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![jay2positive Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1834166566759325696.png) عبد الواحد [@jay2positive](/creator/twitter/jay2positive) on x 2699 followers
Created: 2025-07-21 11:13:22 UTC

▪︎ built on @union_build
ensemble is tapping into the future of verifiable ai on-chain, open, and trustless

▪︎ union is laying the foundation for the new ai stack
a decentralized infrastructure that guarantees verifiability, data integrity, and compute transparency

▪︎ the current ai systems are black boxes
you ask a model a question, you get an answer
but you don’t know what model was used, what weights, what context, or whether the output was tampered with

▪︎ union flips that
it anchors every step of the ai lifecycle on-chain—from model provenance to inference output
you don’t just trust the result—you verify it

▪︎ ensemble, built on union, is taking advantage of this stack
using union’s low-latency zk system, ensemble brings ai models on-chain and enables their use in apps where proof, transparency, and speed matter

▪︎ this opens up an entire frontier
verifiable ai agents
transparent research
collaborative model training
and fair attribution for open-source models

▪︎ union’s modular design supports a diverse set of zk circuits and proof systems
that means ai models of different shapes and sizes can be deployed, scaled, and queried with confidence

▪︎ data privacy also gets an upgrade
thanks to union’s zk-native foundation, sensitive user data can be processed securely—without revealing it to third parties or model operators you

▪︎ developers building on union are building in public
they’re creating an internet where the outputs of ai are not only powerful, but provable

▪︎ ensemble’s choice of union isn’t accidental
it’s what happens when an ecosystem is designed for builders who care about what’s under the hood, those who want auditability, speed, and truthfulness baked into their apps

▪︎ the old internet gave us ai we couldn't trust
union is giving us ai we can prove
▪︎ ensemble is one of the first movers
but it won’t be the last

▪︎ union isn’t just a blockchain
it’s the cryptographic substrate for the next era of intelligence, an open economy for verified compute, privacy-preserving models, and unstoppable apps

![](https://pbs.twimg.com/media/GwYIy-qXMAA36fx.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947253564641828957/c:line.svg)

**Related Topics**
[decentralized](/topic/decentralized)
[stack](/topic/stack)
[onchain](/topic/onchain)
[coins ai](/topic/coins-ai)
[unionbuild](/topic/unionbuild)

[Post Link](https://x.com/jay2positive/status/1947253564641828957)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

jay2positive Avatar عبد الواحد @jay2positive on x 2699 followers Created: 2025-07-21 11:13:22 UTC

▪︎ built on @union_build ensemble is tapping into the future of verifiable ai on-chain, open, and trustless

▪︎ union is laying the foundation for the new ai stack a decentralized infrastructure that guarantees verifiability, data integrity, and compute transparency

▪︎ the current ai systems are black boxes you ask a model a question, you get an answer but you don’t know what model was used, what weights, what context, or whether the output was tampered with

▪︎ union flips that it anchors every step of the ai lifecycle on-chain—from model provenance to inference output you don’t just trust the result—you verify it

▪︎ ensemble, built on union, is taking advantage of this stack using union’s low-latency zk system, ensemble brings ai models on-chain and enables their use in apps where proof, transparency, and speed matter

▪︎ this opens up an entire frontier verifiable ai agents transparent research collaborative model training and fair attribution for open-source models

▪︎ union’s modular design supports a diverse set of zk circuits and proof systems that means ai models of different shapes and sizes can be deployed, scaled, and queried with confidence

▪︎ data privacy also gets an upgrade thanks to union’s zk-native foundation, sensitive user data can be processed securely—without revealing it to third parties or model operators you

▪︎ developers building on union are building in public they’re creating an internet where the outputs of ai are not only powerful, but provable

▪︎ ensemble’s choice of union isn’t accidental it’s what happens when an ecosystem is designed for builders who care about what’s under the hood, those who want auditability, speed, and truthfulness baked into their apps

▪︎ the old internet gave us ai we couldn't trust union is giving us ai we can prove ▪︎ ensemble is one of the first movers but it won’t be the last

▪︎ union isn’t just a blockchain it’s the cryptographic substrate for the next era of intelligence, an open economy for verified compute, privacy-preserving models, and unstoppable apps

XXXXX engagements

Engagements Line Chart

Related Topics decentralized stack onchain coins ai unionbuild

Post Link

post/tweet::1947253564641828957
/post/tweet::1947253564641828957