I used to think bigger AI models meant fewer mistakes. The more I learn, the more I realize that scale improves fluency not certainty. When systems are built on probability, confident errors are part of the design. Real reliability comes from breaking outputs into individual claims and validating them through independent consensus.

In the long run, trust will favor systems that can prove their answers.

What matters more to you — size or verification?

@Mira - Trust Layer of AI #Mira #mira

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