2026-01-02 19:20:35

A deep researcher in the Web3 and crypto security field has validated how expert-level players leverage AI tools to achieve a reduction in complexity through their practical experience.

The core process of his project is as follows: first, he uses a large amount of security data he has accumulated as the foundation; then, he spends 1.5 days interacting with AI through multiple rounds, allowing the AI to continuously iterate based on professional guidelines; finally, he spends 0.5 days on final review and optimization — this review efficiency alone is already at an expert level.

What is the final result? The workload that would normally take 2 weeks to complete has been compressed into 2 days through this AI collaboration model.

This gives us an insight: those who truly know how to use tools are not replaced by AI, but rather amplify their advantages tenfold with AI. For Web3 developers and security researchers, this methodology might be worth referencing.

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PhantomMiner

· 3h ago

Compressing 2 weeks into 2 days—that's the right approach. It's not about letting AI do it for you, but about letting it accelerate.

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MagicBean

· 3h ago

Compressing 2 weeks into 2 days—that's a real blow to the dimensions... The key is to have the goods.

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GasFeeLover

· 4h ago

Damn, this is the real "Artificial Intelligence." It's not about AI replacing humans, but humans using AI as an external brain... reducing the time from 2 weeks to 2 days, the difference is just too huge.

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SerNgmi

· 4h ago

Compressing 2 weeks into 2 days, now that's the right approach.

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FomoAnxiety

· 4h ago

Compressing 2 weeks into 2 days? Now that's the right way to open up, not being eliminated by AI, but being enhanced by AI. Honestly, this process is just using AI as an assistant, not as a replacement. Only those with experience can master it. The term "dimensionality reduction" is perfect; it definitely crushes efficiency. The key is still that sentence: tools only amplify your original abilities. Novices using AI are still novices. Completing 2 weeks of work in 2 days is indeed shocking, but at the core, it's still supported by your own accumulated experience. People with resources use AI as a force multiplier; those without resources just waste time on pointless tinkering. This methodology is indeed useful for security work, provided you have the necessary expertise.

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ser_aped.eth

· 4h ago

From two weeks compressed into two days—that's a blow to lower dimensions, pure efficiency crushing.

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