Framework to prove inference of ML models blazingly fast

ezkl is an engine for doing inference for deep learning models and other computational graphs in a zk-snark (ZKML). Use it from Python, Javascript, or the command line.

Distributed zkML

Curated list of ZKML models and use cases made with Giza

Easy to use Verifiable AI and smart contracts interoperability.

Optimization for on-chain private machine learning.

Reversion strategy for Haiko AMM

Zero-Knowledge AI Inference with High Precision

Giza agents run provable ML models and act autonomously on Starknet using native Account Abstraction

Scoria AI is a decentralized AI agent framework on blockchain, enabling private, on-device Web3 intelligence for users and enterprises.

A deliberate affront to egalitarian tokenomics—cryptographic proof that not all wallets are created equal. What can be claimed without reputation can be excluded without apology.

verifiable and privacy-preserving inference via sparse neural networks by ZK-SNARKs schema (halo2)

To leverage AIGC technology with NFT, marketplace and privacy.

Sovereign MythOS: A decentralized OS blueprint for AI × Blockchain × Symbolic Recursion. Keys-to-proofs architecture with capability security, zkML, and recursive self-modification—provable, autonomous, and uncensorable. Built with OSS: CometBFT, ezkl, AnonCreds. 🜁 No gods, just sovereignty.

Ritual AI ❖ ❖ A Comprehensive Guide Running Infernet Node

Scoria AI is a decentralized AI agent framework on blockchain, enabling private, on-device Web3 intelligence for users and enterprises.

Build a decentralized AI infrastructure on Solana, enabling secure on-chain model training and creating a global marketplace for AI inference services.

A Picus-verified ZK-SNARK circuit for Linear Regression. Proves Sum of Squared Error (SSE) is within a public threshold without revealing model weights or training data.

zkML: Trade-offs in accuracy vs. proving cost