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AH啊豪

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alpha空投猎手|链上交互狂人|一级市场投研狩猎金狗|币圈项目太多了,秉承错过了就等下波机会,心态特别重要!
BNB Holder
BNB Holder
High-Frequency Trader
5.1 Years
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Bullish
The primary market Chinese MeMe is on fire again‼️ Just entered 2026, Chinese MeMe coins "I'm here now" have made a large group of people rich overnight "Binance Life" has also listed on spot trading Directly baffling foreign friends! So there are still many opportunities in the primary market now! But many people still don't take seriously the high fees in the primary market, not knowing that spending just one minute can save hundreds or even thousands of dollars in profits💰 👇👇👇 Now fill in Ahao's wallet invitation to save 30% in fees (the highest proportion allowed within market compliance). Over 300 people have already signed up, and future upgrades will allow me to adjust the ratio in real time for brothers. It's automatically returned by the system, no need for my intervention, completely worry-free about the risk of being scammed‼️ 1️⃣ Enter Web3 wallet 2️⃣ Click Invite Friends 3️⃣ Click Participate Now 4️⃣ Enter: AAA111 5️⃣ Confirm Complete✅ Brothers who are bound can come to the homepage to join the group, And sound the call to launch together on great projects! #币安上线币安人生 $我踏马来了 {alpha}(560xc51a9250795c0186a6fb4a7d20a90330651e4444)
The primary market Chinese MeMe is on fire again‼️
Just entered 2026, Chinese MeMe coins
"I'm here now" have made a large group of people rich overnight
"Binance Life" has also listed on spot trading
Directly baffling foreign friends!

So there are still many opportunities in the primary market now!
But many people still don't take seriously the high fees in the primary market, not knowing that spending just one minute can save hundreds or even thousands of dollars in profits💰
👇👇👇
Now fill in Ahao's wallet invitation to save 30% in fees (the highest proportion allowed within market compliance). Over 300 people have already signed up, and future upgrades will allow me to adjust the ratio in real time for brothers. It's automatically returned by the system, no need for my intervention, completely worry-free about the risk of being scammed‼️
1️⃣ Enter Web3 wallet
2️⃣ Click Invite Friends
3️⃣ Click Participate Now
4️⃣ Enter: AAA111
5️⃣ Confirm Complete✅
Brothers who are bound can come to the homepage to join the group,
And sound the call to launch together on great projects!
#币安上线币安人生 $我踏马来了
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Bullish
From the practical cases of AI agents, I see VANRY's implementation capability! I have always felt that the biggest mistake blockchain projects make is to boast about their potential without delivering actual applications. Recently, I discovered that there are now real AI agents running on Vanar. For example, there's a project called DataMint, which uses Vanar's Kayon engine to automatically crawl on-chain data and generate analysis reports, then mint these reports as NFTs for sale, with the entire process being fully automated and requiring no human intervention. Such applications are difficult to achieve on other chains due to either high gas fees or the lack of virtual machines specifically optimized for AI. In my view, the concept of AI agents has been called out for two years now, but there are very few that have truly been implemented. Vanar's advantage is that it integrates AI computation from the ground up, allowing developers to call it directly without building their own servers. Moreover, the VANRY token serves as fuel here; each time an agent executes a task, a bit of VANRY is consumed. If there are thousands or even tens of thousands of agents running in the future, the demand for the token will stabilize. I have also been keeping an eye on a protocol called AutoYield, which also runs on Vanar. It can automatically help users transfer funds to the pools with the highest returns based on market interest rates, with AI making all the decisions. Although this application is currently still small in scale, the direction is correct. I believe that the value of VANRY should not only be viewed from a speculative perspective but should also consider how much gas these agents consume daily. Currently, while it's not a lot, the growth curve is upward. $VANRY #vanar @Vanar
From the practical cases of AI agents, I see VANRY's implementation capability!

I have always felt that the biggest mistake blockchain projects make is to boast about their potential without delivering actual applications.
Recently, I discovered that there are now real AI agents running on Vanar. For example, there's a project called DataMint, which uses Vanar's Kayon engine to automatically crawl on-chain data and generate analysis reports, then mint these reports as NFTs for sale, with the entire process being fully automated and requiring no human intervention. Such applications are difficult to achieve on other chains due to either high gas fees or the lack of virtual machines specifically optimized for AI.

In my view, the concept of AI agents has been called out for two years now, but there are very few that have truly been implemented. Vanar's advantage is that it integrates AI computation from the ground up, allowing developers to call it directly without building their own servers. Moreover, the VANRY token serves as fuel here; each time an agent executes a task, a bit of VANRY is consumed.
If there are thousands or even tens of thousands of agents running in the future, the demand for the token will stabilize.

I have also been keeping an eye on a protocol called AutoYield, which also runs on Vanar. It can automatically help users transfer funds to the pools with the highest returns based on market interest rates, with AI making all the decisions. Although this application is currently still small in scale, the direction is correct.
I believe that the value of VANRY should not only be viewed from a speculative perspective but should also consider how much gas these agents consume daily.
Currently, while it's not a lot, the growth curve is upward.

$VANRY
#vanar
@Vanar
Why I think FOGO and the AI track can produce a chemical reaction Recently, the AI track has heated up again, with many public chains eager to align with the AI concept. But to be honest, most just change their names, issue tokens, and have no real connection to AI. However, I personally believe that the technical foundation of FOGO, if combined with AI applications, could lead to unexpected results. AI agents are very popular now; they are those robots that automatically execute trades and manage assets. What do these robots need? They need a blockchain environment that responds quickly and has low fees. Running an AI agent on the traditional Ethereum takes over ten minutes to confirm a transaction, and if the gas fee fluctuates, the robot's strategy can fail immediately. But FOGO, with its 40 milliseconds block time and 1.3 seconds finality, is perfectly suited for high-frequency interactions with AI agents. The robots can read on-chain states in real time, make decisions instantly, and submit transactions right away. I have envisioned a scenario. In the future, if you authorize an AI agent to help you manage your assets, it could automatically adjust your position ratios based on market fluctuations—buying on dips and taking profits on rises. If these operations are conducted on FOGO, adjustments could be made on a minute-by-minute basis. On other chains, adjustments might only be feasible on a daily basis, which would be no different from traditional financial management. Another direction is on-chain data training. FOGO, with its high throughput, generates a massive amount of small transaction data every day. This data itself is great material for training trading models. If a project team could create an AI data market on FOGO, allowing users to authorize their trading data for AI teams to train on and then receive token incentives, I think this would be much more interesting than simply speculating on the AI concept. Of course, all of this is still my personal speculation. But what I see is that FOGO's technical architecture leaves room for imagination for these applications. Unlike some older chains that directly choke off the possibility of running more complex applications. So, besides holding FOGO, I am also keeping an eye out for any early projects in the ecosystem that are working on AI applications. If something does come out, it could be another opportunity. #Fogo $FOGO @fogo
Why I think FOGO and the AI track can produce a chemical reaction

Recently, the AI track has heated up again, with many public chains eager to align with the AI concept. But to be honest, most just change their names, issue tokens, and have no real connection to AI.

However, I personally believe that the technical foundation of FOGO, if combined with AI applications, could lead to unexpected results.

AI agents are very popular now; they are those robots that automatically execute trades and manage assets. What do these robots need? They need a blockchain environment that responds quickly and has low fees.

Running an AI agent on the traditional Ethereum takes over ten minutes to confirm a transaction, and if the gas fee fluctuates, the robot's strategy can fail immediately.

But FOGO, with its 40 milliseconds block time and 1.3 seconds finality, is perfectly suited for high-frequency interactions with AI agents. The robots can read on-chain states in real time, make decisions instantly, and submit transactions right away.

I have envisioned a scenario. In the future, if you authorize an AI agent to help you manage your assets, it could automatically adjust your position ratios based on market fluctuations—buying on dips and taking profits on rises. If these operations are conducted on FOGO, adjustments could be made on a minute-by-minute basis.

On other chains, adjustments might only be feasible on a daily basis, which would be no different from traditional financial management.

Another direction is on-chain data training. FOGO, with its high throughput, generates a massive amount of small transaction data every day. This data itself is great material for training trading models.

If a project team could create an AI data market on FOGO, allowing users to authorize their trading data for AI teams to train on and then receive token incentives, I think this would be much more interesting than simply speculating on the AI concept.

Of course, all of this is still my personal speculation. But what I see is that FOGO's technical architecture leaves room for imagination for these applications. Unlike some older chains that directly choke off the possibility of running more complex applications.

So, besides holding FOGO, I am also keeping an eye out for any early projects in the ecosystem that are working on AI applications. If something does come out, it could be another opportunity.

#Fogo
$FOGO
@fogo
How was that 40 milliseconds block time of FOGO achieved?I don't really understand technology that well, to be honest. But I have a clumsy way of doing things, which is that I like to translate the project's documents and code repositories. After FOGO went live, I spent about a week translating all the white papers, technical documents, and discussions in the developer forums that I could find. Today I want to talk to you about how that 40 milliseconds block time was achieved. Let's start with the conclusion. It's not magic. And it's not just running a few nodes in a testing environment to brush data. It's the result of two things coming together. The first thing is Firedancer. This client made by Jump Crypto is well-known in the circle.

How was that 40 milliseconds block time of FOGO achieved?

I don't really understand technology that well, to be honest.
But I have a clumsy way of doing things, which is that I like to translate the project's documents and code repositories.
After FOGO went live, I spent about a week translating all the white papers, technical documents, and discussions in the developer forums that I could find.
Today I want to talk to you about how that 40 milliseconds block time was achieved.
Let's start with the conclusion.
It's not magic.
And it's not just running a few nodes in a testing environment to brush data.
It's the result of two things coming together.
The first thing is Firedancer.
This client made by Jump Crypto is well-known in the circle.
Vanar's 'Memory Revolution'—why I believe myNeutron is more meaningful than a simple TPS competitionLet's talk about a recent technological advancement that excites me. I wonder if everyone has noticed a problem: current AI Agents running on-chain give a sense of having a 'goldfish brain'—they forget after a conversation and have to learn from scratch for the next transaction. When I first got involved with blockchain AI projects, I felt something was off. Think about it, if you run an AI financial assistant on Ethereum, it helps you manage assets. After discussing your risk preferences today, if the system restarts tomorrow or you switch to a different chat window, it forgets who you are completely. Isn't that absurd? In traditional internet settings, even ChatGPT can remember what you asked last week.

Vanar's 'Memory Revolution'—why I believe myNeutron is more meaningful than a simple TPS competition

Let's talk about a recent technological advancement that excites me.
I wonder if everyone has noticed a problem: current AI Agents running on-chain give a sense of having a 'goldfish brain'—they forget after a conversation and have to learn from scratch for the next transaction.

When I first got involved with blockchain AI projects, I felt something was off. Think about it, if you run an AI financial assistant on Ethereum, it helps you manage assets. After discussing your risk preferences today, if the system restarts tomorrow or you switch to a different chat window, it forgets who you are completely. Isn't that absurd? In traditional internet settings, even ChatGPT can remember what you asked last week.
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Bullish
I studied the ledger structure of FOGO and found that it is completely different from the conventional public chain approach. To be honest, the most troubling aspect of public chains for me in the past was the technical terms in those white papers, such as consensus mechanisms, node elections, and sharding technology, which were quite confusing. However, while researching FOGO, I discovered something very interesting. Its ledger structure is not the traditional chain-based blocks, but rather a hybrid architecture using a Directed Acyclic Graph (DAG) combined with blocks. Let me explain it to my friends in my own understanding. Traditional blockchains follow a linear path, and a transaction must wait for the previous one to be confirmed before proceeding. But the structure of FOGO allows different transaction paths to be processed in parallel, equivalent to turning a single-lane road into a multi-lane overpass. This is crucial for traders. What do I fear the most when doing grid trading? I fear that during periods of extreme market volatility, the blockchain gets congested, and orders get stuck in transit and cannot proceed or be canceled. The FOGO architecture is inherently suitable for handling high-frequency small transactions because it does not require global ordering; each validating node can process the transactions it receives in parallel. There is another detail that surprised me. Its historical proof mechanism does not rely on full nodes storing all data but instead uses a model called lightning accounting, allowing ordinary users running a light node to verify the authenticity of transactions. What does this mean? It means that in the future, wallets in the FOGO ecosystem can be made very lightweight, capable of running on a mobile phone without needing to download hundreds of gigabytes of historical data. I believe this is what an application chain should look like. It does not force users to become scientists, but rather hides the complexity at the bottom, providing a simple enough experience. I am increasingly convinced that buying cryptocurrency is essentially buying the technical aesthetics of the team. #Fogo $FOGO @fogo {future}(FOGOUSDT)
I studied the ledger structure of FOGO and found that it is completely different from the conventional public chain approach.

To be honest, the most troubling aspect of public chains for me in the past was the technical terms in those white papers, such as consensus mechanisms, node elections, and sharding technology, which were quite confusing.

However, while researching FOGO, I discovered something very interesting. Its ledger structure is not the traditional chain-based blocks, but rather a hybrid architecture using a Directed Acyclic Graph (DAG) combined with blocks.

Let me explain it to my friends in my own understanding.

Traditional blockchains follow a linear path, and a transaction must wait for the previous one to be confirmed before proceeding. But the structure of FOGO allows different transaction paths to be processed in parallel, equivalent to turning a single-lane road into a multi-lane overpass.

This is crucial for traders.

What do I fear the most when doing grid trading? I fear that during periods of extreme market volatility, the blockchain gets congested, and orders get stuck in transit and cannot proceed or be canceled. The FOGO architecture is inherently suitable for handling high-frequency small transactions because it does not require global ordering; each validating node can process the transactions it receives in parallel.

There is another detail that surprised me. Its historical proof mechanism does not rely on full nodes storing all data but instead uses a model called lightning accounting, allowing ordinary users running a light node to verify the authenticity of transactions.

What does this mean? It means that in the future, wallets in the FOGO ecosystem can be made very lightweight, capable of running on a mobile phone without needing to download hundreds of gigabytes of historical data.

I believe this is what an application chain should look like. It does not force users to become scientists, but rather hides the complexity at the bottom, providing a simple enough experience.

I am increasingly convinced that buying cryptocurrency is essentially buying the technical aesthetics of the team.

#Fogo
$FOGO
@Fogo Official
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Bullish
Let's talk about the developer ecosystem of Vanar; I think this is its hidden trump card. Many people may only focus on the price of VANRY, but I am more concerned about how many developers are willing to work on this blockchain. A few days ago, I went through Vanar's developer documentation and found that they recently updated several developer toolkits, especially the AI agent development kit, which can directly call NVIDIA's GPU resources. To be honest, this is very attractive for someone like me with a bit of a technical background. In my opinion, whether a public chain can succeed depends largely on the migration cost for developers. Vanar is now compatible with EVM, so developers from Ethereum can come over with minimal pain. Additionally, with its built-in AI module, writing a smart contract that can trade automatically or interact automatically is much simpler than before. I heard they also have a developer incentive program that distributes VANRY rewards every month to projects that contribute more. Although the specific numbers have not been made public, there are already members in the community sharing that they received grants. Moreover, I find it interesting that they had a hackathon; the spring season that just ended last month submitted hundreds of projects, many of which are combinations of AI+DeFi or AI+gaming. Although most projects may eventually fail, as long as one or two emerge successfully, they can bring real users to VANRY. I am not the kind of person who only looks at short-term gains; I care more about whether there are new things growing on this chain. From what I see now, while Vanar's developer community may not be as lively as Solana's, the atmosphere is quite genuine, with everyone focused on writing code. $VANRY #vanar @Vanar {future}(VANRYUSDT)
Let's talk about the developer ecosystem of Vanar; I think this is its hidden trump card.

Many people may only focus on the price of VANRY, but I am more concerned about how many developers are willing to work on this blockchain. A few days ago, I went through Vanar's developer documentation and found that they recently updated several developer toolkits, especially the AI agent development kit, which can directly call NVIDIA's GPU resources. To be honest, this is very attractive for someone like me with a bit of a technical background.

In my opinion, whether a public chain can succeed depends largely on the migration cost for developers. Vanar is now compatible with EVM, so developers from Ethereum can come over with minimal pain. Additionally, with its built-in AI module, writing a smart contract that can trade automatically or interact automatically is much simpler than before. I heard they also have a developer incentive program that distributes VANRY rewards every month to projects that contribute more. Although the specific numbers have not been made public, there are already members in the community sharing that they received grants.

Moreover, I find it interesting that they had a hackathon; the spring season that just ended last month submitted hundreds of projects, many of which are combinations of AI+DeFi or AI+gaming. Although most projects may eventually fail, as long as one or two emerge successfully, they can bring real users to VANRY. I am not the kind of person who only looks at short-term gains; I care more about whether there are new things growing on this chain. From what I see now, while Vanar's developer community may not be as lively as Solana's, the atmosphere is quite genuine, with everyone focused on writing code.

$VANRY
#vanar
@Vanarchain
Discussing VANRY's long-term logic from the perspective of a holder—team, ecosystem, and that 'indescribable feeling'I thought for a long time about what to write for the third piece. We've talked about technology, we've talked about transformation, and for this piece, I want to discuss something more emotional—what exactly am I waiting for as someone who has held onto their coins from the early days until now. First, let's admit one thing: I am not a tech guru. I understand a bit of on-chain data, but that's about it. One important reason I have VANRY is because of the 'people'. If you stay in this circle long enough, you will find that whether a project can succeed often depends on what the team is doing during a bear market. From the second half of 2025 to early 2026, the market sentiment cannot be said to be very good. Many project teams have gone idle, not posting any updates for half a month, and when the community asks, they say they are 'building', but nobody knows what they are building.

Discussing VANRY's long-term logic from the perspective of a holder—team, ecosystem, and that 'indescribable feeling'

I thought for a long time about what to write for the third piece. We've talked about technology, we've talked about transformation, and for this piece, I want to discuss something more emotional—what exactly am I waiting for as someone who has held onto their coins from the early days until now.
First, let's admit one thing: I am not a tech guru. I understand a bit of on-chain data, but that's about it. One important reason I have VANRY is because of the 'people'.
If you stay in this circle long enough, you will find that whether a project can succeed often depends on what the team is doing during a bear market. From the second half of 2025 to early 2026, the market sentiment cannot be said to be very good. Many project teams have gone idle, not posting any updates for half a month, and when the community asks, they say they are 'building', but nobody knows what they are building.
Binance Continues to Increase Support, I Understand FOGO's Liquidity Chess GameIt's actually not surprising for a project to go live on Binance. What's surprising is that after going live, it can still continuously obtain new resource tilt. On January 15th, FOGO was launched on Binance's spot market. At that time, the offerings included one-click coin purchase, instant exchange, wealth management products, and 25x contract trading. At that time, I already felt that this starting point was high enough. After all, not every new project can launch so many product lines right away. As a result, on January 26th, Binance Thailand issued another announcement. On January 28th, two new spot trading pairs FOGO/USDT and FOGO/USDC were added. To be honest. A project that has been online for less than two weeks. It can continuously receive additional support from the Binance ecosystem.

Binance Continues to Increase Support, I Understand FOGO's Liquidity Chess Game

It's actually not surprising for a project to go live on Binance.
What's surprising is that after going live, it can still continuously obtain new resource tilt.
On January 15th, FOGO was launched on Binance's spot market.
At that time, the offerings included one-click coin purchase, instant exchange, wealth management products, and 25x contract trading.
At that time, I already felt that this starting point was high enough.
After all, not every new project can launch so many product lines right away.

As a result, on January 26th, Binance Thailand issued another announcement.
On January 28th, two new spot trading pairs FOGO/USDT and FOGO/USDC were added.
To be honest.
A project that has been online for less than two weeks.
It can continuously receive additional support from the Binance ecosystem.
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Bullish
Let's talk about what I think is the most exciting thing about VANRY recently. To be honest, during the previous cold market period, although I didn't sell my VANRY, I was indeed a bit anxious. But a few days ago, I saw the official announcement of a formal partnership with NVIDIA, and I suddenly felt invigorated. I think many people may underestimate the value of this collaboration. This is not just about having a name endorsement, but rather genuinely integrating NVIDIA's CUDA, Tensor, and even the entire Omniverse suite into the Vanar Chain. What does this mean? In my view, developers running AI models, doing 3D rendering, or creating metaverse scenarios on Vanar will have several times the efficiency compared to other chains. I'm not the type to chase news and buy coins, but this development made me feel that the project team is truly working. Other chains are still boasting theoretical TPS, while Vanar has already enabled developers to use top-tier AI computing power. Moreover, the market response has also provided positive feedback; the big bullish candle for VANRY after the news was not fake. Of course, I'm not suggesting everyone rush to buy now; I just feel that a project that can get close to NVIDIA and is not just a verbal partnership at least proves its recognition in the tech community. I have always believed that bull markets look at sentiment, while bear markets look at infrastructure. VANRY is currently the type quietly building infrastructure. #vanar $VANRY @Vanar
Let's talk about what I think is the most exciting thing about VANRY recently.

To be honest, during the previous cold market period, although I didn't sell my VANRY, I was indeed a bit anxious. But a few days ago, I saw the official announcement of a formal partnership with NVIDIA, and I suddenly felt invigorated.

I think many people may underestimate the value of this collaboration. This is not just about having a name endorsement, but rather genuinely integrating NVIDIA's CUDA, Tensor, and even the entire Omniverse suite into the Vanar Chain. What does this mean? In my view, developers running AI models, doing 3D rendering, or creating metaverse scenarios on Vanar will have several times the efficiency compared to other chains.

I'm not the type to chase news and buy coins, but this development made me feel that the project team is truly working. Other chains are still boasting theoretical TPS, while Vanar has already enabled developers to use top-tier AI computing power.

Moreover, the market response has also provided positive feedback; the big bullish candle for VANRY after the news was not fake. Of course, I'm not suggesting everyone rush to buy now; I just feel that a project that can get close to NVIDIA and is not just a verbal partnership at least proves its recognition in the tech community.

I have always believed that bull markets look at sentiment, while bear markets look at infrastructure. VANRY is currently the type quietly building infrastructure.
#vanar $VANRY @Vanar
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Bullish
A few days ago, someone asked me if the FOGO project team is foolish, saying they wouldn't want the 20 million USD presale. My view is quite the opposite. This may be the most brilliant decision I've seen in this circle this year, bar none. Think about it, those top-tier projects in the past had ridiculous valuations in the VC round, and after going public? Basically, retail investors rushed in to take over, only to see a continuous decline. But FOGO this time directly cut the originally 1 billion valuation down by 2%, permanently destroying 2% of the tokens that the team held, and converted the entire fundraising amount into airdrops for addresses that actually used the product. This is not just for show. I've participated in many airdrops myself, and what annoys me the most is when the project team claims to be community-oriented while secretly distributing the allocation cleanly with institutions. FOGO is different this time; when the mainnet launched, they directly unlocked 38.98% of the circulation, with the vast majority in the community's hands. What does this mean? It means that when the price drops, those who can't hold on will sell out, leaving behind real users who have actually used the cross-chain bridge and tested the network. I believe this round of filtering consensus is much more solid than spending 20 million USD to find market makers to artificially pump the price. As for that Flames points system, many of my friends initially didn't take it seriously, and now they all regret not doing more cross-chain transactions back then. To be honest, this public chain track doesn't lack technically strong projects; what it lacks are teams willing to share the profits with ordinary users. FOGO has made a bold move, but it has indeed changed my view of this coin from waiting and watching to holding steady. #fogo $FOGO @fogo
A few days ago, someone asked me if the FOGO project team is foolish, saying they wouldn't want the 20 million USD presale.

My view is quite the opposite. This may be the most brilliant decision I've seen in this circle this year, bar none.

Think about it, those top-tier projects in the past had ridiculous valuations in the VC round, and after going public? Basically, retail investors rushed in to take over, only to see a continuous decline. But FOGO this time directly cut the originally 1 billion valuation down by 2%, permanently destroying 2% of the tokens that the team held, and converted the entire fundraising amount into airdrops for addresses that actually used the product.

This is not just for show.

I've participated in many airdrops myself, and what annoys me the most is when the project team claims to be community-oriented while secretly distributing the allocation cleanly with institutions. FOGO is different this time; when the mainnet launched, they directly unlocked 38.98% of the circulation, with the vast majority in the community's hands. What does this mean? It means that when the price drops, those who can't hold on will sell out, leaving behind real users who have actually used the cross-chain bridge and tested the network.

I believe this round of filtering consensus is much more solid than spending 20 million USD to find market makers to artificially pump the price.

As for that Flames points system, many of my friends initially didn't take it seriously, and now they all regret not doing more cross-chain transactions back then. To be honest, this public chain track doesn't lack technically strong projects; what it lacks are teams willing to share the profits with ordinary users.

FOGO has made a bold move, but it has indeed changed my view of this coin from waiting and watching to holding steady.
#fogo $FOGO @fogo
What can be done in 40 milliseconds? I used FOGO to run a transaction.Some people might think. Now any L1 casually claims to have tens of thousands of TPS, right? That number 136866 from FOGO is just for show. To be honest, I thought the same way at first. After all, there are too many projects in this circle that boast without any taxes. Until I personally used real funds to conduct a transaction myself. I don't know if you have experienced certain high-performance public chains. It's that kind of experience where you click the wallet to confirm. Then watch the screen spin for five to ten seconds. By the time the transaction is successful, the market has long disappeared.

What can be done in 40 milliseconds? I used FOGO to run a transaction.

Some people might think.
Now any L1 casually claims to have tens of thousands of TPS, right?
That number 136866 from FOGO is just for show.
To be honest, I thought the same way at first.
After all, there are too many projects in this circle that boast without any taxes.
Until I personally used real funds to conduct a transaction myself.
I don't know if you have experienced certain high-performance public chains.
It's that kind of experience where you click the wallet to confirm.
Then watch the screen spin for five to ten seconds.
By the time the transaction is successful, the market has long disappeared.
In-depth Analysis of Vanar's Technical Architecture - Why I Think 'EVM Compatibility + AI Native' is a Good MoveMany friends have asked me, you keep saying that VANRY technology is good, what is it really good for? They are all Layer 1, all EVM compatible, what is the difference between VANRY and Polygon, and BSC? I would like to take this article to seriously answer this question. First, let me state my conclusion: Vanar is not competing with general public chains for market share; it is cutting into a very niche track—entertainment and AI applications that require on-chain data processing capabilities. The characteristics of this track are: high transaction frequency, large data volume, and cost sensitivity. Traditional general public chains can do it, but they are either too expensive or too slow.

In-depth Analysis of Vanar's Technical Architecture - Why I Think 'EVM Compatibility + AI Native' is a Good Move

Many friends have asked me, you keep saying that VANRY technology is good, what is it really good for? They are all Layer 1, all EVM compatible, what is the difference between VANRY and Polygon, and BSC? I would like to take this article to seriously answer this question.
First, let me state my conclusion: Vanar is not competing with general public chains for market share; it is cutting into a very niche track—entertainment and AI applications that require on-chain data processing capabilities. The characteristics of this track are: high transaction frequency, large data volume, and cost sensitivity. Traditional general public chains can do it, but they are either too expensive or too slow.
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Bullish
To be honest, the price of FOGO has fluctuated a lot since its launch, and many people have privately asked me if I'm anxious. My answer is: I'm really not anxious. When I look at a project, I first look at what problem it solves. There are too many L1s now, but there are almost none designed specifically for traders. The core members of FOGO have previously worked at Citadel and Jump, and they understand what a low-latency system in traditional finance looks like. With a block time of 40 milliseconds, 1.3 seconds of finality, and a peak test of 730,000 TPS. These numbers seem like a cold, hard string of data in the chat box, but if you've conducted backtesting for high-frequency strategies, you know what it means to reduce on-chain latency from 400 milliseconds to 40 milliseconds. It means you can narrow the intervals of grid strategies, it means the cost of NFT sniping increases, and it means market makers are willing to move liquidity here. In my opinion, everyone is already aesthetically fatigued in this cycle. The era of casually forking an EVM chain and raising funds by just changing a parameter is over. FOGO has chosen to take the Firedancer purification route, with validation nodes concentrated and hosted in Tokyo's core markets, which does sacrifice some of the so-called politically correct decentralization, but it has gained a low-latency environment that institutions are willing to enter. I think this is a trade-off. Should everyone be able to run a node, or should it provide a smooth experience like a CEX? I choose the latter. Because only when the application layer truly operates can the token have long-term value, instead of relying on shouting signals to get by. #fogo $FOGO @fogo
To be honest, the price of FOGO has fluctuated a lot since its launch, and many people have privately asked me if I'm anxious.

My answer is: I'm really not anxious.

When I look at a project, I first look at what problem it solves. There are too many L1s now, but there are almost none designed specifically for traders. The core members of FOGO have previously worked at Citadel and Jump, and they understand what a low-latency system in traditional finance looks like.

With a block time of 40 milliseconds, 1.3 seconds of finality, and a peak test of 730,000 TPS. These numbers seem like a cold, hard string of data in the chat box, but if you've conducted backtesting for high-frequency strategies, you know what it means to reduce on-chain latency from 400 milliseconds to 40 milliseconds.

It means you can narrow the intervals of grid strategies, it means the cost of NFT sniping increases, and it means market makers are willing to move liquidity here.

In my opinion, everyone is already aesthetically fatigued in this cycle. The era of casually forking an EVM chain and raising funds by just changing a parameter is over.
FOGO has chosen to take the Firedancer purification route, with validation nodes concentrated and hosted in Tokyo's core markets, which does sacrifice some of the so-called politically correct decentralization, but it has gained a low-latency environment that institutions are willing to enter.

I think this is a trade-off. Should everyone be able to run a node, or should it provide a smooth experience like a CEX?

I choose the latter. Because only when the application layer truly operates can the token have long-term value, instead of relying on shouting signals to get by.
#fogo $FOGO @fogo
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Bullish
Let's talk about the technical points of Vanar that really changed my perspective When I first came across VANRY, it gave people the impression of being a game chain focused on the metaverse and NFTs. But this year, after doing in-depth research, I found that the project has undergone a thorough transformation since the end of last year to the beginning of this year. Now, the official positioning is the world's first AI-native Layer 1, which is not just a simple change of wording. I took the time to read their Vanar Stack technical architecture, and there are two things that I think are indeed noteworthy. One is the Neutron layer, which can compress documents like PDFs, contracts, and invoices by 500 times to store them on the chain. I think this direction is correct; blockchain cannot forever only transfer USDT, it must store some meaningful data. The other is the Kayon engine, which essentially gives smart contracts the ability to think, allowing them to read this stored data and make judgments. My view is that VANRY's greatest moat is not how fast it is or how low the costs are, although it indeed achieves $0.0005 and 3 seconds per block. The real barrier lies in its ability to enable AI agents to truly come alive on the chain. Recently, I also saw that after the mainnet V23 upgrade, the number of nodes increased by 35%, which indicates that the technology is not just a pie-in-the-sky idea; there are indeed people deploying it. I don't pay much attention to short-term price predictions; even Binance's prediction page says that the current price is too low to predict. What I care about is whether this chain is being used and whether there are developers building on it. Currently, it seems that Vanar is on the rise. #vanar $VANRY @Vanar
Let's talk about the technical points of Vanar that really changed my perspective

When I first came across VANRY, it gave people the impression of being a game chain focused on the metaverse and NFTs. But this year, after doing in-depth research, I found that the project has undergone a thorough transformation since the end of last year to the beginning of this year.

Now, the official positioning is the world's first AI-native Layer 1, which is not just a simple change of wording. I took the time to read their Vanar Stack technical architecture, and there are two things that I think are indeed noteworthy.

One is the Neutron layer, which can compress documents like PDFs, contracts, and invoices by 500 times to store them on the chain. I think this direction is correct; blockchain cannot forever only transfer USDT, it must store some meaningful data. The other is the Kayon engine, which essentially gives smart contracts the ability to think, allowing them to read this stored data and make judgments.

My view is that VANRY's greatest moat is not how fast it is or how low the costs are, although it indeed achieves $0.0005 and 3 seconds per block. The real barrier lies in its ability to enable AI agents to truly come alive on the chain.

Recently, I also saw that after the mainnet V23 upgrade, the number of nodes increased by 35%, which indicates that the technology is not just a pie-in-the-sky idea; there are indeed people deploying it. I don't pay much attention to short-term price predictions; even Binance's prediction page says that the current price is too low to predict. What I care about is whether this chain is being used and whether there are developers building on it. Currently, it seems that Vanar is on the rise.
#vanar $VANRY @Vanar
FOGO's decision of 'not wanting money' made me decide to heavily investTo be honest, I have been in this circle for almost six years. Six years is neither long nor short, but it is enough for me to see how many projects rise to great heights and how they collapse. Over the years, I have seen too many standard operations before project launches, without exception, they all desperately talk about how many millions the institution has raised and how many tens of millions the pre-sale amount is, wishing to blow the FDV to the sky. Then on the first day of the launch, they hand over all the chips to the market to settle. Next comes the long decline until the project party cashes out and the community is left in chaos. So when I came across an announcement from FOGO's official account one day in January, saying that they would directly cancel the originally planned $20 million pre-sale amount.

FOGO's decision of 'not wanting money' made me decide to heavily invest

To be honest, I have been in this circle for almost six years.
Six years is neither long nor short, but it is enough for me to see how many projects rise to great heights and how they collapse.
Over the years, I have seen too many standard operations before project launches, without exception, they all desperately talk about how many millions the institution has raised and how many tens of millions the pre-sale amount is, wishing to blow the FDV to the sky.

Then on the first day of the launch, they hand over all the chips to the market to settle.
Next comes the long decline until the project party cashes out and the community is left in chaos.
So when I came across an announcement from FOGO's official account one day in January, saying that they would directly cancel the originally planned $20 million pre-sale amount.
VANRY is no longer the 'game chain' I knew last year — discussing AI transformation and my honest viewsI remember very clearly that when I first came into contact with Vanar at the beginning of 2025, most people still called it 'that game currency switched from Virtua.' To be honest, I didn't pay much attention at that time, thinking it was just another metaverse project with nothing new. But over the past year, especially in the last three months, I feel that the changes in VANRY have become significant enough to sit down and have a serious discussion about it. What is the biggest change? I think it is positioning. Vanar now defines itself as 'AI native Layer 1,' not the kind of project that casually issues a press release claiming to integrate ChatGPT and calls itself AI. They have genuinely integrated AI into the underlying architecture. I didn't quite understand why everyone is working on Layer 1 and why VANRY would be chosen over others until I carefully looked at their architecture called Vanar Stack, which helped me understand a bit.

VANRY is no longer the 'game chain' I knew last year — discussing AI transformation and my honest views

I remember very clearly that when I first came into contact with Vanar at the beginning of 2025, most people still called it 'that game currency switched from Virtua.' To be honest, I didn't pay much attention at that time, thinking it was just another metaverse project with nothing new. But over the past year, especially in the last three months, I feel that the changes in VANRY have become significant enough to sit down and have a serious discussion about it.

What is the biggest change? I think it is positioning.
Vanar now defines itself as 'AI native Layer 1,' not the kind of project that casually issues a press release claiming to integrate ChatGPT and calls itself AI. They have genuinely integrated AI into the underlying architecture. I didn't quite understand why everyone is working on Layer 1 and why VANRY would be chosen over others until I carefully looked at their architecture called Vanar Stack, which helped me understand a bit.
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Bullish
I find that some people tend to measure a project's worth by the amount of funding it has received, but personally, I care more about the actions taken after funding. FOGO went live on the mainnet on January 15th, and Binance provided a full suite of services including spot, futures, wealth management, and flash exchange on the same day. This isn’t too surprising, but what I find interesting is that on January 28th, Binance TH added a pair of trading pairs FOGO/USDC and FOGO/USDT separately. Many people may not be familiar with Binance TH, which is a compliant licensed exchange co-founded by Binance and Thailand's Gulf Group, specifically serving the Thai market. My understanding is that this is not simply "adding another liquidity pool", but rather the opening up of compliant fiat currency channels. Thai users can directly purchase FOGO with local fiat currency without having to go around in a big circle with USDT. For a public chain that focuses on high-frequency trading and institutional liquidity, the importance of compliant deposit channels sometimes outweighs technical parameters. Additionally, I checked the timeline, and during the third round of the presale, the subscription multiple for FOGO was 40.8 times, raising over 300,000 BNB. What does this indicate? It indicates that the true big players didn’t rush in to grab chips at the moment of listing; rather, those who had access to the presale quotas were already pouring real money in a month earlier. So my current strategy is very simple: I don't get hung up on a few cents price difference, but focus more on whether there are new applications migrating into the ecosystem each month and whether there are new trading pairs being launched. As long as the development team continues to iterate and the exchange keeps launching new trading pairs, I believe this position is not a hot potato. #fogo $FOGO @fogo
I find that some people tend to measure a project's worth by the amount of funding it has received, but personally, I care more about the actions taken after funding.

FOGO went live on the mainnet on January 15th, and Binance provided a full suite of services including spot, futures, wealth management, and flash exchange on the same day. This isn’t too surprising, but what I find interesting is that on January 28th, Binance TH added a pair of trading pairs FOGO/USDC and FOGO/USDT separately.

Many people may not be familiar with Binance TH, which is a compliant licensed exchange co-founded by Binance and Thailand's Gulf Group, specifically serving the Thai market. My understanding is that this is not simply "adding another liquidity pool", but rather the opening up of compliant fiat currency channels.

Thai users can directly purchase FOGO with local fiat currency without having to go around in a big circle with USDT. For a public chain that focuses on high-frequency trading and institutional liquidity, the importance of compliant deposit channels sometimes outweighs technical parameters.

Additionally, I checked the timeline, and during the third round of the presale, the subscription multiple for FOGO was 40.8 times, raising over 300,000 BNB. What does this indicate? It indicates that the true big players didn’t rush in to grab chips at the moment of listing; rather, those who had access to the presale quotas were already pouring real money in a month earlier.

So my current strategy is very simple: I don't get hung up on a few cents price difference, but focus more on whether there are new applications migrating into the ecosystem each month and whether there are new trading pairs being launched. As long as the development team continues to iterate and the exchange keeps launching new trading pairs, I believe this position is not a hot potato.
#fogo $FOGO @fogo
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Bullish
Talking about the practicality transformation of VANRY at the crossroads A few days ago, I was watching a discussion where someone referred to the current stage of VANRY as a crossroads. I think this metaphor is quite fitting. In the past, when we bought VANRY, we were betting on the gaming sector taking off and the users of the Virtua metaverse coming in. But now it’s different, Vanar has started pushing a subscription model for AI tools, and if you want to use Neutron to compress data or Kayon to run inferences, you have to pay with VANRY. I believe this is the truly noteworthy change. Because once this model takes off, VANRY will no longer just be a gas fee token but a consumable for production tools. The demand is no longer speculative; it is genuinely being utilized. Some might say that the coin price hasn’t risen yet. My view is that the value release brought by practicality is often lagging. People have become accustomed to the past model where partnerships are announced today and prices surge tomorrow, but VANRY is taking a different path this time. For instance, their global leaderboard activity rewards real interactions with over 6 million VANRY, while those who manipulate data are directly kicked out. I think this kind of community filtering, although slow, results in people who truly recognize this project. My long-term view on VANRY is actually quite simple. I don’t need it to double overnight; I would rather see an ecosystem where there are genuinely developers writing code, users paying gas fees, and AI agents running tasks. The current Vanar Chain is moving in this direction. #vanar $VANRY @Vanar
Talking about the practicality transformation of VANRY at the crossroads

A few days ago, I was watching a discussion where someone referred to the current stage of VANRY as a crossroads. I think this metaphor is quite fitting.

In the past, when we bought VANRY, we were betting on the gaming sector taking off and the users of the Virtua metaverse coming in. But now it’s different, Vanar has started pushing a subscription model for AI tools, and if you want to use Neutron to compress data or Kayon to run inferences, you have to pay with VANRY.

I believe this is the truly noteworthy change. Because once this model takes off, VANRY will no longer just be a gas fee token but a consumable for production tools. The demand is no longer speculative; it is genuinely being utilized.

Some might say that the coin price hasn’t risen yet. My view is that the value release brought by practicality is often lagging. People have become accustomed to the past model where partnerships are announced today and prices surge tomorrow, but VANRY is taking a different path this time. For instance, their global leaderboard activity rewards real interactions with over 6 million VANRY, while those who manipulate data are directly kicked out. I think this kind of community filtering, although slow, results in people who truly recognize this project.

My long-term view on VANRY is actually quite simple. I don’t need it to double overnight; I would rather see an ecosystem where there are genuinely developers writing code, users paying gas fees, and AI agents running tasks. The current Vanar Chain is moving in this direction.
#vanar $VANRY @Vanarchain
The market has dropped like this, but I find myself unable to sleep; let's discuss the real logic behind the panic.To be honest, my portfolio interface hasn't looked good this past week. VANRY is following the market downwards, and just a few days ago it even fell below the $0.006 mark. There are many lamentations in the community, and some people are starting to doubt whether their initial judgments were wrong. But interestingly, I find that I'm sleeping more soundly than before. This may sound a bit counterintuitive, but I personally feel that the most dangerous time for a project is when everyone is mindlessly shouting and the price is rising rapidly, but you can't clearly explain why it is worth this much. And now, at this time, the bubble has been squeezed out, the storytellers have exited, and what remains is truly worth holding onto for the long term.

The market has dropped like this, but I find myself unable to sleep; let's discuss the real logic behind the panic.

To be honest, my portfolio interface hasn't looked good this past week.
VANRY is following the market downwards, and just a few days ago it even fell below the $0.006 mark. There are many lamentations in the community, and some people are starting to doubt whether their initial judgments were wrong.
But interestingly, I find that I'm sleeping more soundly than before.
This may sound a bit counterintuitive, but I personally feel that the most dangerous time for a project is when everyone is mindlessly shouting and the price is rising rapidly, but you can't clearly explain why it is worth this much. And now, at this time, the bubble has been squeezed out, the storytellers have exited, and what remains is truly worth holding onto for the long term.
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