This week we delivered key improvements across ZKML and Expander. Here’s a breakdown of what was shipped. https://t.co/i6YGwdpNqH ...

This week, the team delivered major updates in ZKML and Expander. Here’s an overview of the progress. https://t.co/qy21D9qzEl ...

Development Progress - Circuit testing is being conducted at various scales [1] - End-to-end tests were performed on small circuits [1] - Debugging and optimization efforts are ongoing for larger circuits [1] - Integration of real ZKML (Zero-Knowledge Machine Learning) computation graphs is in progress [1] Future Outlook - More updates will be provided in the future [1]

3/ Building ZKML recursion.We implemented a basic version of recursive proofs for ZKML, a critical step for chaining complex computations efficiently. ...

Last week we pushed the boundaries of GPU acceleration and zero-knowledge machine learning, moving closer toward practical ZKML.Let’s break it down 🧵 👇 https://t.co/8JDoDOwhe3 ...

Technology & Security - zkPyTorch ID utilizes ZKML to establish unhackable proof of humanity [1] - The system registers users via Face → Hash → Chain (one-time process) [1] - Verification involves generating a ZK proof to confirm identity [1] - The system ensures privacy by preventing facial exposure [1] - The system aims to mathematically guarantee one human equals one identity [1]