نشر
BELIEVE_
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صاعدI used to think AI reliability was mostly a model problem.
Bigger datasets.
Better fine-tuning.
Smarter architecture.
Mira makes it feel more like a coordination problem.
One model saying something confidently doesn’t mean much. But multiple independent systems evaluating the same claim under shared economic rules? That starts to look less like “opinion” and more like process.
What stands out in Mira’s approach is that it doesn’t try to eliminate error entirely. It tries to contain it inside a verifiable structure. Break the output into pieces. Let the network test them. Anchor the result in something that can’t quietly change later.
That’s subtle—but important.
Because the future of AI won’t collapse from bad answers.
It will stall from answers nobody can prove were checked.
@Mira - Trust Layer of AI #mira $MIRA
Bigger datasets.
Better fine-tuning.
Smarter architecture.
Mira makes it feel more like a coordination problem.
One model saying something confidently doesn’t mean much. But multiple independent systems evaluating the same claim under shared economic rules? That starts to look less like “opinion” and more like process.
What stands out in Mira’s approach is that it doesn’t try to eliminate error entirely. It tries to contain it inside a verifiable structure. Break the output into pieces. Let the network test them. Anchor the result in something that can’t quietly change later.
That’s subtle—but important.
Because the future of AI won’t collapse from bad answers.
It will stall from answers nobody can prove were checked.
@Mira - Trust Layer of AI #mira $MIRA
إخلاء المسؤولية: تتضمن آراء أطراف خارجية. ليست نصيحةً مالية. يُمكن أن تحتوي على مُحتوى مُمول. اطلع على الشروط والأحكام.