Andrew Miller (@socrates1024) is one of the coauthors of the OML paper. He works at Teleport on applications of confidential compute in social media and communications. He holds a PhD from the @UofMaryland Cybersecurity Center and is an Adjunct Associate Professor @UofIllinois

7/ All the links 👉 Read the full research paper: https://t.co/3nretWqFW1 👉 Read our technical blog: https://t.co/6QpCsGIRQd 👉 Develop with our fingerprinting library:

6/ OML at @NeurIPSConf Lock-LLMs Workshop Lock-LLMs is about constraining and verifying LLMs under white-box access to prevent unauthorized knowledge use of LLMs. We address this head on adding a cryptographic control plane over open weights. The results are locally executed

5/ Fingerprints: The Proof Layer for Authorship OML embeds key-response fingerprints into LLMs so ownership can be proven on demand. These prints are invisible in normal use and survive fine-tuning, distillation, and model merges with no utility degradation. Users can challenge

4/ OML’s Breakthrough Open, Monetizable, and Loyal models benefit builders and researchers by: ▪️ Distributing weights for science, education, and community R&D ▪️ Attributing usage and creating sustainable economics ▪️ Enforcing behavior/policy constraints that the community

3/ Control Plane vs Data Plane OML layers a control plane next to the model’s data plane (inference). The Control Plane handles key management, policy evaluation and attestation. Each run carries a signed run-manifest (who/what/where) and writes an append-only audit log. The

2/ The Problem with Open-Source Open-sourcing weights means anyone can copy, fine-tune, or re-host and claim it as theirs. ToS can’t enforce policy, provenance is lost, and sustainable economics collapse. OML formalizes this white-box setting and adds cryptographically enforced

OML Workshop Track We’re starting off our “full-stack excellence” series in NeurIPS with a deep dive on OML (Open, Monetizable, Loyal): a new primitive that keeps models open while preserving policy control, provenance, and monetization. 🧵 Discover how OML achieves this and

We’re excited to announce that @NeurIPSConf—the biggest AI conference in the world—has accepted 4 of our papers across various categories. Some might even call it “full-stack excellence” 😁 Here’s a sneak peek at our work that’s been recognized for their breakthroughs: ➡️ OML

Congrats to our co-founder @sandeepnailwal on being named to @EconomicTimes’ 40 Under 40 🎉 We’re pushing the limits of what’s possible with open-source AI, keeping AGI free from single-entity control and open for everyone. Onward.

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Tune in for an exclusive AMA with Sentient cofounder @hstyagi🎙️ He'll discuss Sentient's mission, answer questions from the community, and share some sneak peeks on our upcoming plans 🤫 Drop your questions below & we'll bring them to the stage! 🗓️ October 13th ⏰ 8 AM PT

We built Sentient with the community and that’s how we’ll continue to do it 🤝 We’ve heard you and have lowered the @KaitoAI Yapper Leaderboard threshold to make it more inclusive. Our mission is making open-source AI win, and your feedback helps us advance it together.

ROMA’s Github repository:

Sentient took AI Startup of the Year at the Minsky Awards 🙌 ROMA Search achieved an industry-leading 81.7% accuracy, significantly surpassing competitors on the FRAMES benchmark for multi-step reasoning. On the SEAL-0 benchmark for complex, multi-source reasoning, ROMA with

Fingerprinting 101: https://t.co/6QpCsGJpFL

OML Fingerprinting at @CarnegieMellon 🏛 University of Washington PhD and Sentient researcher @anshulnasery showed how Sentient can prove model authorship and verify usage at scale. More on fingerprinting below ⬇️

Meet @sandeepnailwal Sentient's Co-Founder and professional hot dog eater (allegedly) Drop a 🌭 if you want to see him prove he can eat 5 hot dogs in under a minute.

BREAKING: September was huge for the Sentient community 💥 Record high mindshare, amazing content being created, research that beats the top AI companies in ROMA, and Spaces on Sentient Chat as part of the GRID. Here's to some of our amazing members who are helping us make

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