDNS #Filecoin

Filecoin is the base layer that Ai will run on…. And it’s under $4 $FIL 👀 #decentralizedstorage #computeoverdata #DeFi #gaming #metaverse #cdn #AIcommunity #chatgpt4 #destor

Last week our Founder @51M0NW joined @codworkinggroup & @lmarsden to discuss working with @BacalhauProject and @Lilypad_Tech! Hosted by @DeveloperAlly & @silentspring30 Check it out here: register-dynamics.co.uk/talk… #opensource #computeoverdata #Bacalhau #IPFS #FVM #filecoin

The recording from today's IPVM Community Call is up! Thank you to everyone who came. buff.ly/3seSqIA #ipvm #wasm #computeoverdata

The IPVM community call is tomorrow! Learn about our quest to bring content-addressed computation to IPFS and our progress since being awarded the Arcological grant. #ipvm #ipfs #computeoverdata buff.ly/3qWwYr4

Interesting dive into #ComputeOverData🔊 @BacalhauProject Amplify V1 open.substack.com/pub/bacalh…

🎉 Let’s take a look at the recent @augmenthack and @ETHGlobal Hackathons in Paris! 🚀From AI chatbots and private education models to health record decentralization, the projects showcased not only reflect the brilliance of the participating teams but also the boundless possibilities you get from using Bacalhau. Here are some standout mentions: ➡️ CarpAI expanded decentralized AI accessibility. ➡️ Brian redefined transactions with natural language prompts. ➡️ AvasoulAI brought Shakespeare to life and shed light on the decentralized knowledge-sharing potential. ➡️ EasyCraftAI developed a supply chain management system and painted a future of symbiotic human-AI manufacturing collaboration. ➡️ GadusCLI embarked on an ambitious journey to democratize 3D mapping. ➡️ Deehr Market championed patient data rights and privacy in medical research. blog.bacalhau.org/p/compute-… Huge congrats to all the creators! 🚀 We're thrilled about what the future holds and proud to support such visionary builders. We’ll dive into more details tomorrow, so stay tuned. #HackathonHighlights #Innovation #EdgeComputing #ComputeOverData #BacalhauProject #Bacalhau #ML #Machienelearning #cybersecurity #cloudcomputing #analytics #digitaltransformation #devops #artificialintelligence #datascience #iiot #OpenSource  #deeplearning #kubernetes #docker #manufacturing

Don't forget! The Bacalhau Project Office Hours are on the horizon - tomorrow at 16:30 UTC. 🌅 Along with our usual discussions, we're excited to announce that @aronchick will be giving a short presentation and you definitely don't want to miss out on that. lu.ma/8ojx1umx?utm_source=tw… Whether you're an old friend or new, we'd love to see you there! 🤗 Questions? Ideas? Fire away! 🚀 #BacalhauProject #BacalhauCommunity #ComputeOverData #Expanso #ExpansoTeam #BigData #AI #ML #programming #edgecomputing #cloud #officehours

Check out our blog post on how to set up a private cluster and turn your compute environment into an impenetrable fortress of data privacy and security! 🏰! #Innovation #DataPrivacy #DataSecurity #BigData #AI #ML #CloudComputing #DataScience #Cybersecurity #IoT #NetworkSecurity #Privacy #DataGovernance #DataProcessing #DigitalTransformation #DataDriven #BacalhauProject #BacalhauCommunity #Bacalhau #ComputeOverData #Expanso #ExpansoTeam

📣 All aboard, Bacalhau crew! 🐟 Have you heard? With Bacalhau 1.0, you’ve got the power to run Bacalhau on Private Clusters! 🎉 Think of it like your own private island in the sea of data, where you call the shots on privacy and security. 🏝️ Plus, you can even drop a bridge to the public @IPFS network when you need to. Intrigued? Let's explore this together! 🐟 blog.bacalhau.org/p/private-… @ExpansoIO #Innovation #DataPrivacy #DataSecurity #BigData #AI #MachineLearning #CloudComputing #DataScience #Cybersecurity #IoT #NetworkSecurity #Privacy #DataGovernance #DataProcessing #DigitalTransformation #DataDriven #DeepLearning #BacalhauProject #BacalhauCommunity #BacalhauOnTheRise #Bacalhau #ComputeOverData #Expanso #ExpansoTeam

Guess what? Our latest Bacalhau 1.0 now plays nicely with S3-compatible storage.🐟💻 So stoked for the smooth data access and processing everyone's going to get! 🙌 blog.bacalhau.org/p/reading-… @expansoio #Bacalhau #BacalhauProject #Expanso #ExpansoTeam #ML #AI #AWS #S3 #DataProcessing #Data #BigData #DataStorage #ComputeOverData #DistributedComputing #amazons3

📚 Learn how to effortlessly query across an entire network, execute programs concurrently on multiple machines, and manage sensor data with SQLite and @BacalhauProject on @Azure Dive into this captivating 7-minute demo and read through our comprehensive step-by-step tutorial. 🐟 blog.bacalhau.org/p/distribu… @expansoio #DistributedComputing #Azure #SQLite #MicrosoftAzure #ComputeOverData #Expanso #BacalhauProject #BigData #CloudComputing #CloudStorage #Microsoft #Programming #MachineLearning #DataScience #Python #Security #distributedqueries #decentralized

🔔 Hey Friends! Just a heads up, our Office Hours are happening tomorrow at 16:30 UTC. 🌍 You can join the whole series or just pop in for one. Let's brainstorm, learn, and have fun with Bacalhau💡 Burning questions or brilliant ideas? We'd love to hear them! 🚀 Register here: lu.ma/8ojx1umx?utm_source=tw… @ExpansoIO #OpenSource #Community #OfficeHours #Expanso #BacalhauProject #BacalhauCommunity #ComputeOverData #Expanso #ExpansoTeam #BigData #AI #ML #programming #edgecomputing #cloud

Instead of validating with a hash, we validate with a receipt, making it fully deterministic! #computeoverdata

We let IPVM handle the matchmaking and authorization checking so that different systems can work together to complete the job. Learn more: buff.ly/3WYwHjn #computeoverdata #distributedsystems #compute

We want an open, multitier system that runs everywhere, connects all the world's users and services, and is substantially better than Web 2.0. Learn more about our efforts on the blog: buff.ly/3WYwHjn #computeoverdata #decentralizedweb #distributedsystems