Now you need a privacy preserving mechanism to share access to your data to all these data hungry LLM's to run their algorithms on. In comes, Fully homomorphic Encryption(FHE) which allows computations on encrypted data (even on the edge), preserving the privacy of the information. And guess what? Apple enabled support a couple of weeks back. Aren't you glad there is FHE on your device? But for true #dataSovereignty (had to spell this a few times 😥 ) you don't want to trust #bigtech ..... #inCodeWeTrust with #cryptography and #blockchains and FHE allows for #decentralized training for these data hungry models. Some experiments have already been successful, though not nearly as big as the frontier models. SMOL models with good quality data >> large models trained on the chaos of the open web.
dataDAOAssuming there is value in our data, and we have a mechanism to control/secure it, and distribute it #permissionlessly for training models where we dont have to trust #bigTech, how do you #monetizeYourData? In come #DataDAO's and a recent startup funded to incubate such Decentralized Autonomous Organizations . These are a new organizational structure that operates on blockchain technology, where rules are encoded in smart contracts, allowing for decentralized control without centralized leadership. Members participate by holding tokens that grant them voting rights on proposals concerning the organization's direction, fund allocation, or rule changes. Everything from decision-making to financial transactions is transparent and/or automatically enforced by code, aiming for greater efficiency, transparency, and community governance. All is not rosy though, and people are still figuring out best practices, but it is one solution to addressing centralization risk and individual sovereignty .
dataDAOExtend this to #DataDAO’s , and one startup that I read about is @vanaxyz (https://www.vana.org/posts/accelerating-ai-data-revolution) which has incubated several Initiatives to allow users to control access to your data such as that on Reddit, Twitter and more. The Reddit DataDAO seems to have been quite successful-https://x.com/i/grok/share/S03gPzVdnZ3mspinG33a0pqAO and vana has raised a good amount of $$$. Get paid for your data … I believe a #LinkedinDataDAO is in the works !! There you have it - #simulatedHumans --> #dataSovereignty --> #monetizeYourData Follow me for more such deep dives. Mostly human, with some AI(augmented intelligence )
dataDAO