A couple of days ago, I was fixing a phone, and my boss was fiddling with the motherboard while sighing:

"AI is so unreliable right now. I asked it to check a fault code, and it just rambled seriously, claiming it has 80% confidence."
I laughed: "You're not fixing a phone, you're fixing the confidence of AI."
This reminds me of a very interesting pair of combinations recently—
@Mira_Network and @irys_xyz.
The two projects are like the "truth police" and "evidence warehouse" of the AI world.
First, let's talk about Mira.
Its logic is very similar to that of a teacher who conducts a collective vote in a class meeting.
Every time AI says something, Mira pulls in a bunch of different AIs to listen in:
Model A says it's correct, Model B says it's incorrect, Model C hesitates for a moment.
Then the system automatically votes, compares, and takes the average,
Finally leave behind "the truth that everyone agrees on."

You think it's over? Not yet.
The verbal battles between AIs will produce a pile of verification records.
From "who speaks", "who votes", "who signs" to the final consensus conclusion,
Every step must be securely saved.
At this time, if it is stored in the wrong place,
Isn't that equivalent to "the truth being locked in a fake safe"?
Then irys appeared.
It is the kind of infrastructure that "does not sell stories, only sells evidence."
Specifically helps to chain, encrypt, and globally replicate these verification data.
Just like you keep a diary, it helps you exist in 100 safes at the same time.
The encryption lock is still in place, and no one can change it.
The most impressive thing is that its cost model is particularly "civilian-friendly."
can support AI data from TB to PB level,
Much cheaper than traditional chain storage, and can also meet the low latency requirements of AI systems.

Meanwhile, Mira is not idle either,
Use a hybrid mechanism of PoW and PoS to allow nodes to participate in validation,
Whoever messes with the data will have their stake deducted directly—this mechanism is much more reliable than AI reasoning by itself.
Mira has now served over 4 million users.
Applications like Klok and AI astrology are all using its validation framework.
So you see,
Mira is responsible for "Is what AI says true or false?"
irys is responsible for "locking the real content securely to prevent modifications."

AI used to be a "genius that talks nonsense with its mouth open."
Now with Mira and irys, it has finally become
——A good student with logic, evidence, and archives.