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2012开始挖BTC,2017正式入圈;长期主义、风控优先。现居德州休斯敦,从业Web3/加密领域,同时是 YouTuber。交易覆盖现货与合约(Perps):更重仓位管理与风险边界、降低杠杆冲动、严格止损与复盘。风格理性但不端着,偶尔用幽默给市场降温。Perps trader|YouTuber
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[Collectible Edition] Everything About Dusk Network ($DUSK): The Ultimate Guide from Privacy Infrastructure to the RWA Empire[Preface: Why Do We Need Chain #101?] In a world dominated by Ethereum, Solana, and SUI, do we really need another Layer 1? If you ask me about 'speed,' the answer is no. But if you ask me about **'money (institutional capital)'**, the answer is: absolutely yes. Web3 is entering the **'Regulated Finance'** era. Wall Street isn't short on money—it's short on a decentralized ledger that meets compliance requirements without exposing trade secrets. This is the niche occupied by @dusk_foundation (Dusk).

[Collectible Edition] Everything About Dusk Network ($DUSK): The Ultimate Guide from Privacy Infrastructure to the RWA Empire

[Preface: Why Do We Need Chain #101?]
In a world dominated by Ethereum, Solana, and SUI, do we really need another Layer 1?
If you ask me about 'speed,' the answer is no.
But if you ask me about **'money (institutional capital)'**, the answer is: absolutely yes.
Web3 is entering the **'Regulated Finance'** era.
Wall Street isn't short on money—it's short on a decentralized ledger that meets compliance requirements without exposing trade secrets.
This is the niche occupied by @dusk_foundation (Dusk).
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A comprehensive analysis of Walrus ($WAL)'s 100x valuation model—the final battle of Web3 storage.[Recommended to save] Azure stayed up all night writing this "10,000-word research report": from the underlying code to the endgame prediction in 2026, thoroughly explaining the get-rich-quick logic of #walrus ($WAL ) 🐳📉📈 Foreword: Written on the Eve of the Bull Market In this market saturated with shills and projects that "go to zero in three days," most people are looking for "100x coins," but few are willing to bend down and pick up the "gold bricks" on the ground. As an analyst who has worked in Web3 for many years (Azure mentor), I have witnessed the end of the public chain war, the DeFi Summer frenzy, and the rise and fall of NFTs. In the new cycle of 2025-2026, I will only focus on one track: DePIN (decentralized infrastructure).

A comprehensive analysis of Walrus ($WAL)'s 100x valuation model—the final battle of Web3 storage.

[Recommended to save] Azure stayed up all night writing this "10,000-word research report": from the underlying code to the endgame prediction in 2026, thoroughly explaining the get-rich-quick logic of #walrus ($WAL ) 🐳📉📈
Foreword: Written on the Eve of the Bull Market
In this market saturated with shills and projects that "go to zero in three days," most people are looking for "100x coins," but few are willing to bend down and pick up the "gold bricks" on the ground.
As an analyst who has worked in Web3 for many years (Azure mentor), I have witnessed the end of the public chain war, the DeFi Summer frenzy, and the rise and fall of NFTs. In the new cycle of 2025-2026, I will only focus on one track: DePIN (decentralized infrastructure).
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Bullish
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【Alpha Signal】Why is @Dusk_Foundation considered a sleeping giant in the L1赛道? 🧠 While most public chains are still competing on TPS (speed), #dusk is revolutionizing the "real-world value" space through RWA. With the DuskEVM mainnet launching this week, the bridge connecting Ethereum's vast liquidity with "compliant privacy" is now officially established! Let's break down the moat of $DUSK : 🔹 Piecrust VM: The first ZK-Native virtual machine. Enables faster, cheaper, and auditable private transactions. 🔹 Citadel Protocol: Decentralized KYC. One-time verification, universally applicable across chains—no need to hand your ID to every project and risk data leaks. 🔹 DuskTrade: Soon to host over €300,000,000 in assets from NPEX. Waitlist opens next month. The market severely underestimates the value of "compliant privacy". When the RWA narrative fully explodes in 2026, $DUSK will be the standard infrastructure leader. 🏰 Before institutions complete their accumulation, this is one of the few remaining opportunities to get on board.
【Alpha Signal】Why is @Dusk considered a sleeping giant in the L1赛道? 🧠
While most public chains are still competing on TPS (speed), #dusk is revolutionizing the "real-world value" space through RWA.
With the DuskEVM mainnet launching this week, the bridge connecting Ethereum's vast liquidity with "compliant privacy" is now officially established!
Let's break down the moat of $DUSK :
🔹 Piecrust VM: The first ZK-Native virtual machine. Enables faster, cheaper, and auditable private transactions.
🔹 Citadel Protocol: Decentralized KYC. One-time verification, universally applicable across chains—no need to hand your ID to every project and risk data leaks.
🔹 DuskTrade: Soon to host over €300,000,000 in assets from NPEX. Waitlist opens next month.
The market severely underestimates the value of "compliant privacy".
When the RWA narrative fully explodes in 2026, $DUSK will be the standard infrastructure leader. 🏰
Before institutions complete their accumulation, this is one of the few remaining opportunities to get on board.
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The 'Paradox' of RWA: Why Trillions Are Still Waiting? We all shout for 'institutional entry,' but the harsh reality is: if you ask Goldman Sachs or JPMorgan to trade on a fully transparent blockchain, you're essentially putting them on display. 🚫 In this dark forest of a market, absolute transparency is a bug, not a feature. This is the core logic behind why I believe in @Dusk_Foundation ($DUSK ). They're not building another privacy chain—they're constructing the 'compliance layer' for the 2026 RWA breakout cycle. Why can #dusk win the final stage of RWA? 1️⃣ Native Privacy: Compliance-confidentiality built on the Piecrust VM. Not a slow L2 patch—native support at the core. 2️⃣ Settlement Assurance: Instant finality means zero rollbacks. This is the red line in securities trading. 3️⃣ Super Catalyst: The DuskTrade platform, partnering with the regulated exchange NPEX, is about to bring over €300M+ of real-world securities assets onto the chain. With the DuskEVM mainnet launching this week, the foundation is already laid. 🏗️ Stop just staring at memes. The real revolution often happens where no one sees it. 🌑
The 'Paradox' of RWA: Why Trillions Are Still Waiting?
We all shout for 'institutional entry,' but the harsh reality is: if you ask Goldman Sachs or JPMorgan to trade on a fully transparent blockchain, you're essentially putting them on display. 🚫
In this dark forest of a market, absolute transparency is a bug, not a feature.
This is the core logic behind why I believe in @Dusk ($DUSK ). They're not building another privacy chain—they're constructing the 'compliance layer' for the 2026 RWA breakout cycle.
Why can #dusk win the final stage of RWA?
1️⃣ Native Privacy: Compliance-confidentiality built on the Piecrust VM. Not a slow L2 patch—native support at the core.
2️⃣ Settlement Assurance: Instant finality means zero rollbacks. This is the red line in securities trading.
3️⃣ Super Catalyst: The DuskTrade platform, partnering with the regulated exchange NPEX, is about to bring over €300M+ of real-world securities assets onto the chain.
With the DuskEVM mainnet launching this week, the foundation is already laid. 🏗️
Stop just staring at memes. The real revolution often happens where no one sees it. 🌑
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Why I'm Confident Dusk Will Be the Ultimate Winner in the RWA Battle? [Deep Review] The 2026 Blockchain Shake-up[Preface: The Warring States period of blockchains is over] If 2021 was the Warring States period of blockchains, where everyone competed on TPS and airdrops; then 2025–2026 is the era of Qin unifying the six states. There is only one battlefield: RWA (Real World Assets on-chain). Because it's the only channel capable of bringing the $100 trillion from Traditional Finance (TradFi) into the crypto space. On this battlefield, there are established aristocrats like Ethereum, up-and-coming newcomers such as ONDO and Polymesh, and the protagonist I'm about to discuss — . After six months of comparative research, I've reached a conclusion that might surprise you:

Why I'm Confident Dusk Will Be the Ultimate Winner in the RWA Battle? [Deep Review] The 2026 Blockchain Shake-up

[Preface: The Warring States period of blockchains is over]
If 2021 was the Warring States period of blockchains, where everyone competed on TPS and airdrops; then 2025–2026 is the era of Qin unifying the six states.
There is only one battlefield: RWA (Real World Assets on-chain).
Because it's the only channel capable of bringing the $100 trillion from Traditional Finance (TradFi) into the crypto space.
On this battlefield, there are established aristocrats like Ethereum, up-and-coming newcomers such as ONDO and Polymesh, and the protagonist I'm about to discuss —
.
After six months of comparative research, I've reached a conclusion that might surprise you:
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[10,000-word Breakdown] Rejecting Air Coins! Understanding the Value Capture Logic in the RWA Sector Through the $DUSK Economic Model (Must-Read Research Report)[Preface: If you don't understand what a token is for, then you're gambling] In the world of Crypto, 99% of projects have their tokens (Token) completely detached from their actual business. The protocol earns a lot of money, but it has absolutely nothing to do with the coins in your wallet. This is known as the "useless governance token" theory. But Ember believes that infrastructure (Layer 1 blockchains) is the only exception. And Dusk Network, which focuses on finance and compliance, has designed what is arguably the most rigorous "value capture" system in the history of Web3. Today, we won't talk about sentiment or vision; we'll only talk about "money".

[10,000-word Breakdown] Rejecting Air Coins! Understanding the Value Capture Logic in the RWA Sector Through the $DUSK Economic Model (Must-Read Research Report)

[Preface: If you don't understand what a token is for, then you're gambling]
In the world of Crypto, 99% of projects have their tokens (Token) completely detached from their actual business. The protocol earns a lot of money, but it has absolutely nothing to do with the coins in your wallet. This is known as the "useless governance token" theory.
But Ember believes that infrastructure (Layer 1 blockchains) is the only exception.
And Dusk Network, which focuses on finance and compliance, has designed what is arguably the most rigorous "value capture" system in the history of Web3.
Today, we won't talk about sentiment or vision; we'll only talk about "money".
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Some Alphas are right on the tip of the tongue, yet some people just can't grasp them. 🤐 Everyone's shouting that RWA is the engine of the bull market, but how many have actually studied the underlying infrastructure? Take a look at the recent moves by @Dusk_Foundation —don't say I didn't warn you: 1️⃣ Real money entering: DuskTrade, a collaboration with NPEX, has brought €300 million (€300M) in securities assets onto the blockchain. This isn't just hype—it's actual existing capital already in place. 💸 2️⃣ Technical implementation: DuskEVM mainnet launches this week (second week of January). Compatible with Ethereum and featuring privacy protection—how many developers have dreamed of such an environment? Institutional entry requires two prerequisites: ✅ Compliance (avoiding regulatory pitfalls) ✅ Privacy (keeping your strategic cards hidden) Looking across the entire L1 landscape, only Dusk achieves both to the highest degree. Where is it now? It's the floor of the floor. Be the one who acts when it's time to buy—don't be the one catching the fall at the peak. $DUSK #Dusk
Some Alphas are right on the tip of the tongue, yet some people just can't grasp them. 🤐
Everyone's shouting that RWA is the engine of the bull market, but how many have actually studied the underlying infrastructure?
Take a look at the recent moves by @Dusk —don't say I didn't warn you:
1️⃣ Real money entering: DuskTrade, a collaboration with NPEX, has brought €300 million (€300M) in securities assets onto the blockchain. This isn't just hype—it's actual existing capital already in place. 💸
2️⃣ Technical implementation: DuskEVM mainnet launches this week (second week of January). Compatible with Ethereum and featuring privacy protection—how many developers have dreamed of such an environment?
Institutional entry requires two prerequisites:
✅ Compliance (avoiding regulatory pitfalls)
✅ Privacy (keeping your strategic cards hidden)
Looking across the entire L1 landscape, only Dusk achieves both to the highest degree.
Where is it now? It's the floor of the floor.
Be the one who acts when it's time to buy—don't be the one catching the fall at the peak.
$DUSK #Dusk
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Helping Brother Wang
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Bullish
The hawkish trend has ended. The last chance to buy low and accumulate stocks has arrived.
#Hawk #shibkiller $雪球
聊天室交流群
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$币安人生
{spot}(币安人生USDT)
$Aster
{spot}(ASTERUSDT)
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What do traders fear the most? It's not losses, it's rollbacks. Imagine your sold stocks being returned to you due to a blockchain fork—what kind of financial market would that be? @Dusk_Foundation 's Instant Finality ensures that transactions are final immediately—irreversible, no rollbacks. That's why, due to compliance, it's the only L1 suitable for RWA. On this chain, security is guaranteed. 🛡️ $DUSK #Security #dusk
What do traders fear the most? It's not losses, it's rollbacks.
Imagine your sold stocks being returned to you due to a blockchain fork—what kind of financial market would that be?
@Dusk 's Instant Finality ensures that transactions are final immediately—irreversible, no rollbacks.
That's why, due to compliance, it's the only L1 suitable for RWA.
On this chain, security is guaranteed. 🛡️
$DUSK #Security #dusk
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How to Pass KYC Without Revealing Your Identity? Analyzing the Citadel Protocol of #Dusk There's a high wall between Web3 and traditional finance—KYC (Know Your Customer). You don't want to hand over your passport to a shady project, but compliance demands it. This contradiction has plagued the industry for 5 years. With the launch of the Citadel protocol by @Dusk_Foundation , this wall has finally been torn down. Simply put, it's a "decentralized digital passport." Using ZK technology, you only need to prove yourself once to an authority, and you'll receive a blockchain-based identity usable across the entire ecosystem. Projects know you're a compliant user, but they'll never know your real name. Value of Citadel: This isn't just a feature—it's a bridge connecting TradFi and DeFi. With it, the Dusk ecosystem can now support financial services with stringent compliance requirements. Data sovereignty returns to individuals. This is what Web3 should be. Follow $DUSK , embrace compliance while protecting privacy—this is the sustainable path forward.
How to Pass KYC Without Revealing Your Identity? Analyzing the Citadel Protocol of #Dusk
There's a high wall between Web3 and traditional finance—KYC (Know Your Customer).
You don't want to hand over your passport to a shady project, but compliance demands it. This contradiction has plagued the industry for 5 years.
With the launch of the Citadel protocol by @Dusk , this wall has finally been torn down.
Simply put, it's a "decentralized digital passport."
Using ZK technology, you only need to prove yourself once to an authority, and you'll receive a blockchain-based identity usable across the entire ecosystem.
Projects know you're a compliant user, but they'll never know your real name.
Value of Citadel:
This isn't just a feature—it's a bridge connecting TradFi and DeFi.
With it, the Dusk ecosystem can now support financial services with stringent compliance requirements.
Data sovereignty returns to individuals.
This is what Web3 should be.
Follow $DUSK , embrace compliance while protecting privacy—this is the sustainable path forward.
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@Dusk_Foundation #dust always shouts about 'institutional entry,' but how much money are institutions actually bringing in? Answer: €300M+ (300 million euros). 💶 Dusk and NPEX's collaboration is not just a promise—it's existing assets that are already being brought on-chain. Waitlist opens in January, and such opportunities are short-lived. That fool at Azure is still looking at the 5-minute chart, while smart people are already figuring out how to participate in the ecosystem. Don't get washed out before the big money comes in. 💎 #RWA $DUSK
@Dusk #dust always shouts about 'institutional entry,' but how much money are institutions actually bringing in?
Answer: €300M+ (300 million euros).
💶
Dusk and NPEX's collaboration is not just a promise—it's existing assets that are already being brought on-chain.
Waitlist opens in January, and such opportunities are short-lived.
That fool at Azure is still looking at the 5-minute chart, while smart people are already figuring out how to participate in the ecosystem.
Don't get washed out before the big money comes in.
💎
#RWA $DUSK
btc
btc
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🚀 Bitcoin surging at high levels? Not a rebound, but the start of a new script!
Good night! 🧧 Red packets are the first belief of the New Year ❤️ Repost to bring in new friends! 🚀
Wishing everyone a successful start to the new year, with continuous prosperity ❤️ Just share it and pull your new friends into the fast lane of wealth!
❤️ Like for wealth • 🔁 Share to double your gains • 💬 Comment to claim red packets 🧧
Macroeconomic data is unimpressive, yet Bitcoin keeps rising sharply? HTX researcher Chloe puts it clearly: this isn't technical recovery, but the arrival of a new era in macro pricing!
Two key drivers are fully in play:
America quietly pumping liquidity
While the Fed continues balance sheet reduction, the Trump administration is letting Fannie Mae and Freddie Mac quietly take over MBS, effectively creating "shadow QE"! Liquidity is secretly flowing back into the financial system, and Bitcoin—being the most sensitive to monetary expansion—naturally leads the charge—just like in the 2021 bull run~
Middle East turmoil adds fuel to the fire
Tensions in Iran are escalating, pushing oil prices up over 5% in two days! Inflation risks are soaring + dollar credibility is weakening, causing fiat currency purchasing power to plummet. Gold and Bitcoin both surge as capital votes with their feet: decentralized scarce assets are the true safe haven!
Short-term volatility may occur, but with implicit dollar easing and rising geopolitical risks, Bitcoin's long-term pricing baseline is quietly shifting upward.
⚠️ Not investment advice, trade with caution!$ETH
{future}(ETHUSDT)
$BTC #加密市场观察 #Strategy增持比特币
{future}(BTCUSDT)
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The BTC has been on a wild run lately, approaching the 100,000 mark. Many brothers who are still empty-handed are getting anxious: 'Have we missed the boat?' Teacher Azure tells you: Don't rush. The pattern of a bull market is always: BTC surges → ETH catches up → Layer 1s explode → Ecosystem tokens go wild. BTC is currently opening the ceiling for the entire industry. When BTC enters a consolidation phase, capital will spill over into strong Layer 1s like Sui, followed by core infrastructure such as #walrus ($WAL ). Right now, $WAL is like a 'bargain at just 0.15U'. Instead of chasing BTC at 98,000, it's better to position yourself in the infrastructure leaders still sitting at the bottom. Be patient, the wind is coming soon. #板块轮动 @WalrusProtocol #WalrusProtocol
The BTC has been on a wild run lately, approaching the 100,000 mark.
Many brothers who are still empty-handed are getting anxious: 'Have we missed the boat?'
Teacher Azure tells you: Don't rush.
The pattern of a bull market is always: BTC surges → ETH catches up → Layer 1s explode → Ecosystem tokens go wild.
BTC is currently opening the ceiling for the entire industry.
When BTC enters a consolidation phase, capital will spill over into strong Layer 1s like Sui, followed by core infrastructure such as #walrus ($WAL ).
Right now, $WAL is like a 'bargain at just 0.15U'.
Instead of chasing BTC at 98,000, it's better to position yourself in the infrastructure leaders still sitting at the bottom.
Be patient, the wind is coming soon.
#板块轮动 @Walrus 🦭/acc #WalrusProtocol
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3A blockchain games on Sui are coming? @WalrusProtocol #walrus Are you ready? 🎮🔥 Sui has recently been dubbed the "King of Game Blockchains". But have you ever thought about where the high-definition models, map data, and player saves for these 3A blockchain games will be stored? On the blockchain? The gas fees would bankrupt you. On Amazon Cloud? Then what makes it a Web3 game? The answer is simple: #Walrus . It's the "external hard drive" for Sui games. After v1.38.3 boosted speed by 80%, map loading in games can now be instant **. The logic is clear: Sui game explosion = surging demand for Walrus. The current low price is like buying a ticket to the future golden age of gaming. 🎫 #GameFi $WAL #WalrusProtocol
3A blockchain games on Sui are coming? @Walrus 🦭/acc #walrus Are you ready? 🎮🔥
Sui has recently been dubbed the "King of Game Blockchains".
But have you ever thought about where the high-definition models, map data, and player saves for these 3A blockchain games will be stored?
On the blockchain? The gas fees would bankrupt you.
On Amazon Cloud? Then what makes it a Web3 game?
The answer is simple: #Walrus .
It's the "external hard drive" for Sui games.
After v1.38.3 boosted speed by 80%, map loading in games can now be instant **.
The logic is clear: Sui game explosion = surging demand for Walrus.
The current low price is like buying a ticket to the future golden age of gaming. 🎫
#GameFi $WAL #WalrusProtocol
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【In this restless circle, is it shameful to be a 'bricklayer'? 👷‍♀️🧱 Seeing countless 'trash dogs' flying across the screen, someone laughed at me: 'Azure, why are you still supporting @WalrusProtocol , a slow-moving infrastructure?' But I glanced at the blueprint in my hand and smiled. Web3 doesn't lack gamblers; it lacks builders. Sui's skyscrapers keep rising higher and higher, but without us laying the foundation (storing data) below, the buildings would collapse in an instant. The DePIN path is indeed tough, indeed slow. But every brick and tile we lay builds a moat, consensus, and the confidence to collect rent in the future. To all builders,致敬. Your $WAL is the golden shovel of the future. #walrus #build #longterm #WalrusProtocol
【In this restless circle, is it shameful to be a 'bricklayer'? 👷‍♀️🧱
Seeing countless 'trash dogs' flying across the screen, someone laughed at me: 'Azure, why are you still supporting @Walrus 🦭/acc , a slow-moving infrastructure?'
But I glanced at the blueprint in my hand and smiled.
Web3 doesn't lack gamblers; it lacks builders.
Sui's skyscrapers keep rising higher and higher, but without us laying the foundation (storing data) below, the buildings would collapse in an instant.
The DePIN path is indeed tough, indeed slow.
But every brick and tile we lay builds a moat, consensus, and the confidence to collect rent in the future.
To all builders,致敬.
Your $WAL is the golden shovel of the future.
#walrus #build #longterm #WalrusProtocol
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[Deep Reflection] I Was Wrong. From 'Airdrop Hunter' to 'Loyal Fan', the Real 700GB Migration Journey with AzureToday I need to apologize to my family.🙇‍♀️ I used to always say that it was the 'favorite child of Sui' and 'a16z's darling'—all empty words. Even three months ago, I was still in an **'airdrop hunter'** mindset: I'd grab the airdrop and immediately sell it, thinking the storage sector was already oversaturated and there was no chance left? Until last month, I was 'educated' by a centralized cloud storage service. My studio had stored 700GB of design assets and original video footage. The result? Risk control lockout, download speed throttling, and extremely high membership fees. Clients were urging me for drafts, but I was just waiting for the progress bar to spin. At that moment, I remembered the wallet full of dormant

[Deep Reflection] I Was Wrong. From 'Airdrop Hunter' to 'Loyal Fan', the Real 700GB Migration Journey with Azure

Today I need to apologize to my family.🙇‍♀️
I used to always say
that it was the 'favorite child of Sui' and 'a16z's darling'—all empty words.
Even three months ago, I was still in an **'airdrop hunter'** mindset: I'd grab the airdrop
and immediately sell it, thinking the storage sector was already oversaturated and there was no chance left?
Until last month, I was 'educated' by a centralized cloud storage service.
My studio had stored 700GB of design assets and original video footage.

The result? Risk control lockout, download speed throttling, and extremely high membership fees. Clients were urging me for drafts, but I was just waiting for the progress bar to spin.
At that moment, I remembered the wallet full of dormant
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#walrus Don't be fooled by technical jargon! One chart reveals the core technology of @WalrusProtocol : 💾 Traditional storage = Give each person a full basket of fruit (full replication). Takes up space, costs money. 🐋 Walrus (Red Stuff) = Distribute fruit in chunks (2D erasure coding). Can still reconstruct even if half is lost. Result? $WAL cost reduced by 100 times, speed increased by 80%. This isn't magic, it's the victory of mathematics.📐 #Redstuff #WalrusProtocol
#walrus Don't be fooled by technical jargon! One chart reveals the core technology of @Walrus 🦭/acc :
💾 Traditional storage = Give each person a full basket of fruit (full replication). Takes up space, costs money.
🐋 Walrus (Red Stuff) = Distribute fruit in chunks (2D erasure coding). Can still reconstruct even if half is lost.
Result? $WAL cost reduced by 100 times, speed increased by 80%.
This isn't magic, it's the victory of mathematics.📐
#Redstuff #WalrusProtocol
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Walrus's update this time is the starting gun for the AI arenaFamily, @WalrusProtocol just pushed the v1.38.3 version, which might be 100 times more important than you think. I see many people only focus on '80% faster,' thinking it's just about transferring files quicker. You're thinking too small. Teacher Azure takes you to look at this update from the perspective of 2026: 1. What kind of 'job' does AI need? AI Agent (Intelligent Agent) is the star of the next bull run. But AI is picky—it needs to process massive amounts of hot data (model parameters, real-time feedback). Traditional decentralized storage (Filecoin) is **'cold storage,' like a refrigerator, too slow to retrieve data.

Walrus's update this time is the starting gun for the AI arena

Family, @Walrus 🦭/acc just pushed the v1.38.3 version, which might be 100 times more important than you think. I see many people only focus on '80% faster,' thinking it's just about transferring files quicker.
You're thinking too small.
Teacher Azure takes you to look at this update from the perspective of 2026:
1. What kind of 'job' does AI need?
AI Agent (Intelligent Agent) is the star of the next bull run.
But AI is picky—it needs to process massive amounts of hot data (model parameters, real-time feedback).
Traditional decentralized storage (Filecoin) is **'cold storage,' like a refrigerator, too slow to retrieve data.
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