[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.]

![0xMiladx0 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1616021704869924867.png) Milad 🐜 [@0xMiladx0](/creator/twitter/0xMiladx0) on x 4510 followers
Created: 2025-07-25 06:38:45 UTC

Want to build AI you can actually trust?
You can’t rely on algorithms alone.
You need to design honesty into the economics.
Here’s how @Mira_Network  blends staking, incentives, and smart design to make trust scalable.

Mira doesn’t use old-school mining like Bitcoin.
Instead, work is reimagined as AI verification:
Answering questions like, Does this claim match the original source?

But it’s multiple choice  and that makes random guessing tempting.

To prevent that, Mira adds staking.
Each node must lock up some value.
If it submits bad or off-target answers, it gets penalized (slashed).
Guessing randomly? That’ll cost you.

So honesty isn’t just encouraged it’s enforced economically.

Mira’s system evolves in phases:

• Phase 1: Hand-picked nodes
• Phase 2: Same task, checked by multiple models
• Phase 3: Randomized task distribution so no one can coordinate or cheat

Together, this creates real, decentralized resilience.

But here’s what makes it even smarter:
It rewards efficient accuracy.

If your model is small, fast, and correct you earn more.
So there’s real incentive to build better, not just bigger.

That creates a virtuous loop of quality and performance.

As the network grows:
→ More usage = more rewards
→ More stake = higher trust
→ More diversity = better results
→ More data = smarter anomaly detection

All of this reinforces one outcome: verifiable AI you can depend on.

Mira shows us that the future of AI trust won’t be solved by better models alone.
It’ll be solved by better economics.
By building systems where being honest pays and faking it doesn’t scale.
#Mira

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

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948634004690776336/c:line.svg)

**Related Topics**
[mining](/topic/mining)
[staking](/topic/staking)
[coins ai](/topic/coins-ai)
[bitcoin](/topic/bitcoin)
[coins layer 1](/topic/coins-layer-1)
[coins bitcoin ecosystem](/topic/coins-bitcoin-ecosystem)
[coins pow](/topic/coins-pow)

[Post Link](https://x.com/0xMiladx0/status/1948634004690776336)