a recent study uncovered that DataComp CommonPool, one of the major open-source datasets for training image generation models, includes hundreds of millions of documents with personal information such as passports, resumes, credit cards, and birth certificates. none of it

Poseidon coordinates the hardest data to source for AI: real-world data that can’t be scraped. Data is the most valuable subset of IP, and this mission is made possible by Story – the IP rails for licensing, provenance, and payouts at scale. More info:

10/ I plan on sharing more about my AI workflow in the future. Follow me a11en.eth to learn more! ✨ Like/Repost the quote below if you found this thread helpful, and share your unique AI workflow in the comments below!

At 12:05pm PT Sandeep Chinchali takes the stage at BASS SBC to present on AI and blockchain. 📍UC Berkeley → Hosted by Stanford Blockchain Club → Sponsored by Story & more Agenda and full details below:

Why does Poseidon use blockchain infrastructure? Because physical AI relies on long-tail, real-world data, and only blockchain can coordinate this at scale. Distributed infra enables: • A global, coordinated workforce • Real-time micropayments • Data verification

@spchinchali breaks down how Story leverages smart contracts and a custom Layer 1 to streamline licensing, royalties, and disputes putting creators first and building a transparent, efficient IP ecosystem. Full talk here: youtube.com/watch?v=izADgt…

Imagine asking: 📦 “Forecast delivery demand if I cut shipping fees in half this holiday season.” 🛋️ "Forecast my couch and tables, if I start promoting couches over tables this labor day" …and getting answers in minutes, not months. No messy data pipelines. No Model

amazing work by the Synthefy team, who are solving real problems for F500 customers!

This team ships fast. Less than 2 months has passed since I joined Story as CHAI and co-founded Poseidon. Now, the Poseidon App is already live and collecting unique, high-quality audio data for physical AI. We’re analyzing the results now. Expect an academic paper

So excited, been a pleasure working with you seb !

Introducing Synthefy MUSEval — the largest multivariate evaluation benchmark for time-series foundation models. Real systems are multivariate: prices ↔ promos, demand ↔ weather, servers ↔ peer nodes. Yet most time-series foundation models (TSFMs) cannot process this