Babe, happy weekend! Every time the weekend comes, I completely switch to lazy mode, merging breakfast and lunch into one meal. Although I know this schedule isn't very regular, after a whole week of hard work, I deserve to relax and treat myself!

However, while relaxing is fine, I haven't been idle. I suddenly thought of the decentralized verification from @miranetwork that I discussed with everyone before. I guess some of you might have the same doubts as I do: since there is no unified manager and it's all up to the nodes in the network to verify, what if a node slacks off and doesn't check carefully, just randomly gives an answer?

After all, with a binary choice question, even random guessing has a 50% success rate. If many nodes are this careless, then the verification results would be purely based on luck, making it impossible to ensure reliability.

Actually, Mira has long considered this issue. It combines proof of work and proof of stake, with the core idea being to ensure that nodes dare not act recklessly.

First, if a node wants to participate in the verification, it must first stake a certain amount of assets, which is equivalent to providing a security deposit.
Secondly, the system has already processed the transactions; guessing the answer once may be correct, but the probability of guessing it correctly several times in a row is almost zero.

If a node consistently has a different consensus from everyone else or is clearly guessing randomly, Mira will activate the "slash" mechanism, directly deducting its collateral.

Moreover, Mira's nodes are diverse, and the AI models they run are different; some excel in healthcare, while others specialize in law.
Different models cross-validate from different angles, which can just offset the bias of a single model, and the conclusions drawn are naturally more objective.

With this mechanism in place, nodes can only preserve their margin and earn rewards by diligently verifying and providing accurate answers. If they try to take shortcuts and cheat, not only will they not make any money, but they will also lose their principal, making it a complete loss-making transaction.

It is precisely this design of "working honestly yields returns, while taking shortcuts will lead to losses" that makes Mira's validation network both reliable and efficient, and gives AI's output results tangible credibility, no longer having to worry about answers being mere luck.
#Mira