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Brothers, I heard that industry veterans are once again using streaming to wash other people's top drafts. They boast about collaborations with this one and that one, but in the end, it turns out they are collaborating with Doubao to wash other people's drafts. The scores they flaunt were all washed out. Are you Blue Moon, so capable of washing? This is not named here, guess for yourself on the leaderboard 😂
Brothers, I heard that industry veterans are once again using streaming to wash other people's top drafts. They boast about collaborations with this one and that one, but in the end, it turns out they are collaborating with Doubao to wash other people's drafts. The scores they flaunt were all washed out. Are you Blue Moon, so capable of washing? This is not named here, guess for yourself on the leaderboard 😂
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The creative environment of the square is roughly like this: we ordinary creators are just providing material for the streaming players. I've heard you're still trying to create something original; don't be ridiculous, just wash up and go to sleep. Plagiarism is the only way out for the square; the originals have already starved. Streaming players get over ten thousand views in ten minutes, and if you don't stream, I wouldn't have noticed how outrageous it is. You don't even change the title, haha.
The creative environment of the square is roughly like this: we ordinary creators are just providing material for the streaming players. I've heard you're still trying to create something original; don't be ridiculous, just wash up and go to sleep. Plagiarism is the only way out for the square; the originals have already starved. Streaming players get over ten thousand views in ten minutes, and if you don't stream, I wouldn't have noticed how outrageous it is. You don't even change the title, haha.
Web3's 'Achilles' Heel' and Walrus's Mathematical Solution In the grand narrative of Web3, we seem to be speeding ahead on 'computation', yet stumbling on 'storage'. Solana and Sui have pushed transaction speeds to the limit, but many DApps' backends still quietly point to AWS S3. This awkward situation of 'on-chain accounting, cloud storage' is the biggest fallacy of Web3 in my eyes. It wasn't until I understood the design logic of Walrus that I became convinced: decentralized storage is no longer just a fantasy existing in white papers but a set of practical engineering solutions. The core breakthrough of Walrus is that it redefines the way data exists through mathematics. Unlike the cumbersome 'physical stacking' of traditional multi-replica redundancy (where storing one piece of data requires copying ten), @WalrusProtocol introduces fountain code technology based on RaptorQ. It's like 'atomizing' a document into countless tiny slices through an algorithm; as long as a certain proportion of slices remain in the network, the original data can be perfectly restored. This mechanism means we are no longer afraid of node dropouts or single points of failure; it replaces hardware instability with the determinism of algorithms, truly achieving security through computational power. Its integration with Sui is a perfect replica of the 'separation of control and data' philosophy in computer architecture. Sui acts as a high-speed brain, handling metadata, permissions, and payment logic; Walrus transforms into a deep ocean, carrying vast amounts of unstructured data (Blob). This decoupling frees developers from being constrained by expensive on-chain state costs, and the Move language allows storage objects to be programmable—your data is not only saved but can also be authenticated, circulated, and traded like assets. The improvement of this infrastructure is often the eve of application explosions. Especially for the rising decentralized AI, Walrus provides the ideal habitat for training data and model weights, avoiding the fate of AI knowledge bases ultimately returning to the monopoly of centralized giants. In this noisy crypto world, Walrus is not just a protocol; it is a silent revolution about data sovereignty. For developers, don't just focus on coin prices; run the code, and witness how data truly belongs to us. #walrus $WAL
Web3's 'Achilles' Heel' and Walrus's Mathematical Solution
In the grand narrative of Web3, we seem to be speeding ahead on 'computation', yet stumbling on 'storage'. Solana and Sui have pushed transaction speeds to the limit, but many DApps' backends still quietly point to AWS S3. This awkward situation of 'on-chain accounting, cloud storage' is the biggest fallacy of Web3 in my eyes. It wasn't until I understood the design logic of Walrus that I became convinced: decentralized storage is no longer just a fantasy existing in white papers but a set of practical engineering solutions.
The core breakthrough of Walrus is that it redefines the way data exists through mathematics. Unlike the cumbersome 'physical stacking' of traditional multi-replica redundancy (where storing one piece of data requires copying ten), @Walrus 🦭/acc introduces fountain code technology based on RaptorQ. It's like 'atomizing' a document into countless tiny slices through an algorithm; as long as a certain proportion of slices remain in the network, the original data can be perfectly restored. This mechanism means we are no longer afraid of node dropouts or single points of failure; it replaces hardware instability with the determinism of algorithms, truly achieving security through computational power.
Its integration with Sui is a perfect replica of the 'separation of control and data' philosophy in computer architecture. Sui acts as a high-speed brain, handling metadata, permissions, and payment logic; Walrus transforms into a deep ocean, carrying vast amounts of unstructured data (Blob). This decoupling frees developers from being constrained by expensive on-chain state costs, and the Move language allows storage objects to be programmable—your data is not only saved but can also be authenticated, circulated, and traded like assets.
The improvement of this infrastructure is often the eve of application explosions. Especially for the rising decentralized AI, Walrus provides the ideal habitat for training data and model weights, avoiding the fate of AI knowledge bases ultimately returning to the monopoly of centralized giants. In this noisy crypto world, Walrus is not just a protocol; it is a silent revolution about data sovereignty. For developers, don't just focus on coin prices; run the code, and witness how data truly belongs to us. #walrus $WAL
Refusing to Use Armored Trucks to Haul Bricks: Deconstructing the Walrus Protocol and the Paradigm Reconstruction of Web3 StorageLast night, as I stared at the dApp front-end page that failed to load due to AWS service area fluctuations, that familiar, deeply ingrained feeling of anxiety struck me again. It is not just helplessness over server downtime, but more like a satire on the current state of the industry—this is probably the 'post-traumatic stress disorder' left by every developer who has survived since the DeFi Summer of 2020. We are always stuck between 'decentralized fundamentalism' and 'damn AWS bills', trying to find some elusive balance. We pride ourselves on building Web3, the next generation of the value internet, but the reality is: we have merely put the most expensive asset logic (smart contracts) on the chain, while still unreservedly hosting all the interaction interfaces, multimedia resources, and even the AI model weights that are the soul of the dApp on centralized cloud servers or those extremely unstable, painfully slow IPFS public gateways.

Refusing to Use Armored Trucks to Haul Bricks: Deconstructing the Walrus Protocol and the Paradigm Reconstruction of Web3 Storage

Last night, as I stared at the dApp front-end page that failed to load due to AWS service area fluctuations, that familiar, deeply ingrained feeling of anxiety struck me again. It is not just helplessness over server downtime, but more like a satire on the current state of the industry—this is probably the 'post-traumatic stress disorder' left by every developer who has survived since the DeFi Summer of 2020.
We are always stuck between 'decentralized fundamentalism' and 'damn AWS bills', trying to find some elusive balance. We pride ourselves on building Web3, the next generation of the value internet, but the reality is: we have merely put the most expensive asset logic (smart contracts) on the chain, while still unreservedly hosting all the interaction interfaces, multimedia resources, and even the AI model weights that are the soul of the dApp on centralized cloud servers or those extremely unstable, painfully slow IPFS public gateways.
2026 RWA Track Reconstruction: From Narrative to Substantial Compliance Infrastructure Standing at the review of the RWA (Real World Assets) track in 2026, the core contradiction has become clear: if the inherent contradiction between privacy protection and compliance auditing in 'asset on-chain' cannot be resolved, the so-called institutional entry is ultimately a false proposition. Traditional financial transactions rely on privacy to protect business strategies, while regulatory agencies demand transparency. Existing public blockchain architectures often fall into a binary opposition of full transparency (like Ethereum) or complete anonymity (like mixers), failing to meet the need for both business confidentiality and compliance review. This is precisely the key to Dusk Network breaking the situation through 'RegDeFi' (compliant decentralized finance) — utilizing zero-knowledge proofs (ZKP) to build an 'auditable privacy' environment. In terms of technical architecture, @Dusk_Foundation has not stopped at high-performance public chains, but has chosen to embed compliance natively at the protocol layer. The recently launched DuskEVM is highly strategic; it supports zero-friction migration of standard Solidity contracts, allowing developers and institutions to worry less about underlying compatibility. Its underlying Piecrust virtual machine focuses on optimizing the verification efficiency of ZK circuits rather than merely stacking TPS. This means institutions can automatically execute KYC/AML rules on-chain without broadcasting specific transaction data to the entire network. For the most challenging identity authentication, Dusk's Citadel protocol provides an elegant solution. It completely separates 'permissions' from 'identity information,' allowing users to simply present a 'verified' mathematical credential through non-interactive zero-knowledge proofs, without exposing specific identities to each DApp. This 'minimum disclosure principle' not only safeguards user privacy but also frees institutions from the compliance burden of holding sensitive data. At this point, an account is no longer just an address but a container with embedded compliance attributes. In terms of commercial implementation, Dusk's collaboration with the regulated Dutch exchange NPEX has opened up substantial channels. Relying on the MTF and brokerage licenses held by NPEX, Dusk is planning to bring over 300 million euros worth of tokenized securities onto the chain. When privacy is no longer an option but a fundamental infrastructure, Dusk's natively compliant ZK Layer 1 is the true bridge that can eliminate 'compliance fears' and connect the fiat and crypto worlds. #dusk $DUSK
2026 RWA Track Reconstruction: From Narrative to Substantial Compliance Infrastructure
Standing at the review of the RWA (Real World Assets) track in 2026, the core contradiction has become clear: if the inherent contradiction between privacy protection and compliance auditing in 'asset on-chain' cannot be resolved, the so-called institutional entry is ultimately a false proposition. Traditional financial transactions rely on privacy to protect business strategies, while regulatory agencies demand transparency. Existing public blockchain architectures often fall into a binary opposition of full transparency (like Ethereum) or complete anonymity (like mixers), failing to meet the need for both business confidentiality and compliance review. This is precisely the key to Dusk Network breaking the situation through 'RegDeFi' (compliant decentralized finance) — utilizing zero-knowledge proofs (ZKP) to build an 'auditable privacy' environment.
In terms of technical architecture, @Dusk has not stopped at high-performance public chains, but has chosen to embed compliance natively at the protocol layer. The recently launched DuskEVM is highly strategic; it supports zero-friction migration of standard Solidity contracts, allowing developers and institutions to worry less about underlying compatibility. Its underlying Piecrust virtual machine focuses on optimizing the verification efficiency of ZK circuits rather than merely stacking TPS. This means institutions can automatically execute KYC/AML rules on-chain without broadcasting specific transaction data to the entire network.
For the most challenging identity authentication, Dusk's Citadel protocol provides an elegant solution. It completely separates 'permissions' from 'identity information,' allowing users to simply present a 'verified' mathematical credential through non-interactive zero-knowledge proofs, without exposing specific identities to each DApp. This 'minimum disclosure principle' not only safeguards user privacy but also frees institutions from the compliance burden of holding sensitive data. At this point, an account is no longer just an address but a container with embedded compliance attributes.
In terms of commercial implementation, Dusk's collaboration with the regulated Dutch exchange NPEX has opened up substantial channels. Relying on the MTF and brokerage licenses held by NPEX, Dusk is planning to bring over 300 million euros worth of tokenized securities onto the chain. When privacy is no longer an option but a fundamental infrastructure, Dusk's natively compliant ZK Layer 1 is the true bridge that can eliminate 'compliance fears' and connect the fiat and crypto worlds. #dusk $DUSK
In-depth Review of 2026: Why Dusk Network Can Become the Core Narrative of This Round of Privacy Finance Cycle?Standing at the time node of 2026, the development logic of the crypto world has become clear: we are at a turning point from probing at the margins to core financial operations. For a long time, there has been an irreconcilable contradiction within the circle—pure 'full transparency' does not fit the needs of traditional financial institutions. Institutions are eager to enter the market, but the native logic of blockchain, where 'all transactions are completely public and all addresses are openly listed,' is akin to running naked for capital giants who emphasize business confidentiality and preventing frontrunning. This insight into the dual demand for 'privacy' and 'compliance' is precisely why I have long been optimistic about Dusk Network (Dusk). It does not attempt to patch Ethereum nor does it pursue extreme censorship resistance like Monero, becoming a thorn in the side of regulators. Dusk has chosen a more difficult but solid path—building 'auditable privacy' at the Layer 1 level.

In-depth Review of 2026: Why Dusk Network Can Become the Core Narrative of This Round of Privacy Finance Cycle?

Standing at the time node of 2026, the development logic of the crypto world has become clear: we are at a turning point from probing at the margins to core financial operations. For a long time, there has been an irreconcilable contradiction within the circle—pure 'full transparency' does not fit the needs of traditional financial institutions. Institutions are eager to enter the market, but the native logic of blockchain, where 'all transactions are completely public and all addresses are openly listed,' is akin to running naked for capital giants who emphasize business confidentiality and preventing frontrunning. This insight into the dual demand for 'privacy' and 'compliance' is precisely why I have long been optimistic about Dusk Network (Dusk). It does not attempt to patch Ethereum nor does it pursue extreme censorship resistance like Monero, becoming a thorn in the side of regulators. Dusk has chosen a more difficult but solid path—building 'auditable privacy' at the Layer 1 level.
In the face of the brutal market with XPL retreating nearly 90% from its high, most people's instinctive reaction is fear, but I am trying to strip away the emotional noise of the market to examine the technical foundation beneath this layer of bubble. While Layer 2 on the market is still blindly rolling in the digital game of TPS, I found that @Plasma seems to see through the real high wall that hinders the large-scale landing (Mass Adoption) of Web3 payments—not speed, but the terrible experience of having to buy some ETH as a fee just to transfer 10U stablecoins. Plasma's main highlight this time, the "Zero Gas Revolution," truly achieves zero wear on stablecoin transfers through the Paymaster mechanism. This design that directly addresses pain points is the infrastructure quality that a payment public chain should have. On the developer side, it adopts a highly pragmatic strategy: fully compatible with EVM, supporting mainstream tools like Hardhat and Foundry, which means the migration cost for developers is almost zero. What reassures me even more is its security logic, choosing to periodically anchor the state to the Bitcoin network; this practice of "borrowing strength" from BTC security in chaotic times is equivalent to putting the strongest insurance on the underlying ledger. On-chain data also corroborates the attitude of institutions. The TVL of the SyrupUSDT lending pool on the Maple platform has surprisingly reached 1.1 billion USD. It should be noted that institutional funds are more risk-averse than retail investors, and the sheer volume of funds locked in is itself a vote of confidence in the underlying security. In terms of landing scenarios, the project clearly hasn’t painted a pie in the sky; it directly cuts into the Visa network through Rain cards and Oobit, reaching millions of merchants globally; coupled with the EUROP euro stablecoin that complies with the MiCA regulatory framework, this series of layouts shows that they are taking a long-term approach on the "difficult but correct" path of compliant payments, rather than just to issue a coin for quick profits. However, staying clear-headed is still necessary. Although the technical and compliance foundation is solid, the risk points are equally glaring: the current validator network is still in a state of high control by the team, and the lack of decentralization remains a Damocles sword hanging overhead. Moreover, the barrenness of ecological applications is also an undeniable fact; aside from basic transfers and lending, there is currently a lack of killer scenarios that can truly retain traffic. The current situation is one of coexistence of opportunity and risk. #plasma $XPL
In the face of the brutal market with XPL retreating nearly 90% from its high, most people's instinctive reaction is fear, but I am trying to strip away the emotional noise of the market to examine the technical foundation beneath this layer of bubble. While Layer 2 on the market is still blindly rolling in the digital game of TPS, I found that @Plasma seems to see through the real high wall that hinders the large-scale landing (Mass Adoption) of Web3 payments—not speed, but the terrible experience of having to buy some ETH as a fee just to transfer 10U stablecoins.
Plasma's main highlight this time, the "Zero Gas Revolution," truly achieves zero wear on stablecoin transfers through the Paymaster mechanism. This design that directly addresses pain points is the infrastructure quality that a payment public chain should have. On the developer side, it adopts a highly pragmatic strategy: fully compatible with EVM, supporting mainstream tools like Hardhat and Foundry, which means the migration cost for developers is almost zero. What reassures me even more is its security logic, choosing to periodically anchor the state to the Bitcoin network; this practice of "borrowing strength" from BTC security in chaotic times is equivalent to putting the strongest insurance on the underlying ledger.
On-chain data also corroborates the attitude of institutions. The TVL of the SyrupUSDT lending pool on the Maple platform has surprisingly reached 1.1 billion USD. It should be noted that institutional funds are more risk-averse than retail investors, and the sheer volume of funds locked in is itself a vote of confidence in the underlying security. In terms of landing scenarios, the project clearly hasn’t painted a pie in the sky; it directly cuts into the Visa network through Rain cards and Oobit, reaching millions of merchants globally; coupled with the EUROP euro stablecoin that complies with the MiCA regulatory framework, this series of layouts shows that they are taking a long-term approach on the "difficult but correct" path of compliant payments, rather than just to issue a coin for quick profits.
However, staying clear-headed is still necessary. Although the technical and compliance foundation is solid, the risk points are equally glaring: the current validator network is still in a state of high control by the team, and the lack of decentralization remains a Damocles sword hanging overhead. Moreover, the barrenness of ecological applications is also an undeniable fact; aside from basic transfers and lending, there is currently a lack of killer scenarios that can truly retain traffic.
The current situation is one of coexistence of opportunity and risk. #plasma $XPL
Reconstruction of Payment Primitives: A Deep Exploration of Plasma Architecture, Reth Execution Layer, and Deterministic FinalityOften pondering late at night, how many iterations does the narrative of blockchain need to undergo to strip away the hypocritical shell that forcibly sacrifices efficiency for 'decentralization'? Watching the constantly fluctuating TPS data on the screen and that pile of L1s that claim to solve the impossible triangle but ultimately become a game of capital, my gaze finally rests on . Not because it is also new, but because it resonates with my recent obsession with reconstructing 'Payment Primitives'. This is what I have been pondering for the past few days. Our group always talks about Mass Adoption, but when that day really comes, will our prepared infrastructure be able to bear it? The existing General-Purpose L1s have architectures that are essentially designed for 'computation' rather than 'circulation'. It's like trying to schedule thousands of delivery trucks on a track designed for F1 racing; congestion, high gas fees, and uncertain finality are all architectural original sins.

Reconstruction of Payment Primitives: A Deep Exploration of Plasma Architecture, Reth Execution Layer, and Deterministic Finality

Often pondering late at night, how many iterations does the narrative of blockchain need to undergo to strip away the hypocritical shell that forcibly sacrifices efficiency for 'decentralization'? Watching the constantly fluctuating TPS data on the screen and that pile of L1s that claim to solve the impossible triangle but ultimately become a game of capital, my gaze finally rests on
. Not because it is also new, but because it resonates with my recent obsession with reconstructing 'Payment Primitives'.
This is what I have been pondering for the past few days. Our group always talks about Mass Adoption, but when that day really comes, will our prepared infrastructure be able to bear it? The existing General-Purpose L1s have architectures that are essentially designed for 'computation' rather than 'circulation'. It's like trying to schedule thousands of delivery trucks on a track designed for F1 racing; congestion, high gas fees, and uncertain finality are all architectural original sins.
The current market is filled with various hype surrounding the integration of Web3 and AI, but stripping away the superficial concept hype, most projects are merely clumsy combinations. However, after a deep analysis of the technological path of @Vanar , especially its V23 protocol architecture, one can clearly feel its unique logic: it is not simply trying to 'connect' AI, but is reshaping the 'brain' of blockchain itself. The core lies in its unique '5-Layer Stack'. Unlike ordinary public chains that remain stuck in the outdated track of simply competing on TPS (transaction speed), Vanar is building a native smart infrastructure. Particularly, the introduction of Neutron (semantic memory layer) and Kayon (inference layer) has completely changed the previous passive model where blockchains could only 'call' external AI for answers, allowing the chain itself to possess the ability to 'think' and 'remember'. Neutron can compress complex legal or code logic into on-chain readable 'seeds', endowing AI Agents with persistent contextual memory. This is crucial for truly enterprise-level applications like PayFi—after all, so-called 'smart contracts' lacking native memory are essentially just vending machines, not real intelligent agents. Moreover, as Layer 1, Vanar has effectively addressed the core pain points of decentralized AI implementation: cost and computational environment. High-frequency AI inference can only be a false proposition without an environment that supports extremely low gas fees. Vanar's participation in the NVIDIA Inception program is a key signal; this is not only a brand endorsement but also suggests that its underlying future is very likely to directly integrate CUDA acceleration or efficient GPU resource scheduling capabilities, providing a smooth 'landing zone' for high-computational, generative AI applications. At the same time, its inherent carbon-neutral environmental attributes are also a forward-looking compliance advantage in the context of the current massive energy consumption of large models. The presence of giants like WorldPay and Google Cloud in the ecosystem partnership list indicates that Vanar is defining a brand new 'computational' public chain paradigm. The essence of this game has shifted from a 'speed race' to an 'intelligence race'. #vanar $VANRY {future}(VANRYUSDT)
The current market is filled with various hype surrounding the integration of Web3 and AI, but stripping away the superficial concept hype, most projects are merely clumsy combinations. However, after a deep analysis of the technological path of @Vanarchain , especially its V23 protocol architecture, one can clearly feel its unique logic: it is not simply trying to 'connect' AI, but is reshaping the 'brain' of blockchain itself.
The core lies in its unique '5-Layer Stack'. Unlike ordinary public chains that remain stuck in the outdated track of simply competing on TPS (transaction speed), Vanar is building a native smart infrastructure. Particularly, the introduction of Neutron (semantic memory layer) and Kayon (inference layer) has completely changed the previous passive model where blockchains could only 'call' external AI for answers, allowing the chain itself to possess the ability to 'think' and 'remember'. Neutron can compress complex legal or code logic into on-chain readable 'seeds', endowing AI Agents with persistent contextual memory. This is crucial for truly enterprise-level applications like PayFi—after all, so-called 'smart contracts' lacking native memory are essentially just vending machines, not real intelligent agents.
Moreover, as Layer 1, Vanar has effectively addressed the core pain points of decentralized AI implementation: cost and computational environment. High-frequency AI inference can only be a false proposition without an environment that supports extremely low gas fees. Vanar's participation in the NVIDIA Inception program is a key signal; this is not only a brand endorsement but also suggests that its underlying future is very likely to directly integrate CUDA acceleration or efficient GPU resource scheduling capabilities, providing a smooth 'landing zone' for high-computational, generative AI applications. At the same time, its inherent carbon-neutral environmental attributes are also a forward-looking compliance advantage in the context of the current massive energy consumption of large models.
The presence of giants like WorldPay and Google Cloud in the ecosystem partnership list indicates that Vanar is defining a brand new 'computational' public chain paradigm. The essence of this game has shifted from a 'speed race' to an 'intelligence race'. #vanar $VANRY
Vanar: Don't be a bystander in the AI era, be that silent cornerstoneIn the late night, the city lights outside the window gradually dimmed, and I found myself lost in thought, staring at the fluctuating K-lines and the dense white papers on the screen. In the crypto market, a noisy arena, everyone is looking for the next landing point of Web3. "AI + Crypto" is undoubtedly the most seductive narrative, but looking at the screen full of hype, I often feel a sense of fatigue brought about by the disconnection of technological logic. When we talk about the combination of these two fields, we often only scratch the surface by issuing a few NFTs or creating a chatbot; this feeling is like forcibly installing smart navigation on an old steam locomotive—though there is a concept, it cannot cover the underlying rupture.

Vanar: Don't be a bystander in the AI era, be that silent cornerstone

In the late night, the city lights outside the window gradually dimmed, and I found myself lost in thought, staring at the fluctuating K-lines and the dense white papers on the screen. In the crypto market, a noisy arena, everyone is looking for the next landing point of Web3. "AI + Crypto" is undoubtedly the most seductive narrative, but looking at the screen full of hype, I often feel a sense of fatigue brought about by the disconnection of technological logic. When we talk about the combination of these two fields, we often only scratch the surface by issuing a few NFTs or creating a chatbot; this feeling is like forcibly installing smart navigation on an old steam locomotive—though there is a concept, it cannot cover the underlying rupture.
Maiga_ai
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Bullish
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When the 'Cryptocurrency Lantern' Illuminates the 'Snowfield Genius': About My Obsession with a Pair of Unusual CPsThis sounds like a crazy idea that breaks the dimensional wall, even a bit like a hallucination generated late at night while staring at K-line charts and drinking too much instant coffee. After all, one is 'Brother Sun', who dominates the cryptocurrency world and even wishes to print 'air' with his own avatar to sell, while the other is the 'Frog Princess', who is a legend on the snow field, holding dozens of top endorsements. At first glance, these two people seem to have no intersection besides both breathing on Earth, just like Bitcoin and Renminbi existing in two parallel universes. But if you take the time to examine it with a profound perspective of 'seeing the essence through the phenomenon', you will be horrified to discover: these two are simply a match made in heaven, the most perfect 'mutual pursuit' in this era of traffic.

When the 'Cryptocurrency Lantern' Illuminates the 'Snowfield Genius': About My Obsession with a Pair of Unusual CPs

This sounds like a crazy idea that breaks the dimensional wall, even a bit like a hallucination generated late at night while staring at K-line charts and drinking too much instant coffee. After all, one is 'Brother Sun', who dominates the cryptocurrency world and even wishes to print 'air' with his own avatar to sell, while the other is the 'Frog Princess', who is a legend on the snow field, holding dozens of top endorsements. At first glance, these two people seem to have no intersection besides both breathing on Earth, just like Bitcoin and Renminbi existing in two parallel universes. But if you take the time to examine it with a profound perspective of 'seeing the essence through the phenomenon', you will be horrified to discover: these two are simply a match made in heaven, the most perfect 'mutual pursuit' in this era of traffic.
Recently, a deep review of the storage track revealed an obvious gap in the industry: although we have a highly concurrent Layer 1, we still rely on extremely inefficient methods for handling unstructured data. Most existing solutions are trapped in a vicious cycle of cost and efficiency, until we deeply analyzed the white paper and architectural logic of @WalrusProtocol , we realized the possibility of a 'breakthrough.' The core of Walrus did not attempt to create a bloated public chain, but precisely targeted the key to decoupling 'storage' and 'execution.' It cleverly uses the Sui network as a metadata coordination layer, while focusing on building a 'programmable Blob storage layer' specifically designed for large files. The brilliance of this architecture lies in its use of Erasure Coding technology, which completely reconstructs the logic of data redundancy. Compared to the simple and crude full replica stacking, erasure coding does not require all network nodes to keep complete data; only a portion of fragments is needed for restoration. This not only solves the game theory problem between data 'availability' and 'holding cost' on a mathematical level but also minimizes storage costs while ensuring system-level robustness. Even with large-scale nodes offline, the data remains safe, and this fault tolerance is the cornerstone of infrastructure. Moreover, its 'Red Stuff' consensus optimization reduces reliance on global broadcasting, effectively raising the upper limit of network throughput and builds a truly cheap and usable 'data lake' for blockchain. In contrast, the current Web3 infrastructure, whether it’s decentralized social media, AI model hosting, or AAA blockchain games, cannot economically support the massive images, videos, and model materials if forcibly shoved into expensive L1 or DA layers. IPFS suffers from data loss due to lack of native incentives, AWS contradicts the original intention of decentralization, while Arweave's cost structure for high-frequency iterated data is redundant. The emergence of Walrus perfectly fills the gap between high-frequency access and low-cost archiving. I am increasingly convinced that the breakout point of the next cycle may not lie in the TPS stories told by new L1s, but in the maturity of such 'middleware.' #walrus $WAL
Recently, a deep review of the storage track revealed an obvious gap in the industry: although we have a highly concurrent Layer 1, we still rely on extremely inefficient methods for handling unstructured data. Most existing solutions are trapped in a vicious cycle of cost and efficiency, until we deeply analyzed the white paper and architectural logic of @Walrus 🦭/acc , we realized the possibility of a 'breakthrough.' The core of Walrus did not attempt to create a bloated public chain, but precisely targeted the key to decoupling 'storage' and 'execution.' It cleverly uses the Sui network as a metadata coordination layer, while focusing on building a 'programmable Blob storage layer' specifically designed for large files. The brilliance of this architecture lies in its use of Erasure Coding technology, which completely reconstructs the logic of data redundancy. Compared to the simple and crude full replica stacking, erasure coding does not require all network nodes to keep complete data; only a portion of fragments is needed for restoration. This not only solves the game theory problem between data 'availability' and 'holding cost' on a mathematical level but also minimizes storage costs while ensuring system-level robustness. Even with large-scale nodes offline, the data remains safe, and this fault tolerance is the cornerstone of infrastructure. Moreover, its 'Red Stuff' consensus optimization reduces reliance on global broadcasting, effectively raising the upper limit of network throughput and builds a truly cheap and usable 'data lake' for blockchain. In contrast, the current Web3 infrastructure, whether it’s decentralized social media, AI model hosting, or AAA blockchain games, cannot economically support the massive images, videos, and model materials if forcibly shoved into expensive L1 or DA layers. IPFS suffers from data loss due to lack of native incentives, AWS contradicts the original intention of decentralization, while Arweave's cost structure for high-frequency iterated data is redundant. The emergence of Walrus perfectly fills the gap between high-frequency access and low-cost archiving. I am increasingly convinced that the breakout point of the next cycle may not lie in the TPS stories told by new L1s, but in the maturity of such 'middleware.' #walrus $WAL
Deep Reconstruction: Walrus Protocol — The Symbiotic Revolution of Storage Paradigms Based on Erasure Codes and the Sui EcosystemIn the stillness of the night, facing the sketch of a decentralized application architecture that had to be paused due to exceeding storage budget, a unique anxiety of Web3 developers struck again. We shout all day about building a 'world computer,' yet the reality is that even storing a slightly higher resolution image feels challenging; this contrast is filled with a cyberpunk-style dark humor. This dilemma persisted until I revisited the technical white paper of @WalrusProtocol . Among the dense code logic and architectural design, I seemed to capture that long-missing piece of the puzzle. Looking back at past decentralized storage solutions always felt a bit awkward: Filecoin, although it has built a vast storage market, often leaves one anxious about its retrieval efficiency; Arweave has achieved data permanence, but seems too cumbersome when dealing with high-frequency interactive dynamic data. The emergence of Walrus, especially when I deeply understood the 'Red Stuff' algorithm behind it and its almost symbiotic relationship with the Sui network, made me realize this is not just a new storage layer, but rather like finally equipping the blockchain world with an 'infinitely scalable hard drive' capable of running AAA titles. This excitement does not stem from the superficial thrills of price fluctuations, but from witnessing the engineering aesthetic satisfaction of precisely meshing gears.

Deep Reconstruction: Walrus Protocol — The Symbiotic Revolution of Storage Paradigms Based on Erasure Codes and the Sui Ecosystem

In the stillness of the night, facing the sketch of a decentralized application architecture that had to be paused due to exceeding storage budget, a unique anxiety of Web3 developers struck again. We shout all day about building a 'world computer,' yet the reality is that even storing a slightly higher resolution image feels challenging; this contrast is filled with a cyberpunk-style dark humor. This dilemma persisted until I revisited the technical white paper of @Walrus 🦭/acc . Among the dense code logic and architectural design, I seemed to capture that long-missing piece of the puzzle. Looking back at past decentralized storage solutions always felt a bit awkward: Filecoin, although it has built a vast storage market, often leaves one anxious about its retrieval efficiency; Arweave has achieved data permanence, but seems too cumbersome when dealing with high-frequency interactive dynamic data. The emergence of Walrus, especially when I deeply understood the 'Red Stuff' algorithm behind it and its almost symbiotic relationship with the Sui network, made me realize this is not just a new storage layer, but rather like finally equipping the blockchain world with an 'infinitely scalable hard drive' capable of running AAA titles. This excitement does not stem from the superficial thrills of price fluctuations, but from witnessing the engineering aesthetic satisfaction of precisely meshing gears.
Recently, I have been repeatedly pondering what the true essence of 'infrastructure' is in the current AI cycle. Although the market is still eager to discuss TPS, to be honest, speed is no longer a bottleneck and is no longer news. The real winning factor lies in the capacity to carry 'intelligence'. When reviewing the competitive landscape of L1 public chains in the AI race, I am increasingly convinced that mere 'compute tokenization' may just be the first stage bubble; the real Alpha returns will come from the 'enterprise-level adaptability' of infrastructure. ​Examining @Vanar , this generational gap is particularly glaring. Most public chains are still patching AI onto old systems, which often proves to be a difficult task; whereas Vanar gives me the impression that it was designed from the ground up for an AI-native architecture. When GenAI faces the challenge of large-scale on-chain integration, the existing EVM architecture struggles to handle high-frequency concurrency, and the traditional public chain's 'decentralization-first' logic often results in intolerable delays and Gas friction in AI application scenarios. Vanar has chosen a pragmatic 'hybrid architecture' route, effectively addressing the compliance and performance pain points that Web2 giants encounter when venturing into Web3 through deep integration with Google Cloud. ​What I see here is not an empty concept but a tangible product. For example, myNeutron has verified the feasibility of semantic memory at the infrastructure level, while Keon has achieved native on-chain reasoning and interpretability. This is precisely the essential need of AI agents—they do not require a human perspective wallet interaction experience; rather, they crave automated and compliant global settlement tracks. The future AI DApps will no longer be simple chatbots but complex systems encompassing asset rights confirmation, privacy computing, and on-chain reasoning, which raises extremely high demands on the energy efficiency ratio of the underlying L1. ​This is also reflected in its focus on ESG. Vanar's emphasis on 'carbon neutrality' is by no means a mere marketing gimmick but is about building a moat of compliance. For large gaming studios or AI companies constrained by ESG standards, choosing high-energy consumption chains poses compliance risks, and Vanar precisely fills this ecological niche. #vanar $VANRY {future}(VANRYUSDT)
Recently, I have been repeatedly pondering what the true essence of 'infrastructure' is in the current AI cycle. Although the market is still eager to discuss TPS, to be honest, speed is no longer a bottleneck and is no longer news. The real winning factor lies in the capacity to carry 'intelligence'. When reviewing the competitive landscape of L1 public chains in the AI race, I am increasingly convinced that mere 'compute tokenization' may just be the first stage bubble; the real Alpha returns will come from the 'enterprise-level adaptability' of infrastructure.
​Examining @Vanarchain , this generational gap is particularly glaring. Most public chains are still patching AI onto old systems, which often proves to be a difficult task; whereas Vanar gives me the impression that it was designed from the ground up for an AI-native architecture. When GenAI faces the challenge of large-scale on-chain integration, the existing EVM architecture struggles to handle high-frequency concurrency, and the traditional public chain's 'decentralization-first' logic often results in intolerable delays and Gas friction in AI application scenarios. Vanar has chosen a pragmatic 'hybrid architecture' route, effectively addressing the compliance and performance pain points that Web2 giants encounter when venturing into Web3 through deep integration with Google Cloud.
​What I see here is not an empty concept but a tangible product. For example, myNeutron has verified the feasibility of semantic memory at the infrastructure level, while Keon has achieved native on-chain reasoning and interpretability. This is precisely the essential need of AI agents—they do not require a human perspective wallet interaction experience; rather, they crave automated and compliant global settlement tracks. The future AI DApps will no longer be simple chatbots but complex systems encompassing asset rights confirmation, privacy computing, and on-chain reasoning, which raises extremely high demands on the energy efficiency ratio of the underlying L1.
​This is also reflected in its focus on ESG. Vanar's emphasis on 'carbon neutrality' is by no means a mere marketing gimmick but is about building a moat of compliance. For large gaming studios or AI companies constrained by ESG standards, choosing high-energy consumption chains poses compliance risks, and Vanar precisely fills this ecological niche. #vanar $VANRY
The Quiet Transformation: Why Vanar May Become the Cornerstone L1 of the AI EraAt this moment, facing a flood of financing reports and various white papers on 'AI + Web3', the questioning voice in my mind grows increasingly deafening: are we deeply trapped in a collective self-hypnosis? Although everyone shouts the grand slogan of decentralized artificial intelligence, if you strip away those exquisite user interfaces and marketing phrases, you will find that the underlying architecture still relies on the shaky pillars of Web2. The vast majority of so-called 'AI public chains' are at best just running Python scripts off-chain and then returning the hash values to the chain. This is far from real on-chain intelligence; it merely provides some notarization for centralized servers. I can't help but reflect, in this market clamor born for narrative, is there still anyone dedicated to refining the real 'infrastructure' at the foundational level? Until my gaze fell upon the technical documentation of Vanar Chain, that anxiety was finally calmed. This is not some hot air 'AI concept coin'; what I witnessed is an ambition attempting to reconstruct blockchain logic from the ground up — they define it as a 'thinking chain'.

The Quiet Transformation: Why Vanar May Become the Cornerstone L1 of the AI Era

At this moment, facing a flood of financing reports and various white papers on 'AI + Web3', the questioning voice in my mind grows increasingly deafening: are we deeply trapped in a collective self-hypnosis? Although everyone shouts the grand slogan of decentralized artificial intelligence, if you strip away those exquisite user interfaces and marketing phrases, you will find that the underlying architecture still relies on the shaky pillars of Web2. The vast majority of so-called 'AI public chains' are at best just running Python scripts off-chain and then returning the hash values to the chain. This is far from real on-chain intelligence; it merely provides some notarization for centralized servers. I can't help but reflect, in this market clamor born for narrative, is there still anyone dedicated to refining the real 'infrastructure' at the foundational level? Until my gaze fell upon the technical documentation of Vanar Chain, that anxiety was finally calmed. This is not some hot air 'AI concept coin'; what I witnessed is an ambition attempting to reconstruct blockchain logic from the ground up — they define it as a 'thinking chain'.
Dusk's inner monologue: I, Dusk, a temperamental "cryptocurrency philosopher". ​Hey, bipeds on Earth, while you struggle daily with the wails of "When will Dusk rise?", have you ever thought about my feelings? I, Dusk Network, a blockchain project with depth, substance, and a temper, how did I become synonymous with "falling into oblivion" in your eyes? ​Stop asking me when the mainnet will launch, and don't ask me when I will pump! My "Soon" is not a specific point in time; it is a cosmic philosophical realm, an eternal proposition that you mortals cannot comprehend. My mainnet progress bar is not measured in percentages; it is measured in "blockchain epochs". Do you think building a chain is like playing with building blocks? It requires constructing a "castle in the air" in the digital world using zero-knowledge proofs, where each brick is a secret and secure crystallization that needs craftsmanship and accumulation, not your fleeting enthusiasm for "all-in"! ​And my K-line chart, which often lies flat, you "impatient ones" only know how to complain. Do you know that I am practicing the crypto philosophy of "governing by doing nothing"? Fluctuations are just fleeting clouds. What does Dusk pursue? It is value! It is the future! When the whole world is immersed in the despair of "privacy is dead", I, Dusk, like a lightning bolt cutting through the night sky, proudly declare: "I! Make privacy eternal!" ​You stare at the green and red on the screen every day, shouting "cut losses" and "break even", it's simply superficial! The value of Dusk is not measured by your cold numbers; it is measured by "faith". Those who hold Dusk are the "ascetics" of the cryptocurrency world, true "value investors". ​I admit, sometimes I feel quite sorry for you. Watching you post those memes in the group saying "Dusk is dead, burn paper for it", my "inner CPU" might fluctuate a bit. But soon, I will shake off those "mundane thoughts". After all, my goal is the stars and the sea, to build a compliant and private financial universe, not to satisfy your momentary "fantasy of sudden wealth". ​Remember, my "soon" is always on the way. #dusk $DUSK
Dusk's inner monologue: I, Dusk, a temperamental "cryptocurrency philosopher".
​Hey, bipeds on Earth, while you struggle daily with the wails of "When will Dusk rise?", have you ever thought about my feelings? I, Dusk Network, a blockchain project with depth, substance, and a temper, how did I become synonymous with "falling into oblivion" in your eyes?
​Stop asking me when the mainnet will launch, and don't ask me when I will pump! My "Soon" is not a specific point in time; it is a cosmic philosophical realm, an eternal proposition that you mortals cannot comprehend. My mainnet progress bar is not measured in percentages; it is measured in "blockchain epochs". Do you think building a chain is like playing with building blocks? It requires constructing a "castle in the air" in the digital world using zero-knowledge proofs, where each brick is a secret and secure crystallization that needs craftsmanship and accumulation, not your fleeting enthusiasm for "all-in"!
​And my K-line chart, which often lies flat, you "impatient ones" only know how to complain. Do you know that I am practicing the crypto philosophy of "governing by doing nothing"? Fluctuations are just fleeting clouds. What does Dusk pursue? It is value! It is the future! When the whole world is immersed in the despair of "privacy is dead", I, Dusk, like a lightning bolt cutting through the night sky, proudly declare: "I! Make privacy eternal!"
​You stare at the green and red on the screen every day, shouting "cut losses" and "break even", it's simply superficial! The value of Dusk is not measured by your cold numbers; it is measured by "faith". Those who hold Dusk are the "ascetics" of the cryptocurrency world, true "value investors".
​I admit, sometimes I feel quite sorry for you. Watching you post those memes in the group saying "Dusk is dead, burn paper for it", my "inner CPU" might fluctuate a bit. But soon, I will shake off those "mundane thoughts". After all, my goal is the stars and the sea, to build a compliant and private financial universe, not to satisfy your momentary "fantasy of sudden wealth".

​Remember, my "soon" is always on the way. #dusk $DUSK
Dusk: A supreme public chain that allows holders to become 'Ninja Turtles'Dear family members in the crypto circle, today we won't talk about K-lines or the market, but only commemorate our patience that has nowhere to be placed with this article, dedicated to the Dusk Network that makes us both love and hate. What is @Dusk_Foundation ? The official white paper will tell you that it is the king of the privacy track, the culmination of zero-knowledge proofs (ZK), and the future of compliant finance. But in the eyes of us old players, Dusk not only excels in privacy, but its 'stealth technique' is also practiced to perfection—especially when you expect a rally, the bullish main force seems to have activated full-map invisibility, making it impossible to find anyone!

Dusk: A supreme public chain that allows holders to become 'Ninja Turtles'

Dear family members in the crypto circle, today we won't talk about K-lines or the market, but only commemorate our patience that has nowhere to be placed with this article, dedicated to the Dusk Network that makes us both love and hate.
What is @Dusk ? The official white paper will tell you that it is the king of the privacy track, the culmination of zero-knowledge proofs (ZK), and the future of compliant finance.
But in the eyes of us old players, Dusk not only excels in privacy, but its 'stealth technique' is also practiced to perfection—especially when you expect a rally, the bullish main force seems to have activated full-map invisibility, making it impossible to find anyone!
2025.09.18, the place where dreams begin haha, at that time I just started playing Alpha, and it made me shiver, then every day I watched others grab airdrops without getting any, and could only shed envious tears from the corners of my mouth. But soon, on the 26th, 8 days later, a milestone airdrop appeared, which was generously sent by @Plasma with $XPL haha, sold for 220u, and three days later on the 29th I got FF again, sold for 208u. Those days were truly dreamy, I even fantasized that Alpha could keep going like that 😂#plasma
2025.09.18, the place where dreams begin haha, at that time I just started playing Alpha, and it made me shiver, then every day I watched others grab airdrops without getting any, and could only shed envious tears from the corners of my mouth. But soon, on the 26th, 8 days later, a milestone airdrop appeared, which was generously sent by @Plasma with $XPL haha, sold for 220u, and three days later on the 29th I got FF again, sold for 208u. Those days were truly dreamy, I even fantasized that Alpha could keep going like that 😂#plasma
Mixed feelings; initially, everyone came to improve their quality of life, but later realized that this market devours people without spitting out bones.
Mixed feelings; initially, everyone came to improve their quality of life, but later realized that this market devours people without spitting out bones.
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