Event Update - The event has been rescheduled to Wednesday at the same time [1] Community Engagement - Polyhedra is hosting a Community Q&A session on Tuesday at 10am UTC [1] - Verified community members engaging in the Q&A will have the chance to win USDT rewards [1] - To be eligible for rewards, participants need to join the Polyhedra Discord server [1]

Join @sampearton and @Tony0kAI on The Polyhedra Show for a Community Q&A this Tuesday at 10am UTC.Verified community members engaging will win USDT. Make sure to join our Discord to be eligible for rewardshttps://t.co/uGLwFzaD5p https://t.co/yfIXSBKbWF ...

Core Idea - The industry should not naively compile an LLM (Large Language Model) into a circuit [1] - The industry should exploit structure for efficiency [1] Optimization Strategies - The industry should use custom efficient constraints for linear operations like MatMul and LayerNorm [1] - The industry should use fused constraints for nonlinear operations like GELU to reduce complexity [1] - The industry should adopt a parallel-friendly layout to maximize modern prover hardware utilization [1]

6/Why it matters:- Enables practical zkLLM deployment — you can now verify an LLM’s output in seconds.- Keeps model weights secret.- Opens doors for privacy-preserving AI services with cryptographic auditability. ...

Zero-Knowledge Proofs (ZKP) Application - ZKP allows service providers to prove the correctness of LLM inference without revealing model parameters [1] - ZKP can address the issue of service providers potentially deploying smaller/cheaper models than promised [1] zkGPT Overview - The report introduces new work on zkGPT, focusing on proving LLM inference fast with Zero-Knowledge Proofs [1]

AI & Identity Verification - zkPyTorch aims to provide a solution for proving humanness in the AI era, addressing the challenge of AI-generated fakes [1] - The solution utilizes facial recognition as a form of identity [1] - Zero-knowledge proofs are employed to ensure privacy during the verification process [1] - On-chain verification provides a permanent and immutable record of humanness [1] - Cryptography is used to prevent AI from replicating biological traits [1]

Technology & Security - zkPyTorch ID utilizes ZKML to establish unhackable proof of humanity [1] - The system registers users via Face → Hash → Chain (one-time process) [1] - Verification involves generating a ZK proof to confirm identity [1] - The system ensures privacy by preventing facial exposure [1] - The system aims to mathematically guarantee one human equals one identity [1]

Technology & Innovation - zkGPT is a system for proving the correctness of large language model (LLM) inference without revealing the model [1] - The system enables private, verifiable LLM inference [1] - The system generates compact proofs in under 25 seconds [1]

Platform Updates - EGG V0.2.0 发布，平台已上线 Coin Master 和 Coin Market 功能 [1] - 平台进行了升级 [1]

Development Progress - Expander merged Ethereum Foundation PR to fix MPI bugs in macOS 15 build [1] - Expander enabled Sumcheck protocol for variable-length polynomials [1] - Expander progressed on Docker service module for zkML (zero-knowledge machine learning) [1]