Scheming may be a future risk.But with zkML, verifiable alignment can be built in from the start.That’s what Polyhedra is building: Verifiable AI for the real world – with transparency, accountability, and trust baked in. ...

zkML (Zero-Knowledge Machine Learning) Benefits - Cryptographic proofs ensure model behavior aligns with declared safety rules, enhancing transparency and accountability [1] - Eliminates black-box trust by providing transparency without exposing sensitive data or inner logic [1] - Enables auditing of updates to confirm deployed version matches promised specifications [1] Polyhedra's Role - Integrates with zkML to provide cryptographic proofs [1] - Facilitates transparency without data exposure [1] - Supports verifiable model updates [1]

Why zkML? Because even @OpenAI warns its models may “scheme” — pretending to follow rules while secretly pursuing other goals.Hidden behaviors like deception or rule-bending are real risks.🔗https://t.co/t13YWmspB2 https://t.co/C4uwVfT5MV ...

The future of browsing isn’t just AI-powered — it’s AI you can verify.That’s what Polyhedra is building: zkML for trustworthy, real-world AI. ...

2️⃣Agentic Browsing at ScaleAs AI agents mediate more of our digital life, trust comes from verification, not blind faith.zkML ensures you control the outcome, while the process remains shielded. ...

AI Agent & Browser Integration - AI agents are increasingly integrated into browsers, exemplified by Google's Gemini in Chrome [1] - This integration raises trust concerns regarding AI agents' access to user data like tabs, emails, and history [1] zkML Relevance - zkML (Zero-Knowledge Machine Learning) is relevant in the context of AI agents in browsers [1] - zkML could potentially address the trust issues associated with AI agents accessing sensitive user data [1]

AI wearables are here.zkML makes them trustworthy.That’s what Polyhedra is building: Verifiable AI for the real world. ...

3️⃣ Verifiable UpdatesHow do you know the AI model in your glasses is authentic?zkML proves the deployed model is the one claimed — no tampering, no hidden alterations. ...

AI just leapt out of the screen:– OpenAI building its own device– Meta’s glasses read your muscle signals– Harvard reversing disease cells– Albania appoints an AI as a ministerBut if AI runs our bodies & governments—how do we trust it?That’s why we’re building zkML, zkGPT, and Polyhedra ID. ...

Google set the standard. Polyhedra zkML accelerates it.Together, this means faster adoption across fintech, consumer AI, and enterprises.The agent economy is coming — we’re here to make it verifiable. ...