Polyhedra
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Polyhedra· 2025-10-15 10:30
https://t.co/UfBqL46azDEgg.Party (@EggDotParty):Creators don’t need more tools — they need better flow.One Agent, one kitchen, endless creativity. 🍳https://t.co/6PFIuky9mR https://t.co/MynHBjJdRI ...
X @Polyhedra
Polyhedra· 2025-10-14 12:00
5/AI begins on silicon.zkML makes it verifiable from the first layer.That’s what @PolyhedraZK is building: zkML for transparent, provable intelligence at the hardware edge. ...
X @Polyhedra
Polyhedra· 2025-10-14 12:00
4/Enter zkML + @PolyhedraZK:- Proofs that deployed AI is identical to audited versions.- Verifiable updates across the AI stack.- Confidentiality intact — cryptographic compliance without leaks. ...
X @Polyhedra
Polyhedra· 2025-10-14 12:00
Why zkML? Because @nvidia GPUs now power the world’s most advanced AI — in healthcare, finance, and national security.But how do we know the models running on silicon are exactly the ones regulators and enterprises audited? https://t.co/SlR547T5hO ...
X @Polyhedra
Polyhedra· 2025-10-13 12:30
Technology & AI - zkPyTorch compiles Gemma-3 into zk-friendly proofs of inference [1] - The compilation process involves quantization to circuit optimization [1] - This technology aims to make AI both powerful and trustworthy [1] Scalability & Efficiency - The solution enables efficient and scalable proofs of inference [1]
X @Polyhedra
Polyhedra· 2025-10-13 12:30
Key Features of zkPyTorch - zkPyTorch enables verifiable and data-protective AI without compromising performance [1] - Model weights remain local, ensuring they are never exposed or transmitted [2] - Cryptographic proofs guarantee that results are derived from Gemma-3 [2] - zkPyTorch is fully compatible with existing PyTorch workflows [2]
X @Polyhedra
Polyhedra· 2025-10-13 12:30
Technology & Security - zkPyTorch 可以加密证明 Gemma-3 的结果,确保数据安全 [1] - 该技术确保每次计算都可验证 [1] Artificial Intelligence - AI 应用广泛,但如何信任其输出是一个问题 [1]
X @Polyhedra
Polyhedra· 2025-10-13 02:30
Join @Tony0kAI alongside @Tiancheng_Xie and @sampeartonfor a week of live shows and fun.Verified community members engaging will win USDT. Make sure to join our Discord to be eligible for rewardshttps://t.co/uGLwFzaD5p https://t.co/k9hO1ZwRi1 ...
X @Polyhedra
Polyhedra· 2025-10-12 08:00
AI Future & Verifiability - The future of AI is not just powerful, but also verifiable [1] - Polyhedra is preparing for verifiable AI at scale [1] Polyhedra's Focus - Polyhedra offers an enterprise checklist for verifiable agents [1] - Polyhedra is expanding zk identity & data provenance tooling [1] - Polyhedra provides SDKs that simplify verifiability to the level of coding an API [1]
X @Polyhedra
Polyhedra· 2025-10-12 08:00
Verifiability Importance - The industry emphasizes the critical need for verifiability across various sectors [1] - Users require assurance of data and action authenticity [1] - Enterprises demand trusted and auditable systems [1] - Nations are progressing towards AI that meets regulatory standards [1] - Agents, as the evolving user interface, must demonstrate their actions and reasoning [1]