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![Seymirel Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1432317702660632578.png) Seymirel [@Seymirel](/creator/twitter/Seymirel) on x 53.4K followers
Created: 2025-07-19 11:33:02 UTC

How do you know your ai is honest?

Because most of the time, i don’t.

Today’s large language models (LLMs) generate content, analysis, and decision support outputs.

But are they actually correct? 

Are they unbiased? 

Most importantly, can they be proven?

This is exactly where @Mira_Network steps in.

So, Mira’s core infrastructure enables ai outputs to be independently verified by decentralized validators, all onchain.

Every response comes not just as text, but with a cryptographic proof attached.

So instead of “the ai said this,” you can now say:

“The ai said this and here’s the proof.”

bang.

Another thing is that Mira natively integrates Zero Knowledge Machine Learning, enabling outputs to be mathematically proven confirming that the correct model was used, with the correct data, under the correct parameters. 

Privacy and verifiability, working together.

You might see now that Mira doesn’t just generate answers. 

It builds trust into ai at the protocol level.

So the real question becomes:

“Why should I trust this output?”

Because now, it comes with proof😏

![](https://pbs.twimg.com/media/GwN6HejXIAAEspC.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946533738340659574/c:line.svg)

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

[Post Link](https://x.com/Seymirel/status/1946533738340659574)

[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.]

Seymirel Avatar Seymirel @Seymirel on x 53.4K followers Created: 2025-07-19 11:33:02 UTC

How do you know your ai is honest?

Because most of the time, i don’t.

Today’s large language models (LLMs) generate content, analysis, and decision support outputs.

But are they actually correct?

Are they unbiased?

Most importantly, can they be proven?

This is exactly where @Mira_Network steps in.

So, Mira’s core infrastructure enables ai outputs to be independently verified by decentralized validators, all onchain.

Every response comes not just as text, but with a cryptographic proof attached.

So instead of “the ai said this,” you can now say:

“The ai said this and here’s the proof.”

bang.

Another thing is that Mira natively integrates Zero Knowledge Machine Learning, enabling outputs to be mathematically proven confirming that the correct model was used, with the correct data, under the correct parameters.

Privacy and verifiability, working together.

You might see now that Mira doesn’t just generate answers.

It builds trust into ai at the protocol level.

So the real question becomes:

“Why should I trust this output?”

Because now, it comes with proof😏

XXXXX engagements

Engagements Line Chart

Related Topics coins ai

Post Link

post/tweet::1946533738340659574
/post/tweet::1946533738340659574