Fair Math
@FairMath
Privacy Engine for #AI and #Blockchain
We are pleased to share the first edition of the FHERMA Cookbook — a collection of modular #FHE components and AI models, developed through fherma.io challenges. eprint.iacr.org/2025/1302 The Cookbook is designed as a practical, extensible resource for…

🧪 Open-Source Privacy Meets Agentic Infra @FairMath is a research company building open-source tools to tackle the world’s most complex privacy challenges — with a community-first ethos. They’re not just theorizing — they’re shipping privacy infrastructure for the age of…
Everyone’s excited about #FHE as the foundation for private computation in #Web3, and the technology is quickly approaching real-world adoption. But most protocols rely on a single global encryption key - a core design flaw that puts everything at risk. Here’s why 👇
In this talk, I presented our approach and architecture for MLIR-based #FHE compiler and ecosystem designed for privacy-preserving computation using fully homomorphic encryption (FHE). youtube.com/watch?v=9dvVxb…
Fair Math FHE Computer enables encrypted, trustless, and scalable computation across blockchain, AI, and general-purpose workloads. If you haven't yet — take a look. Whitepaper: eprint.iacr.org/2024/1917 Docs: docs.fairmath.xyz
Stablecoins are foundational to crypto infrastructure — but lack built-in privacy. In our new article, we break down why existing solutions fall short, and what real-world adoption requires. Read it here: x.com/FairMath/statu…
x.com/i/article/1942…
Happening tomorrow
🔥 Agents Day is TOMORROW — July 29 in Cannes! A full-day AI × Web3 experience for builders, dreamers, degens & dealmakers. 📍Juliana Hotel Cannes maps.app.goo.gl/krsHeXh2LPMYqz… Two tracks. 15+ speakers. Zero fluff. 🧝♂️ Who’s coming? 500+ founders, hackers, investors, protocol…
Join us this Sunday for Agents Day at #EthCC in Cannes.
🛡 Data, Identity & Trust in the Age of Agents Autonomous agents are powerful, but who do you trust when there’s no user in the loop? Join this Agents Day panel as we dig into the mechanics of decentralized identity, data access, and security: – @TheDerrek, DevRel Lead,…
Meet our team in New York at Permissionless IV conference.
I'll be in New York for the next three days attending PERMISSIONLESS IV. Let’s connect!
1/ Stablecoins have become one of the most practical and widely adopted components of crypto infrastructure. Yet without privacy, they remain fundamentally limited in real-world financial applications. Many approaches have been explored — but a robust, scalable solution is still…
This summer, we are offering internships for students and early-career researchers interested in contributing to the privacy-preserving AI. Focus areas: - Designing and testing components for private model inference - Exploring FHE-based methods for secure computation To…

Buzzwords are easy. Building is harder. 🔹 @antongotchi — founder of @sleepagotchi 🔸 @misk0vic — cofounder of @cytonic_com 🔹 @g_arakelov — founder of @FairMath Join us May 28 at 3PM UTC as we go beyond the fluff, anon. Set your reminders: x.com/i/spaces/1ynJO…
Privacy 2.0 Market Map (v2) The Privacy 2.0 landscape can be split into 3 key PETs, enabling private shared state: - FHE (Fully Homomorphic Encryption) - MPC (Multi-Party Computation) - TEEs (Trusted Execution Environments) If you know of any other projects that belong in…
We’re getting very close to making Privacy-Native AI real — for everyone. Stay tuned.