This week on The Polyhedra Show, @sampearton sat down with @Tiancheng_Xie (TC) to unpack Ocash, compliant privacy, verifiable AI, and how EXP chain will lower the barrier for proof generation.Some key takeaways⬇️ ...

5/As AI becomes part of formal analysis, accuracy is only the starting point.Institutions need reasoning they can stand behind.That’s exactly what @PolyhedraZK is building: AI systems where every conclusion can explain itself. ...

4/zkML gives teams a way to inspect the process:✔️ confirm the model version behind each step✔️ confirm which evidence influenced each claim, without exposing sensitive files✔️confirm required review rules were actually followed✔️ allow auditors to examine the reasoning without revealing proprietary logicThis turns AI-generated reports from guesswork into something accountable. ...

Why zkML? Because Deloitte’s government HR and health report came under scrutiny after reviewers discovered several citations that didn’t exist.Once AI contributes to official analysis, the conclusion itself isn’t enough. Reviewers need a way to check how each claim was produced. ...

The Polyhedra Show - XTC https://t.co/lvfsV8rlPs ...

Problem Statement - On-chain trading activities are publicly traceable, allowing anyone to copy or analyze them [1] Proposed Solution - Ocash aims to address the privacy concerns associated with on-chain trading [1] - Active on-chain traders constantly move funds through bridging, swapping, farming, and rotating positions [1]

Identity Security & Control - The future of identity should prioritize security, control, and ownership, moving beyond mere convenience [1] - Polyhedra i-D empowers users to control their digital identity [1] Product Offering - Polyhedra i-D offers a solution for managing one's digital self [1] - Interested individuals can explore Polyhedra i-D at the provided URL [1]

Technology & Security - Zero-Knowledge Proof (ZKP) powered face recognition enables authentication without exposing sensitive information [1] - The technology ensures user control over their digital identity [1] Future Implications - Digital identity is becoming crucial for accessing services [1]

As digital identity solutions become a focal point in discussions, biometric verification is gaining traction as a secure and efficient method.Here’s what’s happening 👇 https://t.co/yOg4pRikQc ...

When seeing stops meaning believing, trust has to be engineered.Our latest blog breaks down why deepfakes are not the real threat—AI we can’t verify is.And how zkML and verifiable computation make Polyhedra’s approach a foundation for trusted AI in the synthetic era.👉Read the full deep dive: https://t.co/VhmL6esdnt ...