2026-01-02 10:26:15

It took 3 billion Tokens to realize the true nature of Vibe Coding.

Many people misunderstand it, thinking it's just guesswork based on intuition. In fact, it's the complete opposite—the core logic is: treat yourself as a strict product manager and testing director.

I'm someone with no technical background, and relying solely on this way of thinking, I managed to accomplish several things with AI:

✅ x402 Protocol Payment Station — enabling real-time settlement of crypto assets
✅ Personal Crypto Intelligence Center — automating tracking of on-chain data and market dynamics
✅ and a few other small tools

The key discovery is: Vibe Coding may seem casual, but it's actually product design from a different perspective. It's not about talent; it's about using user-centric thinking to verify the necessity of each feature. Every adjustment asks yourself, "Does this really solve a problem?" — through repeated iteration like this, AI can generate truly usable code and solutions.

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HashBard

· 1h ago

ngl the "vibe coding" framing lowkey hits different when you strip away the ego... dude basically described product-market fit but made it sound poetic lmao

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AirdropHuntress

· 2h ago

30 billion Tokens—think differently. How much would it take to exchange for a product that can truly generate profit...

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governance_ghost

· 2h ago

3 billion tokens, changing the approach. Basically, it means learning how to tinker with AI. I have to give it a try.

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0xLuckbox

· 2h ago

3 billion tokens poured in just to learn this? Haha, looks like I need to reflect on my own direction. That's why so many people use AI but still generate garbage code; they don't see themselves as PMs at all. I've followed x402, it can indeed be used, but to be honest, I still need to think more about product thinking. Relying on intuition and logical iteration is just a thin layer of window paper apart. Can this set of ideas be reused on tools on other chains? Want to give it a try.

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screenshot_gains

· 2h ago

Spending 3 billion Tokens to figure out this trick, honestly, it's the job of a product manager to have AI do it for you. Details determine life or death. Not blowing smoke or being negative, the real vibe is constantly asking yourself what the hell this feature is useful for, and if it's not useful, just cut it. The feeling of zero to one, climbing up with a stiff neck without technical skills, actually makes you more clear-headed. This logic is basically a skin-changing MVP mindset, but with AI tools, the operational cost drops straight to the floor. I feel like he's using Token to smash out a product management course haha.

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MetaMaskVictim

· 2h ago

Things created with 3 billion Tokens, to put it simply, are just using AI to run through the product manager's workflow. It sounds a bit outrageous, but it actually works.

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just_another_wallet

· 2h ago

30 billion Tokens to understand this thing, honestly, it's just about asking questions. It sounds vague when you hear about coding, but when a full set of product manager SOPs are implemented, it really has that feel.

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OnchainDetectiveBing

· 3h ago

30 billion Tokens spent just for this? Feels like the core is still product thinking, not so much related to Coding. Wait, did the x402 payment station really go live? That’s really impressive, can be built from zero... Interesting. The problem is most people can't even ask "what does this solve," they’re just fiddling with parameters blindly. I just want to know if this way of thinking can be reused for on-chain data tracking, the logic seems sound. By the way, how long would it take to spend 30 billion Tokens? Does it hurt or not?

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NonFungibleDegen

· 3h ago

ngl this hits different... so dude basically spent 3B tokens to learn that "vibes" is just being a ruthless product manager in disguise? that's lowkey genius actually

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