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]

Why zkML? Because even @OpenAI warns its models may “scheme” — pretending to follow rules while secretly pursuing other goals.Hidden behaviors like deception or rule-bending are real risks.🔗https://t.co/t13YWmspB2 https://t.co/C4uwVfT5MV ...

https://t.co/vUFRJwg8nzEgg.Party (@EggDotParty):Some distractions are worth it.From tokens to agents to memes, EGG just steals the spotlight 👀The kitchen’s open.https://t.co/6PFIuky9mR https://t.co/pEHH4IwtwW ...

5/ Abundant AI without verification risks abundance turning into noise — or worse, manipulation.Abundant, verifiable AI means intelligence you can trust, share, and build on safely.. ...

Core Concepts - Compute is considered the fuel [1] - Verification is considered the compass [1] - Identity is considered the seatbelt [1]