Pinned We just published @SaharaAI 's 2026 vision — and I want to share some of my own thinking behind it. When we started Sahara, the bet was that AI agents would eventually need more than just great models. They'd need trust. They'd need a way to prove what they did, compensate the
One dataset, co-owned by every contributors. Excited to collaborate with @myshell_ai to put into action the on-chain co-ownership and revenue sharing. Contributors will get co-incentives by both @saharaai and @myshell_ai for producing high-quality data.
Earlier this week our Dean @USCViterbi shared some good news with me: I'm appointed as a Viterbi Early Career Chair @USC , endowed by Andrew Viterbi. This is big for me! 🙌 Main credits have to go to my amazing students @nlp_usc . Always been inspired by every one of you. ❤️
Scaling up memory + multi-agent orchestration will shape the next wave of agentic AI system for real-world uses. However, equally important is the ownership protection and attribution of contributions for data/agent owners! Keep an eye on what @saharaai will offer next. Stay
We've built agents that can learn your habits, your preferences, your patterns. At some point, they may know you better than you know yourself. The question is no longer can they learn; but who owns what they learn? #AIforALL @saharaai
This week at @saharaai : → shipping agent on-chain registration Excited to see where we land by Friday. Stay tuned!
It all started from a convo back in Sep 2022 w/ @tz_sahara re: IP & control over personal models & data in the centralized AI paradigm. We took the approach of building a trustless provenance infra for fair compensation. Here is where we are today, w/ all your support!
The intersection of AI + crypto is full of hype; but also some real, foundational use cases. Two areas from this @a16zcrypto piece strongly align with what we're building at @saharaai : •Provenance for AI IP •User-owned, portable agents My quick take 👇
