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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
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《Bitcoin VS Quantum Computer Crack Risk》: The future can upgrade the protocol to 'Post-Quantum Cryptography' (PQC) The ultimate solution to counter quantum computers. The cryptography community has currently developed various new encryption algorithms that are 'resistant to quantum computer cracking' (such as lattice-based cryptography, hash-based signatures, etc.), and the National Institute of Standards and Technology (NIST) is also promoting the standardization of these algorithms. - Before quantum computers truly possess the ability to crack ECDSA (the industry generally predicts it will take another 10 to 30 years), the Bitcoin community has ample time to reach a consensus. - Developers can introduce these quantum-resistant signature algorithms into the underlying Bitcoin protocol through soft forks or hard forks. - Once the upgrade is complete, users only need to conduct a transaction to transfer their Bitcoin to a brand new 'quantum-resistant format address,' which will completely immunize them from quantum attacks. $BTC #量子计算
《Bitcoin VS Quantum Computer Crack Risk》: The future can upgrade the protocol to 'Post-Quantum Cryptography' (PQC)

The ultimate solution to counter quantum computers. The cryptography community has currently developed various new encryption algorithms that are 'resistant to quantum computer cracking' (such as lattice-based cryptography, hash-based signatures, etc.), and the National Institute of Standards and Technology (NIST) is also promoting the standardization of these algorithms.

- Before quantum computers truly possess the ability to crack ECDSA (the industry generally predicts it will take another 10 to 30 years), the Bitcoin community has ample time to reach a consensus.
- Developers can introduce these quantum-resistant signature algorithms into the underlying Bitcoin protocol through soft forks or hard forks.
- Once the upgrade is complete, users only need to conduct a transaction to transfer their Bitcoin to a brand new 'quantum-resistant format address,' which will completely immunize them from quantum attacks.

$BTC #量子计算
The Most Important Thing about Web3 Primary Market InvestmentIf we say that Web3 from 2017 to 2021 is a blue ocean, then the investment in the Web3 primary market from the end of 2021 to the end of 2025 can be described as a minefield. The investment logic and environment have shifted from purely "project future narrative-driven" to "economic models, further refinement, dual-driven by data and logic." The difficulty coefficient has significantly increased, especially for primary capital. The unlocking period resembles the Cliff policy seen in Web2, which greatly affects the activity of new projects. Among the 70 new projects launched by the largest cryptocurrency exchange in 2025, 95% exhibited a consistent downward trend. What causes this? Based on the current market environment, we will elaborate on several key judgment factors for early rounds in this section.

The Most Important Thing about Web3 Primary Market Investment

If we say that Web3 from 2017 to 2021 is a blue ocean, then the investment in the Web3 primary market from the end of 2021 to the end of 2025 can be described as a minefield. The investment logic and environment have shifted from purely "project future narrative-driven" to "economic models, further refinement, dual-driven by data and logic." The difficulty coefficient has significantly increased, especially for primary capital. The unlocking period resembles the Cliff policy seen in Web2, which greatly affects the activity of new projects. Among the 70 new projects launched by the largest cryptocurrency exchange in 2025, 95% exhibited a consistent downward trend. What causes this? Based on the current market environment, we will elaborate on several key judgment factors for early rounds in this section.
The advancement of AI is actually more difficult for ordinary investors, as there is almost no more short-term space (affected by robotic quantitative games), and they can only focus on the medium to long term. And in the medium to long term, it tests the reserve of professional knowledge and long-term insights. Continuous learning is required, AI can assist in analysis, but one also needs to have the ability to judge whether what AI says is wrong or not, and this actually requires tremendous experience and knowledge. $BTC $ETH $BNB
The advancement of AI is actually more difficult for ordinary investors, as there is almost no more short-term space (affected by robotic quantitative games), and they can only focus on the medium to long term. And in the medium to long term, it tests the reserve of professional knowledge and long-term insights. Continuous learning is required, AI can assist in analysis, but one also needs to have the ability to judge whether what AI says is wrong or not, and this actually requires tremendous experience and knowledge. $BTC $ETH $BNB
When the market is not active, it's important to look at something happy. Once your mood is lifted, you can gradually welcome spring $BTC $ETH $BNB
When the market is not active, it's important to look at something happy. Once your mood is lifted, you can gradually welcome spring $BTC $ETH $BNB
When $BTC truly becomes digital gold in the future, there won't be much fluctuation. Gold cannot be carried away in war, and many people still fail to see its value. Some clueless individuals in the AI circle even place web3+AI at the bottom of the hierarchy, just like how $ETH Ethereum and BTC were once looked down upon. It's quite laughable~ AI and robots without blockchain records may even be the gray area in the future $NEAR However, in the future, making investments in technology and value will become difficult. It's simple; bots quantify too quickly in the short term, making it hard to manage, and long-term value will be disrupted by a pile of AIGC articles interfering with value judgment. In the future, everyone may even have to go on-chain; it's already hard to determine whether the internal situation is dead or alive #AI .
When $BTC truly becomes digital gold in the future, there won't be much fluctuation. Gold cannot be carried away in war, and many people still fail to see its value. Some clueless individuals in the AI circle even place web3+AI at the bottom of the hierarchy, just like how $ETH Ethereum and BTC were once looked down upon. It's quite laughable~ AI and robots without blockchain records may even be the gray area in the future $NEAR

However, in the future, making investments in technology and value will become difficult. It's simple; bots quantify too quickly in the short term, making it hard to manage, and long-term value will be disrupted by a pile of AIGC articles interfering with value judgment. In the future, everyone may even have to go on-chain; it's already hard to determine whether the internal situation is dead or alive #AI .
Changing the CEO is what Algo should do; I told the professor a long time ago, but at that time the professor thought the overall direction was correct. If the people are not capable, what use is the correct direction? They've hired a group of useless individuals, and now they have to let them go. $ALGO
Changing the CEO is what Algo should do; I told the professor a long time ago, but at that time the professor thought the overall direction was correct. If the people are not capable, what use is the correct direction? They've hired a group of useless individuals, and now they have to let them go. $ALGO
Binance News
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Algorand Foundation Cuts 25% of Staff to Address Ongoing Slump in Cryptocurrency Market
The Algorand Foundation announced a 25% staff reduction due to the continued slump in the cryptocurrency market and macroeconomic uncertainties. According to NS3, the foundation did not disclose the specific number of affected employees but stated that this move will better align resources with long-term agreements and ecosystem priorities.
In spring, flowers will bloom, but the cold air has not completely dissipated, please pay attention to keeping warm $BTC $ETH $BNB
In spring, flowers will bloom, but the cold air has not completely dissipated, please pay attention to keeping warm

$BTC $ETH $BNB
It has been 3 years since 2023, when I provided the second set of configuration strategies to my friend's organization, purely to prevent black swans. $BTC #黄金 #白银 I didn't expect it to become one of the strategies with the highest APR, most L1s are too weak.
It has been 3 years since 2023, when I provided the second set of configuration strategies to my friend's organization, purely to prevent black swans. $BTC #黄金 #白银 I didn't expect it to become one of the strategies with the highest APR, most L1s are too weak.
The risks of AI agents currently outweigh the benefits for most people. If an authorization is mishandled, it could collapse; as for using agents to write content, once linked to profits, the risk of infringement is extremely high, and there's no response to a lawsuit. My friend wrote an analysis, and the result was that it was all the original words of my article; he was dumbfounded 0.0 $BTC $BNB $ETH
The risks of AI agents currently outweigh the benefits for most people. If an authorization is mishandled, it could collapse; as for using agents to write content, once linked to profits, the risk of infringement is extremely high, and there's no response to a lawsuit. My friend wrote an analysis, and the result was that it was all the original words of my article; he was dumbfounded 0.0 $BTC $BNB $ETH
One of the irreplaceable core values of digital gold is portability. Even though gold can be a safe haven, you might not be able to take #黄金 $BTC $ETH with you at all.
One of the irreplaceable core values of digital gold is portability. Even though gold can be a safe haven, you might not be able to take #黄金 $BTC $ETH with you at all.
Climbed 18 floors and unexpectedly saw a red full moon, make a wish, doing it early is not as good as timing it right. $BTC $GOOGLon $ETH #
Climbed 18 floors and unexpectedly saw a red full moon, make a wish, doing it early is not as good as timing it right. $BTC $GOOGLon $ETH #
Khamenei has been beheaded, and those who were supposed to buy stable financial products are not blowing up anymore. Previously, those with a 0.5% win rate have won, which is about 1 to 100-200 times. If alive, I feel Iran should raise a flag to protest instead of directly launching missiles. The understanding king has nothing to boast about now, having initiated quite a few wars during his term, and there has been no ceasefire in the Russia-Ukraine conflict $BTC $ETH #美以袭击伊朗 #伊朗证实哈梅内伊已死
Khamenei has been beheaded, and those who were supposed to buy stable financial products are not blowing up anymore. Previously, those with a 0.5% win rate have won, which is about 1 to 100-200 times. If alive, I feel Iran should raise a flag to protest instead of directly launching missiles. The understanding king has nothing to boast about now, having initiated quite a few wars during his term, and there has been no ceasefire in the Russia-Ukraine conflict $BTC $ETH

#美以袭击伊朗 #伊朗证实哈梅内伊已死
This year is destined to be an extraordinary year, even the new ice and snow world finished work 12 days early. $BTC $NEAR $ALGO In the future, it will only require a few public chains as a foundation to bring many compliant things online; robots and AI agents will inevitably need the recognition of chains. However, many worthless coins will become completely valueless~ #V神卖币 Has V God been PUA'd?
This year is destined to be an extraordinary year, even the new ice and snow world finished work 12 days early. $BTC $NEAR $ALGO In the future, it will only require a few public chains as a foundation to bring many compliant things online; robots and AI agents will inevitably need the recognition of chains. However, many worthless coins will become completely valueless~ #V神卖币 Has V God been PUA'd?
Now AI is impressive, but deep content is becoming increasingly scarce. To put it bluntly, the main analysis today is far inferior to that of six years ago. Core original creators are writing less and less. Once AI exhausts past learning materials and foundational data, producing deep content in the future will become even more challenging. It's all fragmented 🧩 knowledge, inspiration output is decreasing, and the weight of media is diminishing, which has also led to holders having little faith. $BTC $ETH $SOL
Now AI is impressive, but deep content is becoming increasingly scarce. To put it bluntly, the main analysis today is far inferior to that of six years ago. Core original creators are writing less and less. Once AI exhausts past learning materials and foundational data, producing deep content in the future will become even more challenging. It's all fragmented 🧩 knowledge, inspiration output is decreasing, and the weight of media is diminishing, which has also led to holders having little faith. $BTC $ETH $SOL
The least skilled aspect of machines is capturing the essence, so it is difficult to present subjective major trend signals through programming. Letting AI change strategies, it has caused a 30% annualized automated strategy to go to zero. Watching a snow scene makes it clear, the three-dimensional essence is very hard for electronic products to replicate $BTC $ETH $BNB
The least skilled aspect of machines is capturing the essence, so it is difficult to present subjective major trend signals through programming. Letting AI change strategies, it has caused a 30% annualized automated strategy to go to zero. Watching a snow scene makes it clear, the three-dimensional essence is very hard for electronic products to replicate $BTC $ETH $BNB
Polymarket ecosystem mainly related to T0-T2, financial data increases Chainlink$LINK oracle, real events mainly rely on $UMA oracle, UMA also includes cooperation with Eigenlayer and cross-chain ecosystem. Gas is temporarily running on $POL public chain, but Polymarket shows a trend of building its own Layer2, and it is unknown which company's cdk will be used for Layer2. #预测市场 #CFTC主张预测市场联邦专属监管权
Polymarket ecosystem mainly related to T0-T2, financial data increases Chainlink$LINK oracle, real events mainly rely on $UMA oracle, UMA also includes cooperation with Eigenlayer and cross-chain ecosystem.

Gas is temporarily running on $POL public chain, but Polymarket shows a trend of building its own Layer2, and it is unknown which company's cdk will be used for Layer2.

#预测市场 #CFTC主张预测市场联邦专属监管权
Has it really been 9 years since 2017? $BTC $ETH $BNB
Has it really been 9 years since 2017? $BTC $ETH $BNB
Recently, the ability of AI programming has significantly improved, and the biggest benefit is that strategies can now be automatically programmed. In the past, each target had to be researched and verified individually. Now, you provide it with an idea, and it searches for logically suitable targets, then double checks. For those with zero programming skills, it's perfectly adapted without leaking core strategies. $BTC $ALGO $NEAR
Recently, the ability of AI programming has significantly improved, and the biggest benefit is that strategies can now be automatically programmed. In the past, each target had to be researched and verified individually. Now, you provide it with an idea, and it searches for logically suitable targets, then double checks. For those with zero programming skills, it's perfectly adapted without leaking core strategies.

$BTC $ALGO $NEAR
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