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Multi-GPU Environment - Confirmed stable execution and compatibility of MPI runtime on a dual-GPU setup (RTX 4090 ×2, CUDA 12.8) [1] Hardware & Software - Validated MPI runtime on a dual-GPU setup with RTX 4090 ×2 and CUDA 12.8 [1]

FPGA Development - Implemented a specialized GF2-128 carry-less multiplier on FPGA, enhancing hardware arithmetic capabilities [1] - FPGA progress focuses on extending hardware arithmetic support [1] GPU & FPGA Acceleration - Report focuses on GPU & FPGA Acceleration for Expander [1]

Technology Updates - The company highlights key upgrades across its technology stack, including GPU acceleration, GPU Multi-Card, and MPI progress [1]

6/Currently working on Gemma3 quantization, focusing on:- Learning the new model architecture- Adding KV cache support (which accelerates inference)- Implementing quantization support for some new operators-- Full operator support will require 1+ additional day, plus more time for accuracy testingStay tuned for more updates 🔥 ...

5/Examined the Gemma3-4B-IT ONNX model, which contains many new nodes that would require 2+ days to fully implement quantization support ...

This week, our team rolled out performance upgrades and new features that make our tools faster and smarter. Let’s dive in! https://t.co/CrnOH2Mwhu ...

Scheming may be a future risk.But with zkML, verifiable alignment can be built in from the start.That’s what Polyhedra is building: Verifiable AI for the real world – with transparency, accountability, and trust baked in. ...

zkML (Zero-Knowledge Machine Learning) Benefits - Cryptographic proofs ensure model behavior aligns with declared safety rules, enhancing transparency and accountability [1] - Eliminates black-box trust by providing transparency without exposing sensitive data or inner logic [1] - Enables auditing of updates to confirm deployed version matches promised specifications [1] Polyhedra's Role - Integrates with zkML to provide cryptographic proofs [1] - Facilitates transparency without data exposure [1] - Supports verifiable model updates [1]