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 🚀 ...

4/Polyhedra i-D Mobile Integration – DocumentationAdded detailed instructions and documentation for all testing and benchmarking code, ensuring reproducibility and supporting ongoing development. ...

This week’s work focused on Polyhedra i-D Mobile Integration and Gemma improvements. Here’s a breakdown of what we shipped. https://t.co/v7gu3lneUM ...

Enterprise AI must be more than promises.With zkML, Microsoft’s AI assistants can offer verifiable trust — alignment between what’s deployed and what’s certified. ...

Enter zkML + Polyhedra:• Proofs that the exact Copilot model running is the one that passed compliance review.• Transparent upgrades — every new release can be verified.• Privacy intact — enterprises never leak raw data or weights, only proofs. ...