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![DataVortex_ Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::4915813255.png) Vortex [@DataVortex_](/creator/twitter/DataVortex_) on x 5181 followers
Created: 2025-07-15 05:35:26 UTC

Gm TL
Decentralized Confidential Machine Learning (DCML) is here.

This is the foundation for a user-owned AI ecosystem you heard of and it’s built on NEAR and powered by partners across private compute, verifiable AI, and real-time agent infrastructure.

What is really DCML?

DCML enables AI that’s private, decentralized, and user-owned.
There are no data scraping or centralized control. NEAR is talking smart and personal AI, with privacy, context, and verifiability baked in.

What this DCML means for users:
With DCML:
• You control your memory (Private User Memory)
• Your data stays private (Confidential Inference, Private RAG)
• Keys are secured via decentralized infra (TEE, Chain Signatures)
• You verify AI outputs (Verifiable Training, Proof of Response)

What’s already live:

•  Human-Labeled Data via @PublicAI_xyz
•  Trusted Execution Environments via @PartisiaChain
•  Confidential Inference
•  Chain Signatures on @NEARProtocol

These are real tools, live today.

A thread !!

$pump #crypto #defi

![](https://pbs.twimg.com/media/Gv4B58KWoAANS2v.jpg)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1944994194977607899/c:line.svg)

**Related Topics**
[realtime](/topic/realtime)
[coins ai](/topic/coins-ai)
[decentralized](/topic/decentralized)

[Post Link](https://x.com/DataVortex_/status/1944994194977607899)