💡 @Amazon’s AI powers product recommendations, logistics, and fraud detection for hundreds of millions of customers.But how do we know those models are fair, secure, and aligned with customer trust? https://t.co/5FzvZ3TZIC ...

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/6FrbsBWymr ...

Robotics Industry Concerns - Unitree robot dogs存在蓝牙漏洞，攻击者可以控制单个机器人并像蜂群一样传播到整个机器人群[1] - 缺乏可验证AI的机器人技术不是创新，而是一种责任[1] Technology & Security - 该漏洞表明了可验证AI在机器人技术中的重要性，证明了控制和崩溃之间的区别[1]

AI has always promised transformation.With Polyhedra zkML + zkPyTorch, we’re making sure it’s transformation we can trust.#zkML #zkPyTorch #SafeAI ...

Technology & Security - Polyhedra is combining zero-knowledge proofs with PyTorch to build a provably safe and scalable AI economy [1]

We’re building the safe AI economy.What does that mean — and how are Polyhedra zkML + zkPyTorch laying its foundations? 🧵 https://t.co/1TFAEbDery ...

3/Sumcheck RTL DevelopmentImplemented and successfully tested the poly_eval and receive_challenge modules, both passing unit tests. Initiated full RTL integration for sumcheck, including witness loading and GF2-128 operations.Stay tuned for next week’s acceleration milestones ⚡ ...

2/PolyEval ExtensionExtended support to handle GF2-128 four-input polynomial evaluations. Verified correctness through targeted validation tests. ...

This week’s focus was on FPGA acceleration progress. Here’s what we delivered. https://t.co/5QSq91G8TN ...

5/Gemma – Model Execution & ValidationFixed shape inference errors in quantized model GPU execution.Added graph information completion interfaces for quantized models.Validated MobileNet circuit memory usage and correctness.Stay tuned for more updates 🚀 ...