[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.]  Milad 🐜 [@0xMiladx0](/creator/twitter/0xMiladx0) on x 4512 followers Created: 2025-07-25 06:09:04 UTC Why is it so hard to trust big, centralized AI systems? Let me explain @Mira_Network unique way of making honesty more rewarding than cheating by mixing AI, blockchain, and smart economic rules. Here’s how it works. Instead of trusting one AI, Mira builds a network of many different checker nodes that review AI answers. They verify outputs using multiple-choice questions (MCQs) but what if a node just guesses randomly? That’s where staking comes in: each node puts up some value as a guarantee. If a node gives suspicious or random answers, it loses its stake a direct financial penalty. So cheating doesn’t just hurt the network it hurts your wallet. This way, only nodes with genuinely good models stick around. Mira starts with handpicked nodes, then moves to a fully decentralized system where tasks are randomly spread out, making cheating and collusion very hard. Algorithms also watch for strange behavior to catch cheats early. Plus, nodes that use smaller, focused models and give accurate answers faster earn bigger rewards. The result? ✅ Cheating is too costly to try ✅ Different kinds of models help reduce bias ✅ More participants mean better security and accuracy This is the foundation for AI we can really trust built on economics, not just tech promises. Mira is turning trustworthiness into a system you can verify. #Mira  XXXXX engagements  **Related Topics** [blockchain](/topic/blockchain) [coins ai](/topic/coins-ai) [Post Link](https://x.com/0xMiladx0/status/1948626535629353023)
[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.]
Milad 🐜 @0xMiladx0 on x 4512 followers
Created: 2025-07-25 06:09:04 UTC
Why is it so hard to trust big, centralized AI systems? Let me explain @Mira_Network unique way of making honesty more rewarding than cheating by mixing AI, blockchain, and smart economic rules. Here’s how it works.
Instead of trusting one AI, Mira builds a network of many different checker nodes that review AI answers. They verify outputs using multiple-choice questions (MCQs) but what if a node just guesses randomly?
That’s where staking comes in: each node puts up some value as a guarantee. If a node gives suspicious or random answers, it loses its stake a direct financial penalty. So cheating doesn’t just hurt the network it hurts your wallet.
This way, only nodes with genuinely good models stick around. Mira starts with handpicked nodes, then moves to a fully decentralized system where tasks are randomly spread out, making cheating and collusion very hard.
Algorithms also watch for strange behavior to catch cheats early. Plus, nodes that use smaller, focused models and give accurate answers faster earn bigger rewards.
The result? ✅ Cheating is too costly to try ✅ Different kinds of models help reduce bias ✅ More participants mean better security and accuracy
This is the foundation for AI we can really trust built on economics, not just tech promises. Mira is turning trustworthiness into a system you can verify. #Mira
XXXXX engagements
Related Topics blockchain coins ai