Binance Square
STi克莱小汤
549 Posts

STi克莱小汤

7年公链早期投资&咨询顾问(Algo,Near, Securitize CHZ,SOL,BAT, Ampl)等,券商&媒体特邀作者 ;Tesla、GM韩国政府等国际项目与CFT管理经验/ 工硕 。喜欢周易,善为先,运相随,鸣谦吉—7年内数次提前数周/月提醒大趋势点,大趋势大道不可逆,让信任的人得到提醒吧。推特发比广场少
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If you want to make quick money from investment, the basic outcome is to give away money, If you want to earn long-term value from investment, it often may bring surprises instead. If you want others to take over your investment, you will ultimately be swallowed by even darker hands. If you want to learn and share together through investment, it will be easier to accumulate value and merit. In short, you must be true to your conscience; only then can some invisible forces be activated in the midst of it all. This is also an interesting deep-level philosophy, the way of balance. $BTC $ETH $BNB #加密市场观察
If you want to make quick money from investment, the basic outcome is to give away money,
If you want to earn long-term value from investment, it often may bring surprises instead.
If you want others to take over your investment, you will ultimately be swallowed by even darker hands.
If you want to learn and share together through investment, it will be easier to accumulate value and merit.

In short, you must be true to your conscience; only then can some invisible forces be activated in the midst of it all. This is also an interesting deep-level philosophy, the way of balance.

$BTC $ETH $BNB #加密市场观察
At the very beginning I planned to use this product myself, because there are indeed too many partnership channels. Every time, it takes me at least 3–5 hours just for formatting and distribution. Later, a few author friends used it too and said it felt great—thankfully, an agent can save a lot of time on basic code, which is why it can be built so quickly. But the amount of debugging is also huge, and visual model errors are quite common. So the AGENT still has a way to go before it becomes truly intelligent $NVDAB $BTC $ETH
At the very beginning I planned to use this product myself, because there are indeed too many partnership channels. Every time, it takes me at least 3–5 hours just for formatting and distribution. Later, a few author friends used it too and said it felt great—thankfully, an agent can save a lot of time on basic code, which is why it can be built so quickly. But the amount of debugging is also huge, and visual model errors are quite common. So the AGENT still has a way to go before it becomes truly intelligent $NVDAB $BTC $ETH
STi克莱小汤
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Connect Binance Square and 15 Other Channels: I used 2 Months of Vibe Coding to build a product that helps Web3, AI, and finance creators save 80% of distribution time
Author: SanTi Li, Nansidá

Over the past seven years creating in the Web3, AI, and finance space, the most time-consuming part has often not been just drafting and writing a deep piece—but rather, after the article is finished: moving it across multiple platform domains, fixing formatting, re-uploading images, saving drafts one by one, then revising again, and doing link lookups.  
So, over two months, from 0 to 1, we built UniPublisher with Coding: a multi-channel content distribution OS for Web3, AI and finance creators, project teams, and media editors.
The initial goal was very simple and direct: in a typical multi-platform workflow, a single article only needs to be edited once in the main editor—then it can be formatted, saved, or published to 15 professional verticals and mainstream channels, including Binance—shrinking distribution time by 80% or more. 
Article
Connect Binance Square and 15 Other Channels: I used 2 Months of Vibe Coding to build a product that helps Web3, AI, and finance creators save 80% of distribution timeAuthor: SanTi Li, Nansidá Over the past seven years creating in the Web3, AI, and finance space, the most time-consuming part has often not been just drafting and writing a deep piece—but rather, after the article is finished: moving it across multiple platform domains, fixing formatting, re-uploading images, saving drafts one by one, then revising again, and doing link lookups.   So, over two months, from 0 to 1, we built UniPublisher with Coding: a multi-channel content distribution OS for Web3, AI and finance creators, project teams, and media editors. The initial goal was very simple and direct: in a typical multi-platform workflow, a single article only needs to be edited once in the main editor—then it can be formatted, saved, or published to 15 professional verticals and mainstream channels, including Binance—shrinking distribution time by 80% or more. 

Connect Binance Square and 15 Other Channels: I used 2 Months of Vibe Coding to build a product that helps Web3, AI, and finance creators save 80% of distribution time

Author: SanTi Li, Nansidá
Over the past seven years creating in the Web3, AI, and finance space, the most time-consuming part has often not been just drafting and writing a deep piece—but rather, after the article is finished: moving it across multiple platform domains, fixing formatting, re-uploading images, saving drafts one by one, then revising again, and doing link lookups.
So, over two months, from 0 to 1, we built UniPublisher with Coding: a multi-channel content distribution OS for Web3, AI and finance creators, project teams, and media editors.
The initial goal was very simple and direct: in a typical multi-platform workflow, a single article only needs to be edited once in the main editor—then it can be formatted, saved, or published to 15 professional verticals and mainstream channels, including Binance—shrinking distribution time by 80% or more.
Today’s HK itinerary is really “special forces” level. I hiked and climbed for a few kilometers, then took the wrong train and ended up getting to the Mountain Villa. After that, I went straight to my extreme-limit check-in to visit the Wong Tai Sin Temple. I received guidance from the seemingly mystical forces, and it closely matched the principles I’ve always set for myself. I must cultivate virtue and be kind first. No matter what the future brings, I must never focus only on technique while neglecting Dao and virtue. $BTC $ETH $BNB
Today’s HK itinerary is really “special forces” level. I hiked and climbed for a few kilometers, then took the wrong train and ended up getting to the Mountain Villa. After that, I went straight to my extreme-limit check-in to visit the Wong Tai Sin Temple. I received guidance from the seemingly mystical forces, and it closely matched the principles I’ve always set for myself. I must cultivate virtue and be kind first. No matter what the future brings, I must never focus only on technique while neglecting Dao and virtue.

$BTC $ETH $BNB
CZ has already started the speaking event—wow, there are so many people. Today’s biggest takeaway is four projects. They really do have core value; two of them are based on the underlying supply models. I’ll study the other one for a few days and then come up with an idea. $BTC $ETH #bitcoinasia
CZ has already started the speaking event—wow, there are so many people. Today’s biggest takeaway is four projects. They really do have core value; two of them are based on the underlying supply models. I’ll study the other one for a few days and then come up with an idea.

$BTC $ETH #bitcoinasia
$BTC Hong Kong, the thing I like most at the scene is this cow—haha It’s dumb and cute. But why are they selling card packs here too? Cooling, though—$NVDAB $ETH the technology that will be universally usable in the future
$BTC Hong Kong, the thing I like most at the scene is this cow—haha

It’s dumb and cute. But why are they selling card packs here too?

Cooling, though—$NVDAB $ETH the technology that will be universally usable in the future
Crypto markets have been quiet for way too long. In the past two days, $BTC $ETH has jumped by a lot, and friends over in the U.S. have started getting excited. It feels like Wall Street is getting lively again. Hopefully this time, the crypto industry will focus more on real value, so more capital will be willing to come in. Promote healthy industry development 🚀
Crypto markets have been quiet for way too long. In the past two days, $BTC $ETH has jumped by a lot, and friends over in the U.S. have started getting excited. It feels like Wall Street is getting lively again. Hopefully this time, the crypto industry will focus more on real value, so more capital will be willing to come in.

Promote healthy industry development 🚀
I’ve given the Binance team a lot of feedback on debugging and content risk optimization ideas recently—we can’t keep testing anymore. If we test any more, our account is going to get knocked out by the AI. Clearly, after testing, the overall traffic dropped off a cliff. And now this AI detection sometimes feels worse than real human trash. It can even detect the author name as AI-generated 😂 What’s even more ridiculous is that after the AI plagiarized enough of my articles, it used the things generated from my articles and claims they’re “its own” generated content 🤔 $BNB $BTC
I’ve given the Binance team a lot of feedback on debugging and content risk optimization ideas recently—we can’t keep testing anymore. If we test any more, our account is going to get knocked out by the AI. Clearly, after testing, the overall traffic dropped off a cliff. And now this AI detection sometimes feels worse than real human trash.

It can even detect the author name as AI-generated 😂 What’s even more ridiculous is that after the AI plagiarized enough of my articles, it used the things generated from my articles and claims they’re “its own” generated content 🤔

$BNB $BTC
I took a look at the weekly charts of the mainstream coins. You can feel what crypto holders have gone through over the past five years 💦 Anyone who has been able to hold on continuously, or who has been trading high-frequency futures, probably got badly hurt. Except for the first few coins that touched the highs, everything else has been heading south (⬇️) Hope this rebound can last a bit longer $BTC $ETH $BNB
I took a look at the weekly charts of the mainstream coins. You can feel what crypto holders have gone through over the past five years 💦 Anyone who has been able to hold on continuously, or who has been trading high-frequency futures, probably got badly hurt. Except for the first few coins that touched the highs, everything else has been heading south (⬇️)

Hope this rebound can last a bit longer

$BTC $ETH $BNB
$ONT $ONG $GAS It’s been a long time since I got my hands on this set from the original little ant. It feels like back in 2018, those big hot public chains—especially many of the Chinese ones—have gone quiet. Who will be the leading public-chain project for China’s future? Conflux? Their PR is too weak; it feels like for a more technical team, the PR is still a bit difficult.
$ONT $ONG $GAS It’s been a long time since I got my hands on this set from the original little ant. It feels like back in 2018, those big hot public chains—especially many of the Chinese ones—have gone quiet.

Who will be the leading public-chain project for China’s future? Conflux? Their PR is too weak; it feels like for a more technical team, the PR is still a bit difficult.
It feels like a new era is just around the corner—an era that is extremely friendly to people with “super PM” thinking. At the same time, the coding ability requirements for ordinary people may continue to get lower, but the requirements for product quality control and feature discovery will keep getting higher. Also, recently, there have been more and more detections of AI-generated content. There’s an interesting viewpoint: if my original article is taken by AI and used as a reference, and the entire paragraph is output word-for-word exactly as my original text as the reference content—would it then be detected by AI as AI creation? Because of something like this, my friend ran into it on Claude. He analyzed the Telegram ecosystem, and the article Claude produced was entirely my written value-analysis content—an entire paragraph directly copied and quoted. 🙏  $BTC $ETH $SOL
It feels like a new era is just around the corner—an era that is extremely friendly to people with “super PM” thinking. At the same time, the coding ability requirements for ordinary people may continue to get lower, but the requirements for product quality control and feature discovery will keep getting higher.

Also, recently, there have been more and more detections of AI-generated content. There’s an interesting viewpoint: if my original article is taken by AI and used as a reference, and the entire paragraph is output word-for-word exactly as my original text as the reference content—would it then be detected by AI as AI creation?

Because of something like this, my friend ran into it on Claude. He analyzed the Telegram ecosystem, and the article Claude produced was entirely my written value-analysis content—an entire paragraph directly copied and quoted. 🙏

$BTC $ETH $SOL
With the further adoption of #Aİ , the value of blockchain will become increasingly important. In particular, the value of asset tokenization and authenticity verification will be further enhanced. The digital-gold status of $BTC will only gain more consensus—especially as traditional assets gradually move on-chain. The value of RWA will also cause the value of public chains to be re-evaluated $ETH $BNB NEAR, but the risk still lies in the project team’s own awareness and reliability. The era of project teams that are easy to make money has already passed. Regarding #meme , I think these kinds of treats are inevitable, but they shouldn’t take up the majority. If market enthusiasm mainly depends on memes, then the industry’s recognition by large capital will be further slowed. It may be better if the share is below 5%—as a dessert only, not as the main dish.
With the further adoption of #Aİ , the value of blockchain will become increasingly important. In particular, the value of asset tokenization and authenticity verification will be further enhanced. The digital-gold status of $BTC will only gain more consensus—especially as traditional assets gradually move on-chain. The value of RWA will also cause the value of public chains to be re-evaluated $ETH $BNB NEAR, but the risk still lies in the project team’s own awareness and reliability. The era of project teams that are easy to make money has already passed.

Regarding #meme , I think these kinds of treats are inevitable, but they shouldn’t take up the majority. If market enthusiasm mainly depends on memes, then the industry’s recognition by large capital will be further slowed. It may be better if the share is below 5%—as a dessert only, not as the main dish.
《Three Things to Note Before Using AI》 With AI becoming increasingly widespread today, while we enjoy its convenience, we also need to stay clear-minded. Based on deep insights into human–machine collaboration, before using AI it’s best to give yourself a three-point preventive reminder: 1. AI’s hallucinations and puzzling overconfidence can sometimes affect people’s own judgment and inspiration AI’s underlying logic is probabilistic prediction, not factual retrieval. As a result, it often confidently—sometimes in a very firm tone—delivers incorrect information. This false sense of authority is highly distracting and can trigger “automation bias,” eroding our ability for independent thinking, and even leading the valuable original inspiration into a dead end. 2. Today’s AI will most likely make mistakes, so you must never blindly trust it—no matter how advanced the model is, cross-checking is essential No matter how top-tier the model’s technical metrics may be, it is still only performing higher-order pattern matching. It does not truly have logical understanding or fact-checking capability. Any output in critical areas (such as code, legal provisions, professional data, etc.) cannot be taken at face value and received uncritically—human cross-verification will always be indispensable. 3. AI can work wonders in the hands of a real expert, but in the hands of an amateur it may take twice the effort for half the result AI is a capability amplifier. It amplifies the professional foundation the user already has. A true expert has the discernment to evaluate and the ability to spot fakes. They can leverage AI to boost efficiency quickly and also correct AI’s wrong paths in time, steering it onto the right track. By contrast, a supposed expert who blindly worships AI is likely to make errors so obvious they become a joke. But as AI continues to iterate in the future, these mistakes may become increasingly harder to detect—yet their potential to be fatal may be even stronger. #AI #Agent #AIGC $NVDA $AMD $INTEL
《Three Things to Note Before Using AI》
With AI becoming increasingly widespread today, while we enjoy its convenience, we also need to stay clear-minded. Based on deep insights into human–machine collaboration, before using AI it’s best to give yourself a three-point preventive reminder:

1. AI’s hallucinations and puzzling overconfidence can sometimes affect people’s own judgment and inspiration
AI’s underlying logic is probabilistic prediction, not factual retrieval. As a result, it often confidently—sometimes in a very firm tone—delivers incorrect information. This false sense of authority is highly distracting and can trigger “automation bias,” eroding our ability for independent thinking, and even leading the valuable original inspiration into a dead end.

2. Today’s AI will most likely make mistakes, so you must never blindly trust it—no matter how advanced the model is, cross-checking is essential
No matter how top-tier the model’s technical metrics may be, it is still only performing higher-order pattern matching. It does not truly have logical understanding or fact-checking capability. Any output in critical areas (such as code, legal provisions, professional data, etc.) cannot be taken at face value and received uncritically—human cross-verification will always be indispensable.

3. AI can work wonders in the hands of a real expert, but in the hands of an amateur it may take twice the effort for half the result
AI is a capability amplifier. It amplifies the professional foundation the user already has. A true expert has the discernment to evaluate and the ability to spot fakes. They can leverage AI to boost efficiency quickly and also correct AI’s wrong paths in time, steering it onto the right track. By contrast, a supposed expert who blindly worships AI is likely to make errors so obvious they become a joke. But as AI continues to iterate in the future, these mistakes may become increasingly harder to detect—yet their potential to be fatal may be even stronger. #AI #Agent #AIGC $NVDA $AMD $INTEL
Treat AI as your digital alter ego or top-tier chief of staff, and under no circumstances let AI take the lead—especially right now, when the probability of AI “hallucinating” and “talking nonsense with confidence” remains high. Different models can also make “confident but wrong” judgments. Therefore, the stronger the model, the less you can afford to give up verification and final decision-making. In the future, what will truly widen the gap between people won’t be who knows more temporary Prompt tricks, but who can design and solidify a stable human–AI collaboration system (Human-AI Operating System). Define the division of labor interface: #AI handles: information gathering, data organization, drafting, framework building, code writing, formatting, repetitive work, and multi-option scenario planning. Human-only: timely feedback, strategic direction, value judgments, risk ownership, final decisions, aesthetic taste, ethical boundaries, and an understanding of the real world. Create tailored system instructions (System Prompt): summarize your work standards and core principles into a规范 document and embed them into the AI’s setup. For example: “When analyzing a problem, first distinguish facts from inferences; any uncertain information must be clearly marked; no making up nonexistent facts merely for the sake of formal completeness; for important conclusions, always provide a verification path.” Continuously iterate collaboration SOPs: after completing a difficult task each time, conduct a retro/review—where were communication costs highest? Why did the AI misunderstand? Which rules should you have told it in advance? Gradually build your own standard operating procedures. (To some extent, treating AI like a ‘digital puppy’ you need to train over the long term isn’t a bad idea: the clearer the rules you give it, the more likely it is to form stable work habits.) #AI #AIAGENT
Treat AI as your digital alter ego or top-tier chief of staff, and under no circumstances let AI take the lead—especially right now, when the probability of AI “hallucinating” and “talking nonsense with confidence” remains high. Different models can also make “confident but wrong” judgments. Therefore, the stronger the model, the less you can afford to give up verification and final decision-making.

In the future, what will truly widen the gap between people won’t be who knows more temporary Prompt tricks, but who can design and solidify a stable human–AI collaboration system (Human-AI Operating System).

Define the division of labor interface:

#AI handles: information gathering, data organization, drafting, framework building, code writing, formatting, repetitive work, and multi-option scenario planning.

Human-only: timely feedback, strategic direction, value judgments, risk ownership, final decisions, aesthetic taste, ethical boundaries, and an understanding of the real world.

Create tailored system instructions (System Prompt): summarize your work standards and core principles into a规范 document and embed them into the AI’s setup. For example: “When analyzing a problem, first distinguish facts from inferences; any uncertain information must be clearly marked; no making up nonexistent facts merely for the sake of formal completeness; for important conclusions, always provide a verification path.”

Continuously iterate collaboration SOPs: after completing a difficult task each time, conduct a retro/review—where were communication costs highest? Why did the AI misunderstand? Which rules should you have told it in advance? Gradually build your own standard operating procedures. (To some extent, treating AI like a ‘digital puppy’ you need to train over the long term isn’t a bad idea: the clearer the rules you give it, the more likely it is to form stable work habits.)

#AI #AIAGENT
What box office is the issue—it's not really the point. My friend is actually right: #牛来 This movie can get released in theaters—that’s the biggest problem. 🐂 A shoddily made film from a small team actually gets approved and released? But $BTC $ETH $CFX and other industry bull markets have really not showed up in a long time, especially for Altcoins
What box office is the issue—it's not really the point. My friend is actually right:
#牛来 This movie can get released in theaters—that’s the biggest problem. 🐂
A shoddily made film from a small team actually gets approved and released?

But $BTC $ETH $CFX and other industry bull markets have really not showed up in a long time, especially for Altcoins
Article
The 5 most important habits in the future of the AI eraThe 5 most important habits in the future of the AI era Author: SanTi Li, Nasi da, Yin Yue As AI capabilities iterate at an exponential pace, we are entering a whole new era. AI is changing the way we work at an unprecedented speed. Our biggest challenge is no longer “information scarcity.” What is truly scarce is becoming: inspiration, attention, judgment, and the ability to think independently. Once AI can search, analyze, write, code, and even propose solutions within seconds, the biggest risk for humans may no longer be “not knowing how to use AI,” but over-relying on AI—ultimately handing over control of their thinking and judgment to AI as well.

The 5 most important habits in the future of the AI era

The 5 most important habits in the future of the AI era
Author: SanTi Li, Nasi da, Yin Yue
As AI capabilities iterate at an exponential pace, we are entering a whole new era. AI is changing the way we work at an unprecedented speed. Our biggest challenge is no longer “information scarcity.” What is truly scarce is becoming: inspiration, attention, judgment, and the ability to think independently.
Once AI can search, analyze, write, code, and even propose solutions within seconds, the biggest risk for humans may no longer be “not knowing how to use AI,” but over-relying on AI—ultimately handing over control of their thinking and judgment to AI as well.
Heal the world, make it a better place, for you and for me and the entire human race. Beautiful melodies are always healing. In this AI era, is there still such a song? 0.0 I haven’t heard a good original track in a long time. Not just in the Chinese-language music scene—seems like the whole world’s music industry has entered a collective bottleneck period. $BTC $ETH $BNB #AI
Heal the world, make it a better place, for you and for me and the entire human race. Beautiful melodies are always healing. In this AI era, is there still such a song? 0.0 I haven’t heard a good original track in a long time. Not just in the Chinese-language music scene—seems like the whole world’s music industry has entered a collective bottleneck period. $BTC $ETH $BNB #AI
Don’t intentionally set traps for ordinary investors. That’s the basic quality of doing business; otherwise, even if the law doesn’t punish you, sooner or later there will be other unseen consequences. Looking back at recent events involving some wealthy people, most of them are related to issuing tokens that later went to zero. It has to be said that this person’s background is really great—UC and Stanford MBA, Microsoft in 1999, and then encountering BTC in 2013 when it was around $50. It’s like a cheat-code kind of life resume. But maybe this is also a kind of mystical trap. Such experience should have warranted low-key behavior, yet somehow it was extremely high-profile. Anyway, RIP. I’m not familiar with this person, so I won’t comment too much. But the key and the foundation for the long term is: never bully people who are weaker than you. $BTC $MSFT
Don’t intentionally set traps for ordinary investors. That’s the basic quality of doing business; otherwise, even if the law doesn’t punish you, sooner or later there will be other unseen consequences. Looking back at recent events involving some wealthy people, most of them are related to issuing tokens that later went to zero.

It has to be said that this person’s background is really great—UC and Stanford MBA, Microsoft in 1999, and then encountering BTC in 2013 when it was around $50. It’s like a cheat-code kind of life resume.

But maybe this is also a kind of mystical trap. Such experience should have warranted low-key behavior, yet somehow it was extremely high-profile. Anyway, RIP. I’m not familiar with this person, so I won’t comment too much.

But the key and the foundation for the long term is: never bully people who are weaker than you. $BTC $MSFT
Any sudden explosive surge that happens without any notice or preparation space has nothing to do with you—just treat it as a fake trap 🪤. Because here, 99% of the time it’s like that. Just like with the listed companies before $TUT $BTC $ETH , buying coins was also like that.
Any sudden explosive surge that happens without any notice or preparation space has nothing to do with you—just treat it as a fake trap 🪤. Because here, 99% of the time it’s like that. Just like with the listed companies before $TUT $BTC $ETH , buying coins was also like that.
Recently after watching the Eight Immortals, I thought of the theme song from The Adventures of Dong Yong. The lyrics in it are really classic. Especially that line: "I’ve traversed the green mountains; people are not old yet—while I’m still young, I have unspoken ambition and no sorrow." The melody is also very beautiful. Turns out today, in a bookstore, when I was looking at Mao Zedong’s poems and lyrics, I saw the original source! These adapted lines—this is also a kind of attraction principle, isn’t it?
Recently after watching the Eight Immortals, I thought of the theme song from The Adventures of Dong Yong. The lyrics in it are really classic. Especially that line: "I’ve traversed the green mountains; people are not old yet—while I’m still young, I have unspoken ambition and no sorrow." The melody is also very beautiful.

Turns out today, in a bookstore, when I was looking at Mao Zedong’s poems and lyrics, I saw the original source! These adapted lines—this is also a kind of attraction principle, isn’t it?
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