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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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It's the same old story... but it does make sense, professionals using AI are just on a different level
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The core still comes down to having a solid foundation; without basics, relying solely on AI is pointless
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Using the term "dimensionality reduction attack" is spot on haha
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I just want to know how many people can truly achieve such iterative collaboration
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This is the right way to open up, tools themselves are not the key, it’s who’s using them that matters
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2 days vs 2 weeks, data is going crazy, but the premise is that you need to be as professional as he is
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People with internal skills can really make AI do amazing things
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The problem is most people probably don’t even have the basic skills
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This is definitely a good fit for security researchers; in other fields, it might not be so absolute
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Sounds simple, but how much effort does it take to train AI effectively...
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This process, frankly, still depends on the person's professionalism
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How to find this guy? I also want to learn this methodology
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Just a rant, not everyone can use AI to amplify themselves tenfold
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.