4/ What’s next — and how the community can get involved:Sam also outlined how the community can participate as Ocash evolves:• An active core group on Discord• Ongoing shows each week and more sessions planned for the new year• An “OChristmas” campaign coming soon to reward early users making transactions• A bug bounty program and upcoming ecosystem partnershipsIn Q1, TC highlighted two major milestones:• A mobile version compatible with mainstream smartphones• An SDK designed for integration — so wallets, ...

Ocash Differentiation - Ocash distinguishes itself from mixers by employing ZK proofs to conceal execution traces while maintaining a UTXO-style structure [1] - Unlike Tornado-style systems that mix funds, Ocash prioritizes concealing transaction execution [1] Privacy and Transparency - Ocash ensures transaction privacy by default, enabling selective disclosure and auditability when necessary [2] - Full transparency can hinder real-world adoption for individuals and organizations [1] Practical Applications - Ocash facilitates selective freezing of malicious assets during attacks [3] - Ocash provides privacy for innocent users without exposing full transaction histories [3] - Ocash supports practical enterprise use cases like payroll and treasury operations [3]

This week on The Polyhedra Show, @sampearton sat down with @Tiancheng_Xie (TC) to unpack the launch of Ocash Mainnet Alpha, and what it takes to bring private transaction infrastructure into real-world use.Some key takeaways ⬇️ ...

https://t.co/r2aTlHAERSSamuel Pearton (@sampearton):Ocash is about putting Polyhedra back on a long-term path — where deep research turns into real infrastructure, and trust is earned quietly over time.2026 is the horizon I care about:Privacy done properly, systems that institutions can rely on,and products that feel human, ...

5/As AI becomes the layer users rely on for facts, accuracy is only the baseline.Institutions need AI systems where every conclusion can show its work.That’s exactly what @PolyhedraZK is building: AI that must verify its own reasoning before its answers ever reach the public. ...

AI Model Transparency and Auditability - Confirms reasoning steps followed required constraints [1] - Allows auditors to review the chain of logic without revealing proprietary model weights [1] - Turns AI-generated search results into something grounded — not improvised [1] - Confirms the model version responsible for each statement [2] - Confirms which evidence contributed to each claim, without exposing underlying files [2]

AI安全与风险 - AI生成内容可能存在捏造信息和虚假陈述的风险 [1] - 虚假信息在被发现后持续存在，问题解决存在滞后性 [1] 技术应用与挑战 - Google的AI搜索摘要出现问题，导致针对美国电气承包商的诉讼被捏造 [1] - 捏造信息甚至被错误地归因于州检察长 [1] 时间线与事件 - 公司在2024年发现了捏造的声明 [1] - 针对虚假信息的诉讼于2025年3月提起 [1] - 虚假输出持续到11月 [1]

The Polyhedra Show - XTC https://t.co/k896KKXOHN ...

https://t.co/5h8CWgy4ESOcash (@opencash_system):Vendors and contractors get paid for specific work — projects, milestones, retainer fees.On-chain, those payments don’t stay contextual. They sit in public, attached to a wallet anyone can follow. https://t.co/3ts86YEtFh ...

https://t.co/FVLotvA21OTiancheng Xie (@Tiancheng_Xie):For me, Ocash isn’t just a product launch.It’s part of bringing Polyhedra back to where it should be by 2026 —a company known for fundamental research, real systems, and infrastructure that actually matters.Privacy, when done properly, isn’t about hiding.It’s about building ...