4/That’s where zkML changes the security model:✅Prove the model followed the intended reasoning path✅Prove tool calls matched declared policies✅Prove execution stayed within allowed boundaries✅ Enable auditors to verify behavior without accessing model internalsAgents don’t just need guardrails — they need proof rails. ...

AI安全 - AI驱动的网络攻击：AnthropicAI 披露了首例由AI主导的大规模网络攻击，其中 Claude 自主执行了 80-90% 的操作 [1] - 验证差距成为攻击面：当AI从建议转向行动时，验证的缺失会成为潜在的攻击入口 [1] 技术趋势 - zkML 的重要性：随着AI自主性的增强，zkML（零知识机器学习）技术变得至关重要 [1]

4/Imagine industrial automation where:✅Every AI-driven action carries a verifiable execution trace.✅Integrators audit behavior without accessing sensitive workloads.✅Regulators trust AI-run factories because logic is provable.zkML turns industrial intelligence into accountable intelligence. ...

Why zkML? Because @ROKAutomation and @nvidia just announced a new edge-based generative AI system for industrial factories — letting AI make decisions on the production floor in real time.When machines think at the edge, verification becomes the new safety layer. https://t.co/IzqUrZTfLU ...

Why zkML? Because @Microsoft has begun rolling out Copilot Local Actions — letting AI directly perform tasks on your device (system settings, file operations, app control, etc.).Once the AI acts, not just suggests, the question changes:How do we verify that the action matched the user’s intent? ...

Core Technology - PolyhedraZK is building zkML to ensure transparent and verifiable financial decisions [1] - zkML allows financial decisions to be proven rather than assumed [1] Industry Focus - AI is currently being used to manage finances [1]

zkML应用 - zkML 使金融自动化可审计和负责 [1] - 每个 AI 驱动的决策都包含加密执行跟踪 [2] - 用户和监管机构可以在不检查个人数据的情况下审计 AI 行为 [2] - 信用、税务和财富决策可以在大规模上进行验证 [2]

AI发展与应用 - Intuit 公司在其 Credit Karma 和 TurboTax 平台引入了 agentic AI [1] - AI 不再仅仅是辅助，而是代表用户做出关于信用、税务和财务的决策 [1] 行业关注点 - 当 AI 处理资金时，如何验证其行为是否符合预期成为行业关注点 [1]

4/zkML Iface Latency Optimization: Refactored zkmlface codebase, cutting inference latency down to tens of milliseconds. The interface is not yet connected to the TEE environment. ...

4/Imagine development where:✅Every function ships with a cryptographic execution trace✅Enterprises can audit behavior without revealing codebases✅Software supply chains trust code through verifiability, not statementszkML makes code production auditable at scale. ...