4/That’s where zkML matters:✅Prove a candidate assessment was generated using the approved model✅Prove which criteria guided the decision without exposing candidate details✅Prove institutional policies were enforced in the reasoning chain✅Enable auditors and HR teams to validate workflows without exposing internal logiczkML transforms AI-driven hiring from automated filtering into verifiable decisioning. ...

Why zkML? Because @HumanlyHR just launched an updated conversational AI platform designed to automate chat qualification, phone screenings, and structured video interviews — enabling enterprise-scale hiring.When AI is making first-line hiring decisions, verifying how candidates are assessed becomes critical. ...

Problem Highlighted - Freelancers' income trail is permanently visible on-chain, posing a privacy risk [1] - Every client and payout is tied to a single public address, creating transparency concerns [1] Potential Solution (Implied) - Ocash aims to address the privacy issues associated with on-chain freelancer payments [1]

https://t.co/AFOwlTfKPjOcash (@opencash_system):🎥 Our Ocash Testnet walkthrough is here.From claiming test tokens to sending shielded transfers and withdrawing on-chain — here’s a quick step-by-step guide to get you started.Try our Testnet today, and see how Ocash brings privacy-first transfers with a clear path to https://t.co/I9gPd6J5T5 ...

Happy Thanksgiving from the Polyhedra team ✨Thank you for supporting our work in verifiable AI and zkML — we’re grateful for everyone pushing the boundaries of what’s possible with us. https://t.co/u09NUfdplg ...

The Polyhedra Show - Ocash https://t.co/hKOZMNBOp4 ...

https://t.co/EAeiq8tMqqTiancheng Xie (@Tiancheng_Xie):Grateful this Thanksgiving for the entire Polyhedra team and everyone who’s stuck with us this year.We couldn’t do it without the community, partners, and collaborators who believe in what we’re creating. Excited for ‘26.Thank you for being part of the journey. 🙏🦃 ...

Identity Security - The future of identity should focus on protecting the digital self [1] - Polyhedra i-D aims to provide safe, secure, and user-controlled digital identity [1]

5/In a world where identity fraud is on the rise, ZKP-powered face recognition ensures that your personal data is never exposed, even during verification.You can prove who you are — without revealing anything else. ...

2/In India, a recent report revealed that millions of facial recognition scans were leaked from a government database.This breach exposed sensitive personal data, raising concerns over the security of centralized biometric systems.Could this happen to you? ...