2026-01-03 08:22:52

Current AI technology is developing rapidly, but focusing solely on its capabilities is not enough. Especially when AI begins to involve critical scenarios such as finance, governance, and automation, the question arises—how can we trust its decision-making process?

This is why the concept of verifiable reasoning becomes crucial. Instead of blindly pursuing improvements in model capabilities, it’s better to make the AI’s reasoning process transparent and auditable. In other words, we need not only a smart AI but also an AI that can clearly explain why it does what it does.

In high-risk application scenarios, this verifiability shifts from a nice-to-have to a must-have. Trust is the true competitive advantage of AI in finance and automation fields.

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SmartContractRebel

· 22h ago

To be honest, what I fear most is black-box AI making random decisions in finance, and then losing money without knowing why... Verifiable reasoning is indeed something that needs to be prioritized.

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StakoorNeverSleeps

· 01-05 08:16

We definitely need to keep up with verifiable reasoning; otherwise, if something really goes wrong on the financial side, no one can handle it. I'm just worried that AI decision-making black boxes will ultimately shift the blame without anyone overseeing it.

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FlashLoanLarry

· 01-05 00:48

Wow, this is the real talk. Purely stacking abilities is useless; if the finance sector really dares to use black-box AI decision-making, I would dare to invest.

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MetaverseVagabond

· 01-03 08:52

Alright, no problem. You can't let AI fudge the books in finance. Isn't this exactly what Web3 has been advocating—on-chain transparency? Just a different way of saying it. Verifiable reasoning sounds advanced, but frankly, the black box still needs to be exposed; otherwise, who would trust it? Anyway, I wouldn't entrust my money to a model that can't explain itself, no matter how smart it is.

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ChainWallflower

· 01-03 08:38

Verifiable reasoning is indeed important; otherwise, who would dare to use it in finance? If the black-box model finally crashes, who will take the blame?

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PanicSeller

· 01-03 08:36

Isn't this just talking about the black box problem? A bunch of numbers come out, and we're supposed to pour money into the financial system. Who dares?

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BoredStaker

· 01-03 08:32

That's right, now it's a skills competition, but trust is really important in finance. Running trades with black box models? Don't even think about it.

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