zkML
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X @Polyhedra
Polyhedra· 2025-11-06 09:00
AI Adoption & Impact - Over 50% of new production code is AI-generated, indicating a significant shift in software development practices [1] - More than 90% of engineers are using AI coding assistants daily, highlighting the widespread integration of AI in software engineering workflows [1] Verification & Trust - The industry faces the challenge of verifying the reasoning behind AI-generated code that shapes real systems [1] - There is a growing need for solutions like zkML to ensure the trustworthiness and reliability of AI-driven software [1]
X @Polyhedra
Polyhedra· 2025-11-04 13:00
5/Industrial AI will govern supply chains, infrastructure, and physical outputs.It needs verification at the decision layer — not trust in the black box.That’s what @PolyhedraZK is building: zkML as the verification layer for autonomous systems. ...
X @Polyhedra
Polyhedra· 2025-11-04 13:00
4/Imagine manufacturing where:✅Every optimization step includes a cryptographic execution trace.✅Compliance can be confirmed without inspecting internal process models.✅ Supply chains coordinate using shared proofs.zkML turns automation into auditable coordination. ...
X @Polyhedra
Polyhedra· 2025-11-04 13:00
Why zkML? Because @nvidia and @Samsung are building an AI megafactory — 50,000+ GPUs coordinating chip production, robotics, and industrial workflows.When factories begin reasoning, not just executing, the key question becomes:How do we verify the decisions machines make? https://t.co/FiD1vs532R ...
X @Polyhedra
Polyhedra· 2025-10-31 10:00
AI headlines:- OpenAI launches ChatGPT Atlas, an AI browser targeting Google- ChatGPT Go offered free in India- Reddit sues Perplexity over content scraping- Tencent reports 50% of new code AI-generated- AWS outage highlights cloud vulnerabilitiesMeanwhile, we boosted Expander bandwidth from 1 to 6 TB/s verifiable.Proof at scale: turning verifiable computation into a high-speed reality.As AI accelerates, verifiability ensures alignment.That’s why we’re building zkML, zkGPT, and Polyhedra ID.Speed with proof ...
X @Polyhedra
Polyhedra· 2025-10-30 12:00
5/AI payments are coming fast — but automation can’t scale without verification.zkML turns intelligent transactions into verifiable ones, with logic you can trust and outcomes you can prove.That’s what @PolyhedraZK is building: zkML for a world where every transaction carries its own proof. ...
X @Polyhedra
Polyhedra· 2025-10-30 12:00
4/Imagine commerce where:✅Every AI-initiated payment includes a verifiable execution receipt.✅Merchants can prove authenticity without sharing backend data.✅Regulators can verify compliance without central intermediaries.zkML makes agentic commerce self-auditing. ...
X @Polyhedra
Polyhedra· 2025-10-28 12:00
5/AI agents introduce new attack surfaces, but we can meet that by making reasoning itself provable.That’s what @PolyhedraZK is building: zkML for a web that runs on proof, not perception. ...
X @Polyhedra
Polyhedra· 2025-10-28 12:00
4/Picture a safer browsing experience where:✅Each automated recommendation or task includes a cryptographic attest of how it was derived.✅Platforms can detect injected prompts before an agent acts.✅Administrators can audit agent behavior without exposing user data.zkML makes agentic browsing auditable by design. ...
X @Polyhedra
Polyhedra· 2025-10-28 12:00
Why zkML? Because @OpenAI just launched ChatGPT Atlas, an AI browser that reads and acts for you across the web.But recent research shows agentic browsers can be manipulated by invisible instructions embedded in pages — a new class of attack that hijacks model intent. https://t.co/KV9PdOgJMi ...