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X @Polyhedra
Polyhedraยท 2026-03-17 13:00
๐—œ๐—ป๐˜€๐—ถ๐—ฑ๐—ฒ ๐—ข๐—ฐ๐—ฎ๐˜€๐—ต - ๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ถ๐—ฎ๐—ป๐—ฐ๐—ฒ ๐—ช๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐—˜๐˜…๐—ฝ๐—ผ๐˜€๐˜‚๐—ฟ๐—ฒFinancial regulations require compliance, but they shouldnโ€™t require exposing personal data.With ๐˜–๐˜ค๐˜ข๐˜ด๐˜ฉ, identity information like ID and DOB can be verified through ZKML โ€” without revealing it publicly.Taken from The Polyhedra Show with Sam Pearton & @Tiancheng_Xie:https://t.co/guDdUx26aj ...
X @Starknet (Privacy x BTCFi arc) ๐Ÿฅท
RT vaamx (@vaamx_)Just published: ObelyZK โ€” GKR-based verifiable ZKML inference for billion-parameter models on @Starknet- 14B param verification (Qwen3-14B) in 3.04s/layer on H100- 86K felts calldata (28x reduction) via aggregated weight binding- 18-TX streaming on-chain Cairo verifier (v31)- M31 field tower (124-bit security)- 117K+ lines of Rust, ~14K CairoPaper + full source:https://t.co/u04qnUrKjWLooking for peer reviewers and arXiv https://t.co/zQdpVFtOHx endorsers. DMs open.@SuccinctJT @ddkang @Yupen ...
X @CoinMarketCap
CoinMarketCapยท 2025-12-22 23:33
Technology Trends - Industry is monitoring GPU supply and pricing [1] - Wallets are shipping intent-based execution [1] - ZKML/FHE production launches are being tracked [1] - Home-robot pilots and safety regulations are under observation [1] Future Outlook - The industry is compiling a 2026 watchlist to stay ahead [1]
X @Polyhedra
Polyhedraยท 2025-09-18 17:00
Product Development - This week the company delivered key improvements across ZKML and Expander [1] Technology Focus - The company's focus areas include ZKML (Zero-Knowledge Machine Learning) and Expander [1]
X @Polyhedra
Polyhedraยท 2025-09-18 12:00
ๆŠ€ๆœฏ่ฟ›ๅฑ• - ๅ›ข้˜Ÿๅœจๆœฌๅ‘จๅœจ ZKML ๅ’Œ Expander ๆ–น้ขๅ–ๅพ—ไบ†้‡ๅคงๆ›ดๆ–ฐ [1]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
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]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
ZKML Development - Implemented a basic version of recursive proofs for ZKML, a critical step for chaining complex computations efficiently [1]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
Last week we pushed the boundaries of GPU acceleration and zero-knowledge machine learning, moving closer toward practical ZKML.Letโ€™s break it down ๐Ÿงต ๐Ÿ‘‡ https://t.co/8JDoDOwhe3 ...
X @Polyhedra
Polyhedraยท 2025-08-10 09:11
Technology & Security - zkPyTorch ID utilizes ZKML to establish unhackable proof of humanity [1] - The system registers users via Face โ†’ Hash โ†’ 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]