A few days ago, I was fixing my phone when my boss sighed while tinkering with the motherboard AI is too unreliable now. I asked it to look up a fault code, but it just talks nonsense and claims to have 80% confidence. ” I smiled and said, 'You're not fixing your phone, you're fixing your AI with confidence.'. ” This reminds me of a very interesting pair of combinations recently—— @Mira-N Network and @ irys_xyz. The two projects are like the "truth police" and "evidence warehouse" of the AI world. Let's talk about Mira first. Its logic is similar to that of a teacher who "holds class meetings and votes collectively". Every time the AI says something, Mira brings a bunch of different AI to the hearing: Model A is correct, Model B is incorrect, and Model C hesitates for a moment. Then the system automatically votes, compares, and averages, Finally, leave behind the truth that everyone agrees on. Do you think it's over? No. The verbal battle between AI will generate a bunch of verification records, From 'who speaks',' who votes', 'who signs' to the final consensus conclusion, Every step must be securely stored. If you save it in the wrong place at this time, Isn't that equivalent to 'putting the truth in a fake safe'? So irys appeared. It is the kind of infrastructure that sells evidence instead of stories. We specialize in helping these verification data to be on chain, encrypted, and globally replicated. Just like writing a diary, it helps you store it in 100 safes at the same time, It's still encrypted and locked, no one can change it. The most impressive thing is that its cost model is particularly "populist", Can support AI data from TB to PB levels, It is much cheaper than traditional blockchain storage and can also meet the low latency requirements of AI systems. And Mira is not idle here either, Using a PoW+PoS hybrid mechanism to involve nodes in verification, Whoever manipulates data, directly deducts and pledges - this mechanism is much more reliable than AI reasoning on its own. Mira has now served over 4 million users, Backend applications like Klok and AI astrology are all using its validation framework. So you see, Mira is responsible for determining whether what AI says is true or false, Irys is responsible for "firmly locking the real content and not allowing it to be changed". AI used to be a genius who talked nonsense, Now with Mira and irys, it has finally become ——A good student who has logic, evidence, and archives