Workflow
Polyhedra
icon
Search documents
X @Polyhedra
Polyhedra· 2026-01-21 13:00
Online games and virtual worlds were built around one idea: Real people competing, trading, and playing together.Today, that assumption is being challenged as AI begins to enter these spaces at scale.Here’s what’s happening 👇 https://t.co/23tuu5Swel ...
X @Polyhedra
Polyhedra· 2026-01-20 16:00
Security as a foundation really matters. This is also why @opencash_system is worth exploring — an Open Cash System designed with privacy and safe transaction flows at its core.PARSA (@Parsats_eth):Security isn’t just a feature, it’s the foundation.With @BitgetWallet, you don’t have to second-guess every dApp you open.⤷ Every interaction is protected⤷ Risk detection built into your journey⤷ Clear permission alerts before signing⤷ Seamless connection to dApps https://t.co/OsJ7J4HDB8 ...
X @Polyhedra
Polyhedra· 2026-01-20 13:00
5/PwC’s message is clear: Financial AI doesn’t become dangerous because it’s powerful. It becomes dangerous when institutions cannot audit, explain, or control it in practice.That’s exactly what @PolyhedraZK is building: Cryptographic infrastructure that makes AI risk governance enforceable inside real financial systems. ...
X @Polyhedra
Polyhedra· 2026-01-20 13:00
4/✔️This is where zkML becomes essential:✔️Proves which model and configuration produced a decision✔️Proves that policy constraints and approval rules were enforced✔️Enables auditability of opaque reasoning without exposing sensitive data✔️Supports accountability even as models evolve or retrainzkML turns AI control from after-the-fact review into enforceable guarantees. ...
X @Polyhedra
Polyhedra· 2026-01-20 13:00
Why zkML? Because PwC warns that AI is already embedded deep inside financial systems: Banks and insurers are deploying AI across credit approval, fraud detection, trading oversight, claims processing, and customer risk assessment.Once AI influences financial outcomes, governance stops being optional. ...
X @Polyhedra
Polyhedra· 2025-12-23 17:00
Company Achievements & Recognition - Polyhedra team expresses gratitude for the support received throughout 2025 [1] - The year 2025 marked breakthroughs in verifiable AI and zkML, transitioning research into practical products like Polyhedra i-D [1] - Polyhedra acknowledges the builders and partners within its ecosystem for transforming foundations into real-world systems [1] Product Launch & Incentives - OpenCash System now features live private transactions [2] - A reward program offering 1 million ZKJ is available on OpenCash System during the holiday season [2] Future Outlook - Polyhedra expresses excitement for future advancements and developments [2] - The company envisions a future where verifiability is a key aspect [2]
X @Polyhedra
Polyhedra· 2025-12-23 16:00
Privacy Evolution - Privacy has evolved beyond hiding balances or masking wallet addresses [1] - It spans encrypted execution environments, confidential trading, zero-knowledge identity, private RPC access, anonymous messaging, privacy-preserving AI, and compliant privacy rails [1] Projects to Watch - OpenCash System and Mars_DeFi are projects to explore [1]
X @Polyhedra
Polyhedra· 2025-12-23 13:03
Behind the Research https://t.co/FfAl7ARTjE ...
X @Polyhedra
Polyhedra· 2025-12-23 13:00
5/Gartner’s forecast isn’t just a market prediction. It’s a warning about the cost of opaque automation.If agents are going to move from prototypes to production, they need a way to demonstrate their behavior end to end.That’s exactly what @PolyhedraZK is building: The missing execution layer that makes agent autonomy deployable at enterprise scale. ...
X @Polyhedra
Polyhedra· 2025-12-23 13:00
zkML Benefits for Agentic Systems - zkML provides a proof layer for agentic systems, enhancing transparency and accountability [1] - Confirms the specific model version used for each decision [1] - Proves policy compliance without revealing internal logic [1] - Generates evidence of how multi-step actions were executed [1] - Enables auditors to validate behavior without accessing raw data [1] Enhanced Accountability and Verification - Transforms autonomous execution into a verifiable and reconstructable process [1] - Allows for independent verification and accountability of autonomous systems [1]