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Crypto analyst with 7 years in the crypto space and 3.7 years of hands-on experience with Binance.
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‎A practical 2025 addition to @WalrusProtocol is Quilt, which optimizes small file storage by bundling them efficiently before erasure coding. Previously, tiny files incurred high overhead; Quilt reduces that, enabling better support for metadata heavy apps like decentralized archives or IoT data logs. Keeps costs realistic for varied workloads. $WAL #walrus
‎A practical 2025 addition to @Walrus 🦭/acc is Quilt, which optimizes small file storage by bundling them efficiently before erasure coding. Previously, tiny files incurred high overhead; Quilt reduces that, enabling better support for metadata heavy apps like decentralized archives or IoT data logs. Keeps costs realistic for varied workloads.

$WAL #walrus
Dusk Network Advancing Compliant Securities Tokenization on Blockchain@Dusk_Foundation represents a deliberate and structured approach to integrating regulated securities into blockchain infrastructure Established in 2018 Dusk operates as a purpose built Layer 1 blockchain that prioritizes privacy regulatory alignment and institutional grade functionality The platforms core innovation lies in its privacy preserving architecture Utilizing zero knowledge proofs ZKPs combined with homomorphic encryption implemented through the Hedger tool currently in Alpha Dusk enables confidential yet verifiable transactions This design allows participants to confirm compliance and validity without disclosing sensitive details such as trade amounts identities or asset values Confidential smart contracts further extend this capability supporting complex financial logic while maintaining data privacy These features address a fundamental challenge enabling institutions to conduct secure competitive operations on a public ledger without exposure risks Compliance is embedded natively rather than added as an overlay Dusk incorporates tools for automated KYC AML verification permissioned access controls and regulatory reporting ensuring alignment with frameworks such as the EUs MiCA regulation This facilitates the issuance and lifecycle management of tokenized real world assets RWAs including equities bonds and private securities with reduced intermediaries and accelerated settlement cycles Ecosystem development has progressed methodically The mainnet became operational in early 2025 establishing a secure Proof of Stake foundation In January 2026 DuskEVM achieved mainnet deployment during the second week providing full Ethereum Virtual Machine compatibility Developers can now deploy Solidity based contracts that inherit Dusks privacy protections and settle directly on the Layer 1 chain Strategic partnerships underscore practical adoption Collaboration with NPEX a licensed Dutch multilateral trading facility broker and crowdfunding service provider has enabled the tokenization of over 300 million in assets on Dusk Chainlinks CCIP and DataLink integrations provide secure cross chain transfers and verified market data enhancing interoperability for regulated assets The upcoming DuskTrade platform scheduled for phased rollout in 2026 will serve as a dedicated application for compliant issuance trading and investment in tokenized securities with a waitlist currently available This measured progression focusing on technical robustness regulatory fit and institutional partnerships positions Dusk as infrastructure capable of supporting long term transformation in financial markets How do you view the role of privacy preserving Layer 1 networks in regulated finance Have you examined Dusks developer resources or the NPEX integration in detail @Dusk_Foundation $DUSK #dusk

Dusk Network Advancing Compliant Securities Tokenization on Blockchain

@Dusk represents a deliberate and structured approach to integrating regulated securities into blockchain infrastructure Established in 2018 Dusk operates as a purpose built Layer 1 blockchain that prioritizes privacy regulatory alignment and institutional grade functionality
The platforms core innovation lies in its privacy preserving architecture Utilizing zero knowledge proofs ZKPs combined with homomorphic encryption implemented through the Hedger tool currently in Alpha Dusk enables confidential yet verifiable transactions This design allows participants to confirm compliance and validity without disclosing sensitive details such as trade amounts identities or asset values
Confidential smart contracts further extend this capability supporting complex financial logic while maintaining data privacy These features address a fundamental challenge enabling institutions to conduct secure competitive operations on a public ledger without exposure risks
Compliance is embedded natively rather than added as an overlay Dusk incorporates tools for automated KYC AML verification permissioned access controls and regulatory reporting ensuring alignment with frameworks such as the EUs MiCA regulation This facilitates the issuance and lifecycle management of tokenized real world assets RWAs including equities bonds and private securities with reduced intermediaries and accelerated settlement cycles
Ecosystem development has progressed methodically The mainnet became operational in early 2025 establishing a secure Proof of Stake foundation In January 2026 DuskEVM achieved mainnet deployment during the second week providing full Ethereum Virtual Machine compatibility Developers can now deploy Solidity based contracts that inherit Dusks privacy protections and settle directly on the Layer 1 chain
Strategic partnerships underscore practical adoption Collaboration with NPEX a licensed Dutch multilateral trading facility broker and crowdfunding service provider has enabled the tokenization of over 300 million in assets on Dusk Chainlinks CCIP and DataLink integrations provide secure cross chain transfers and verified market data enhancing interoperability for regulated assets
The upcoming DuskTrade platform scheduled for phased rollout in 2026 will serve as a dedicated application for compliant issuance trading and investment in tokenized securities with a waitlist currently available
This measured progression focusing on technical robustness regulatory fit and institutional partnerships positions Dusk as infrastructure capable of supporting long term transformation in financial markets
How do you view the role of privacy preserving Layer 1 networks in regulated finance Have you examined Dusks developer resources or the NPEX integration in detail
@Dusk $DUSK #dusk
When I explain Kadcast to people, I put it simply. Dusk uses a structured P2P overlay instead of random gossip, so messages move smarter, not louder. Dynamic routing handles node churn, cuts bandwidth by up to 50%, and stays decentralized. That efficiency is why P2P optimization matters for real scalability. @Dusk_Foundation $DUSK #dusk
When I explain Kadcast to people, I put it simply. Dusk uses a structured P2P overlay instead of random gossip, so messages move smarter, not louder. Dynamic routing handles node churn, cuts bandwidth by up to 50%, and stays decentralized. That efficiency is why P2P optimization matters for real scalability.

@Dusk $DUSK #dusk
Where Walrus Stands in Web3’s Evolving Infrastructure ShiftHey everyone picture us in a casual roundtable discussion among crypto enthusiasts diving into how Web3 infrastructure has evolved Its January 2026 and the focus has shifted from pure speculation to building sustainable scalable layers that handle realworld demands like massive data without breaking the bank or compromising decentralization Ive been tracking this transition because storage remains one of the toughest challenges in decentralized apps Early blockchains replicated everything across nodes for security but that approach explodes costs for large unstructured filesvideos images datasets or app assets Centralized clouds offered convenience yet they reintroduce single points of control and failure clashing with Web3 principles The industry is responding with modular infrastructure specialized protocols for data availability and storage that complement execution layers This keeps main chains lean while enabling rich applications from AI agents needing reliable datasets to NFTs with permanent media In this landscape @WalrusProtocol stands out as a key player tailored for the Sui ecosystem Developed by Mysten Labs Walrus launched its mainnet in March 2025 after developer previews and testnets It serves as a decentralized blob storage network for large unstructured data using Sui for coordination proofs and programmability rather than forcing full replication on Sui validators The standout innovation is Red Stuff a twodimensional erasure coding scheme When uploading a blob the data splits into encoded sliversprimary and secondary fragmentsdistributed across a committee of storage nodes This achieves a replication factor of roughly 4 to 5 times far more efficient than traditional full replication often 100 times plus or even standard erasure coding in some networks The system tolerates up to onethird of nodes failing or acting maliciously Byzantine faults with recovery needing only partial slivers to reconstruct the original file quickly Uploads involve encoding once nodes storing their shares and a certificate proof of availability recorded on Sui for onchain verification Anyone can check data existence without full downloads Retrieval pulls minimal slivers optimizing bandwidth Epochbased committees selected via stakeweighted mechanisms using WAL staking rotate periodically with asynchronous handoffs to minimize disruption This architecture aligns perfectly with Web3s modular shift Sui handles highthroughput transactions and parallel execution exceptionally well but offloading blob storage to Walrus prevents bottlenecks Data becomes programmablestored blobs link to Sui smart contracts for access control versioning or integration with DeFi NFTs and emerging AI use cases For example projects like Realtbook use Walrus for permanent NFT storage ensuring assets persist without central servers The token drives the system it pays for upfront storage aiming for fiatstable costs over fixed durations rewards nodes enables delegated staking for security and supports governance for parameter adjustments This creates aligned incentivesusers get predictable lowcost storage operators earn sustainably As Web3 evolves toward data markets AI integration and onchain experiences efficient decentralized storage like Walrus bridges the gap It delivers cloudlike performance with blockchaingrade resilience and composability positioning it as practical infrastructure in a maturing ecosystem What stands out most is the focus on real efficiency and developer usabilityCLI SDKs HTTP APIs even compatibility with CDNsmaking adoption straightforward without sacrificing decentralization @WalrusProtocol $WAL #walrus

Where Walrus Stands in Web3’s Evolving Infrastructure Shift

Hey everyone picture us in a casual roundtable discussion among crypto enthusiasts diving into how Web3 infrastructure has evolved Its January 2026 and the focus has shifted from pure speculation to building sustainable scalable layers that handle realworld demands like massive data without breaking the bank or compromising decentralization
Ive been tracking this transition because storage remains one of the toughest challenges in decentralized apps Early blockchains replicated everything across nodes for security but that approach explodes costs for large unstructured filesvideos images datasets or app assets Centralized clouds offered convenience yet they reintroduce single points of control and failure clashing with Web3 principles
The industry is responding with modular infrastructure specialized protocols for data availability and storage that complement execution layers This keeps main chains lean while enabling rich applications from AI agents needing reliable datasets to NFTs with permanent media
In this landscape @Walrus 🦭/acc stands out as a key player tailored for the Sui ecosystem Developed by Mysten Labs Walrus launched its mainnet in March 2025 after developer previews and testnets It serves as a decentralized blob storage network for large unstructured data using Sui for coordination proofs and programmability rather than forcing full replication on Sui validators
The standout innovation is Red Stuff a twodimensional erasure coding scheme When uploading a blob the data splits into encoded sliversprimary and secondary fragmentsdistributed across a committee of storage nodes This achieves a replication factor of roughly 4 to 5 times far more efficient than traditional full replication often 100 times plus or even standard erasure coding in some networks The system tolerates up to onethird of nodes failing or acting maliciously Byzantine faults with recovery needing only partial slivers to reconstruct the original file quickly
Uploads involve encoding once nodes storing their shares and a certificate proof of availability recorded on Sui for onchain verification Anyone can check data existence without full downloads Retrieval pulls minimal slivers optimizing bandwidth Epochbased committees selected via stakeweighted mechanisms using WAL staking rotate periodically with asynchronous handoffs to minimize disruption
This architecture aligns perfectly with Web3s modular shift Sui handles highthroughput transactions and parallel execution exceptionally well but offloading blob storage to Walrus prevents bottlenecks Data becomes programmablestored blobs link to Sui smart contracts for access control versioning or integration with DeFi NFTs and emerging AI use cases For example projects like Realtbook use Walrus for permanent NFT storage ensuring assets persist without central servers
The token drives the system it pays for upfront storage aiming for fiatstable costs over fixed durations rewards nodes enables delegated staking for security and supports governance for parameter adjustments This creates aligned incentivesusers get predictable lowcost storage operators earn sustainably
As Web3 evolves toward data markets AI integration and onchain experiences efficient decentralized storage like Walrus bridges the gap It delivers cloudlike performance with blockchaingrade resilience and composability positioning it as practical infrastructure in a maturing ecosystem
What stands out most is the focus on real efficiency and developer usabilityCLI SDKs HTTP APIs even compatibility with CDNsmaking adoption straightforward without sacrificing decentralization

@Walrus 🦭/acc $WAL #walrus
Why Dusk Network’s Steady Development Could Outlast the Noise in CryptoHello Everyone, pull up a chair. Let's have a real conversation about something that stands out in this noisy crypto world. While so many projects chase quick hype, Dusk Network has been methodically building since 2018. I am talking about a Layer 1 blockchain designed from the ground up for regulated finance, where privacy and compliance are not afterthoughts. They are the foundation. @Dusk_Foundation stands out because it solves a genuine pain point. Institutions need blockchain efficiency but cannot expose sensitive data on fully public chains. Dusk delivers private transactions using zero knowledge proofs and homomorphic encryption through tools like Hedger, which is in Alpha and live right now. This lets you verify trades or asset transfers without revealing the details. It is confidential yet fully auditable for regulators. The compliance angle is built in too. Native features handle KYC, AML, permissioning, and reporting, making it perfect for real world assets. Tokenizing stocks, bonds, or equities becomes straightforward, with instant settlement and fewer intermediaries. All of this is aligned with regulations like MiCA. The steady progress keeps me impressed. Their mainnet went live in early 2025, with the first immutable block on January 7th. This came after a strong incentivized testnet with thousands of nodes. The DuskEVM, which is their EVM compatible execution layer, launched on testnet in late 2025 and hit mainnet in phases. This enables standard Solidity contracts to benefit from Dusk's privacy and settlement. Partnerships add real weight. The collaboration with NPEX, a regulated Dutch exchange, has already tokenized over 300 million euros in assets on Dusk. Chainlink integrations bring secure cross chain transfers and regulated market data on chain, making real world assets truly composable. More is in motion. Dusk Trade for compliant trading is phased for 2026, plus modular upgrades for scalability and developer tools. This is not flashy. It is deliberate infrastructure built for institutions, businesses, and users who want lasting value. In crypto's ups and downs, projects like Dusk that focus on real utility and partnerships tend to endure. They are building the bridge between traditional finance and blockchain, and they are doing it thoughtfully. @Dusk_Foundation $DUSK #dusk

Why Dusk Network’s Steady Development Could Outlast the Noise in Crypto

Hello Everyone, pull up a chair. Let's have a real conversation about something that stands out in this noisy crypto world. While so many projects chase quick hype, Dusk Network has been methodically building since 2018. I am talking about a Layer 1 blockchain designed from the ground up for regulated finance, where privacy and compliance are not afterthoughts. They are the foundation.
@Dusk stands out because it solves a genuine pain point. Institutions need blockchain efficiency but cannot expose sensitive data on fully public chains. Dusk delivers private transactions using zero knowledge proofs and homomorphic encryption through tools like Hedger, which is in Alpha and live right now. This lets you verify trades or asset transfers without revealing the details. It is confidential yet fully auditable for regulators.
The compliance angle is built in too. Native features handle KYC, AML, permissioning, and reporting, making it perfect for real world assets. Tokenizing stocks, bonds, or equities becomes straightforward, with instant settlement and fewer intermediaries. All of this is aligned with regulations like MiCA.
The steady progress keeps me impressed. Their mainnet went live in early 2025, with the first immutable block on January 7th. This came after a strong incentivized testnet with thousands of nodes. The DuskEVM, which is their EVM compatible execution layer, launched on testnet in late 2025 and hit mainnet in phases. This enables standard Solidity contracts to benefit from Dusk's privacy and settlement.
Partnerships add real weight. The collaboration with NPEX, a regulated Dutch exchange, has already tokenized over 300 million euros in assets on Dusk. Chainlink integrations bring secure cross chain transfers and regulated market data on chain, making real world assets truly composable.
More is in motion. Dusk Trade for compliant trading is phased for 2026, plus modular upgrades for scalability and developer tools. This is not flashy. It is deliberate infrastructure built for institutions, businesses, and users who want lasting value.
In crypto's ups and downs, projects like Dusk that focus on real utility and partnerships tend to endure. They are building the bridge between traditional finance and blockchain, and they are doing it thoughtfully.
@Dusk $DUSK #dusk
Walrus: Powering the Next Generation of the Internet’s Permanent Data LayerWhen I explain Walrus to people in real conversations, I usually start with one simple point: Web3 talks a lot about ownership, but that ownership breaks down if data isn’t reliable. From my personal experience discussing real applications, this is where @WalrusProtocol becomes easy to understand. Walrus is built to make sure data remains available and verifiable over time, especially within the Sui ecosystem. Instead of forcing large or long-term data on-chain, Walrus stores it off-chain in a decentralized way while allowing blockchains to reference and verify it when needed. This helps applications scale without losing trust. NFT metadata, application state, and historical records can persist even if individual nodes fail. The incentive model, supported by $WAL encourages storage providers to behave honestly and keep data accessible. From my observation, this practical focus on durability is what sets Walrus apart. It doesn’t chase hype; it quietly supports the foundations Web3 depends on. That’s why Walrus feels like real infrastructure, not just another narrative. @WalrusProtocol $WAL #walrus

Walrus: Powering the Next Generation of the Internet’s Permanent Data Layer

When I explain Walrus to people in real conversations, I usually start with one simple point: Web3 talks a lot about ownership, but that ownership breaks down if data isn’t reliable. From my personal experience discussing real applications, this is where @Walrus 🦭/acc becomes easy to understand. Walrus is built to make sure data remains available and verifiable over time, especially within the Sui ecosystem.
Instead of forcing large or long-term data on-chain, Walrus stores it off-chain in a decentralized way while allowing blockchains to reference and verify it when needed. This helps applications scale without losing trust. NFT metadata, application state, and historical records can persist even if individual nodes fail.
The incentive model, supported by $WAL encourages storage providers to behave honestly and keep data accessible. From my observation, this practical focus on durability is what sets Walrus apart. It doesn’t chase hype; it quietly supports the foundations Web3 depends on. That’s why Walrus feels like real infrastructure, not just another narrative.
@Walrus 🦭/acc $WAL #walrus
@WalrusProtocol brings efficient decentralized blob storage to Sui, using erasure coding to split large files into redundant pieces without full duplication. This cuts costs significantly compared to traditional on chain storage while keeping data highly available. Great for apps handling media or AI datasets. $WAL powers the network economics here. Solid step toward scalable web3 infrastructure. #walrus
@Walrus 🦭/acc brings efficient decentralized blob storage to Sui, using erasure coding to split large files into redundant pieces without full duplication. This cuts costs significantly compared to traditional on chain storage while keeping data highly available. Great for apps handling media or AI datasets. $WAL powers the network economics here. Solid step toward scalable web3 infrastructure.
#walrus
Rusk VM from @Dusk_Foundation supports efficient Merkle Tree creation inside contract storage, plus native host functions for ZK primitives like PLONK verification. This makes building privacy focused smart contracts faster and more secure for developers. The VM's design reduces gas costs for complex proofs. $DUSK #dusk
Rusk VM from @Dusk supports efficient Merkle Tree creation inside contract storage, plus native host functions for ZK primitives like PLONK verification. This makes building privacy focused smart contracts faster and more secure for developers. The VM's design reduces gas costs for complex proofs.

$DUSK #dusk
Walrus ($WAL): Transforming How Data Is Owned and Delivered on SuiWhen I explain Walrus to people face to face, I usually start with a simple observation: in Web3, we talk a lot about ownership of tokens, but much less about ownership of data. From my personal experience talking with builders and users, this gap becomes obvious once applications start growing. Smart contracts can live on chain, but the data they rely on often lives somewhere fragile. That’s where @WalrusProtocol changes the conversation, especially in the context of the Sui ecosystem. Walrus is designed as a decentralized data availability and storage protocol built to work closely with Sui. When I explain this in person, I make it clear that Walrus is not trying to replace blockchains. Instead, it complements them by handling large, long.lived data in a way that blockchains are not optimized for. On Sui, where parallel execution and object.based design already push performance forward, Walrus focuses on something quieter but just as important: making sure data can always be retrieved and verified. One thing I often emphasize is how Walrus reframes data ownership. In traditional systems, data is owned in theory but controlled by platforms. If the service disappears, so does access. Walrus changes this by distributing data across independent storage providers. From my observation, this makes data ownership more practical. Even if individual nodes fail or leave, the data itself remains available through redundancy and cryptographic guarantees. When people ask how this works in real applications, I usually explain it using simple examples. NFT metadata, application state, historical records, or large datasets can live on Walrus, while the logic that references them lives on Sui. This separation keeps costs manageable and improves reliability. More importantly, it allows applications to scale without constantly pushing data on-chain, which would be inefficient and expensive. Another point that resonates during face-to-face conversations is delivery. Walrus isn’t just about storing data somewhere and hoping it stays there. It is designed around verifiable delivery, meaning applications can prove that the data they reference hasn’t been altered or lost. From my experience, this is critical for long-term trust. Users don’t just want data to exist; they want assurance that it’s the same data that was originally published. The economic layer plays a role here too. The token aligns incentives so storage providers are rewarded for keeping data available and behaving honestly. I usually explain this part carefully, because it’s not about speculation. It’s about sustainability. Without incentives, decentralized infrastructure tends to weaken over time. Walrus builds incentives directly into the system to avoid that problem. What makes Walrus particularly relevant on Sui is how naturally it fits into a modular design philosophy. Sui focuses on fast execution and scalability. Walrus focuses on durable data. Together, they allow developers to design applications where ownership, performance, and reliability are not trade offs but separate layers working together. From my personal observation, this is exactly how mature systems are built outside of crypto. When I summarize Walrus to people, I don’t describe it as flashy technology. I describe it as a shift in how data is owned and delivered. By making data decentralized, verifiable, and resilient, Walrus gives users and developers more confidence that what they build today will still exist tomorrow. That’s why I see walrus as a foundational part of the Sui ecosystem not because it makes noise, but because it quietly ensures that data remains accessible, trustworthy, and truly owned over the long term. @WalrusProtocol $WAL #walrus

Walrus ($WAL): Transforming How Data Is Owned and Delivered on Sui

When I explain Walrus to people face to face, I usually start with a simple observation: in Web3, we talk a lot about ownership of tokens, but much less about ownership of data. From my personal experience talking with builders and users, this gap becomes obvious once applications start growing. Smart contracts can live on chain, but the data they rely on often lives somewhere fragile. That’s where @Walrus 🦭/acc changes the conversation, especially in the context of the Sui ecosystem.
Walrus is designed as a decentralized data availability and storage protocol built to work closely with Sui. When I explain this in person, I make it clear that Walrus is not trying to replace blockchains. Instead, it complements them by handling large, long.lived data in a way that blockchains are not optimized for. On Sui, where parallel execution and object.based design already push performance forward, Walrus focuses on something quieter but just as important: making sure data can always be retrieved and verified.
One thing I often emphasize is how Walrus reframes data ownership. In traditional systems, data is owned in theory but controlled by platforms. If the service disappears, so does access. Walrus changes this by distributing data across independent storage providers. From my observation, this makes data ownership more practical. Even if individual nodes fail or leave, the data itself remains available through redundancy and cryptographic guarantees.
When people ask how this works in real applications, I usually explain it using simple examples. NFT metadata, application state, historical records, or large datasets can live on Walrus, while the logic that references them lives on Sui. This separation keeps costs manageable and improves reliability. More importantly, it allows applications to scale without constantly pushing data on-chain, which would be inefficient and expensive.
Another point that resonates during face-to-face conversations is delivery. Walrus isn’t just about storing data somewhere and hoping it stays there. It is designed around verifiable delivery, meaning applications can prove that the data they reference hasn’t been altered or lost. From my experience, this is critical for long-term trust. Users don’t just want data to exist; they want assurance that it’s the same data that was originally published.
The economic layer plays a role here too. The token aligns incentives so storage providers are rewarded for keeping data available and behaving honestly. I usually explain this part carefully, because it’s not about speculation. It’s about sustainability. Without incentives, decentralized infrastructure tends to weaken over time. Walrus builds incentives directly into the system to avoid that problem.
What makes Walrus particularly relevant on Sui is how naturally it fits into a modular design philosophy. Sui focuses on fast execution and scalability. Walrus focuses on durable data. Together, they allow developers to design applications where ownership, performance, and reliability are not trade offs but separate layers working together. From my personal observation, this is exactly how mature systems are built outside of crypto.
When I summarize Walrus to people, I don’t describe it as flashy technology. I describe it as a shift in how data is owned and delivered. By making data decentralized, verifiable, and resilient, Walrus gives users and developers more confidence that what they build today will still exist tomorrow. That’s why I see walrus as a foundational part of the Sui ecosystem not because it makes noise, but because it quietly ensures that data remains accessible, trustworthy, and truly owned over the long term.
@Walrus 🦭/acc $WAL #walrus
Poseidon hash in @Dusk_Foundation ZK toolkit is built for speed inside proofs. Paired with PLONK, it makes private contracts & transactions faster and cheaper than using general hashes. Key for real world privacy apps. @Dusk_Foundation $DUSK #dusk
Poseidon hash in @Dusk ZK toolkit is built for speed inside proofs. Paired with PLONK, it makes private contracts & transactions faster and cheaper than using general hashes. Key for real world privacy apps.

@Dusk $DUSK #dusk
@WalrusProtocol infrastructure really shines when it comes to fault tolerance. Here is how it works. The system uses distributed node operators and a technique called erasure coding. What this means is that even if you lose a few nodes, your data is not compromised. The recovery process is automatic and fast. Early testnet runs on Sui showed consistent performance, even under simulated stressful conditions. This level of reliability is exactly what decentralized storage needs to move beyond just experiments and into real world use. It looks like the utility here is very real. @WalrusProtocol $WAL #walrus
@Walrus 🦭/acc infrastructure really shines when it comes to fault tolerance. Here is how it works.

The system uses distributed node operators and a technique called erasure coding. What this means is that even if you lose a few nodes, your data is not compromised. The recovery process is automatic and fast.

Early testnet runs on Sui showed consistent performance, even under simulated stressful conditions. This level of reliability is exactly what decentralized storage needs to move beyond just experiments and into real world use.

It looks like the utility here is very real.

@Walrus 🦭/acc $WAL #walrus
Another strength of the @WalrusProtocol is that should be considered an underrated one is that it is highly concerned with data availability guarantees. The network attests blobs to ensure that nodes can demonstrate that data can be accessed in the future. This is significant to long lasting DeFi oracles or AI agents, or any application that cannot afford to lose information. Native built on Sui to be fast and reliable. @WalrusProtocol $WAL #walrus
Another strength of the @Walrus 🦭/acc is that should be considered an underrated one is that it is highly concerned with data availability guarantees. The network attests blobs to ensure that nodes can demonstrate that data can be accessed in the future. This is significant to long lasting DeFi oracles or AI agents, or any application that cannot afford to lose information. Native built on Sui to be fast and reliable.

@Walrus 🦭/acc $WAL #walrus
Alright, everyone, let me break down something really important about @Dusk_Foundation Network. It’s called the Phoenix transaction model. Here’s what it does in plain terms. Normally, in a lot of blockchain systems, when you send money, details like the amount and who the recipient is can be visible to anyone looking at the ledger. Phoenix changes that. It lets you spend your funds in a confidential way. You can hide both the amount you’re sending and the recipient’s address. But and this is the crucial part it does this without needing to fully “shield” or obfuscate the original assets you start with. You use something called zero knowledge proofs, or ZK proofs, to mathematically prove the transaction is valid without revealing its private details. So, you get very strong privacy for everyday transfers, without the heavy computational overhead that usually comes with complete privacy shielding. Why does this matter? Because this approach fits perfectly with the needs of regulated finance. Institutions need privacy and compliance, and this model provides the auditability and control they require, all while protecting user data. That’s the power of the Phoenix model on Dusk Network. @Dusk_Foundation $DUSK #dusk
Alright, everyone, let me break down something really important about @Dusk Network. It’s called the Phoenix transaction model.

Here’s what it does in plain terms.

Normally, in a lot of blockchain systems, when you send money, details like the amount and who the recipient is can be visible to anyone looking at the ledger. Phoenix changes that.

It lets you spend your funds in a confidential way. You can hide both the amount you’re sending and the recipient’s address. But and this is the crucial part it does this without needing to fully “shield” or obfuscate the original assets you start with. You use something called zero knowledge proofs, or ZK proofs, to mathematically prove the transaction is valid without revealing its private details.

So, you get very strong privacy for everyday transfers, without the heavy computational overhead that usually comes with complete privacy shielding.

Why does this matter?

Because this approach fits perfectly with the needs of regulated finance. Institutions need privacy and compliance, and this model provides the auditability and control they require, all while protecting user data.

That’s the power of the Phoenix model on Dusk Network.

@Dusk $DUSK #dusk
Long term @WalrusProtocol is positioning itself as programmable storage for data markets. What does that mean? It means developers can attach smart contract logic directly to the data blobs they store. This enables automated features like access control, payments, or versioning. Think about verified datasets being securely traded in AI or research ecosystems. This isn't just passive storage. It is an actual utility layer that makes data active and tradable. I am excited to see this technology evolve on the Sui blockchain. @WalrusProtocol $WAL #walrus
Long term @Walrus 🦭/acc is positioning itself as programmable storage for data markets.

What does that mean?

It means developers can attach smart contract logic directly to the data blobs they store. This enables automated features like access control, payments, or versioning.

Think about verified datasets being securely traded in AI or research ecosystems. This isn't just passive storage. It is an actual utility layer that makes data active and tradable.

I am excited to see this technology evolve on the Sui blockchain.

@Walrus 🦭/acc $WAL #walrus
@Dusk_Foundation post mainnet plan merges blockchain with traditional finance. They're building trust minimized clearance and settlement making transactions for assets like tokenized stocks atomic, secure, and fast, without all the middlemen. This end to end on chain system is designed for real institutional use. @Dusk_Foundation #dusk $DUSK
@Dusk post mainnet plan merges blockchain with traditional finance. They're building trust minimized clearance and settlement making transactions for assets like tokenized stocks atomic, secure, and fast, without all the middlemen. This end to end on chain system is designed for real institutional use.
@Dusk #dusk $DUSK
Reducing the Cost of Storage Recovery: Walrus’s Practical AdvantageWhen I explain decentralized storage to people in real conversations, I often start with a simple question: what happens when things go wrong? Most people think about speed or cost when everything is working. But from my personal experience, systems are truly tested during failures. Nodes go offline, providers disappear, markets cool down. That’s usually when I bring up @WalrusProtocol because Walrus is designed with recovery in mind, not just ideal conditions. One of the most practical advantages of Walrus is how it reduces the cost and complexity of storage recovery. In many storage systems, recovering lost or unavailable data can be expensive, slow, or even impossible. This is especially risky for Web3 applications that depend on long term data such as transaction history, metadata, governance records, or application state. When I explain this face to face, people quickly realize that storage recovery isn’t a “nice to have” feature it’s essential infrastructure. Walrus approaches this problem by focusing on decentralized data availability rather than simple file storage. Data is broken into fragments and distributed across multiple independent nodes. This means recovery doesn’t depend on a single provider coming back online. Even if part of the network fails, the system is designed so data can still be reconstructed. From my observation, this dramatically lowers the operational risk for applications that need to remain functional over time. In practical conversations, I explain that recovery costs are not just financial. They include developer time, user trust, and system downtime. Walrus reduces these hidden costs by designing for redundancy from the start. Instead of paying high recovery fees or rebuilding lost data, applications can rely on the network’s structure to maintain availability. This is a quieter advantage, but one that becomes obvious once you’ve seen projects struggle with data loss. Another point that resonates when I talk to builders is predictability. Walrus doesn’t assume perfect conditions. It assumes failures will happen and builds around that reality. This makes recovery more efficient and less disruptive. For long lived Web3 applications, especially in DeFi and on chain governance, this consistency is far more valuable than raw performance metrics. The incentive layer also plays a role here. By using to reward honest participation, Walrus encourages storage providers to maintain data availability even during low activity periods. From my experience, this matters a lot. Many systems work well during peak attention, but weaken when incentives fade. Walrus is structured to avoid that drop off. When I summarize Walrus’s advantage to people, I don’t describe it as revolutionary technology. I describe it as practical engineering. Reducing storage recovery costs means fewer emergencies, fewer compromises, and more confidence in building long term applications. That’s why Walrus stands out to me not because it promises perfection, but because it prepares for failure and makes recovery manageable. In a space where projects often focus on what happens when everything goes right, Walrus focuses on what happens when things go wrong. From my personal experience explaining this to others, that mindset is rare and incredibly valuable for the future of Web3 infrastructure. @WalrusProtocol $WAL #walrus

Reducing the Cost of Storage Recovery: Walrus’s Practical Advantage

When I explain decentralized storage to people in real conversations, I often start with a simple question: what happens when things go wrong? Most people think about speed or cost when everything is working. But from my personal experience, systems are truly tested during failures. Nodes go offline, providers disappear, markets cool down. That’s usually when I bring up @Walrus 🦭/acc because Walrus is designed with recovery in mind, not just ideal conditions.
One of the most practical advantages of Walrus is how it reduces the cost and complexity of storage recovery. In many storage systems, recovering lost or unavailable data can be expensive, slow, or even impossible. This is especially risky for Web3 applications that depend on long term data such as transaction history, metadata, governance records, or application state. When I explain this face to face, people quickly realize that storage recovery isn’t a “nice to have” feature it’s essential infrastructure.
Walrus approaches this problem by focusing on decentralized data availability rather than simple file storage. Data is broken into fragments and distributed across multiple independent nodes. This means recovery doesn’t depend on a single provider coming back online. Even if part of the network fails, the system is designed so data can still be reconstructed. From my observation, this dramatically lowers the operational risk for applications that need to remain functional over time.
In practical conversations, I explain that recovery costs are not just financial. They include developer time, user trust, and system downtime. Walrus reduces these hidden costs by designing for redundancy from the start. Instead of paying high recovery fees or rebuilding lost data, applications can rely on the network’s structure to maintain availability. This is a quieter advantage, but one that becomes obvious once you’ve seen projects struggle with data loss.
Another point that resonates when I talk to builders is predictability. Walrus doesn’t assume perfect conditions. It assumes failures will happen and builds around that reality. This makes recovery more efficient and less disruptive. For long lived Web3 applications, especially in DeFi and on chain governance, this consistency is far more valuable than raw performance metrics.
The incentive layer also plays a role here. By using to reward honest participation, Walrus encourages storage providers to maintain data availability even during low activity periods. From my experience, this matters a lot. Many systems work well during peak attention, but weaken when incentives fade. Walrus is structured to avoid that drop off.
When I summarize Walrus’s advantage to people, I don’t describe it as revolutionary technology. I describe it as practical engineering. Reducing storage recovery costs means fewer emergencies, fewer compromises, and more confidence in building long term applications. That’s why Walrus stands out to me not because it promises perfection, but because it prepares for failure and makes recovery manageable.
In a space where projects often focus on what happens when everything goes right, Walrus focuses on what happens when things go wrong. From my personal experience explaining this to others, that mindset is rare and incredibly valuable for the future of Web3 infrastructure.
@Walrus 🦭/acc $WAL #walrus
Let me explain what sets @Dusk_Foundation consensus mechanism apart. It's called Segregated Byzantine Agreement, which is a form of Proof of Stake enhanced with a key innovation: a private leader election. The core of this is their Proof of Blind Bid system. It uses zero knowledge cryptography to keep the selection of the next block producer completely confidential until after the block is created. This ensures the process is fair and verifiable, but not targetable. By privatizing the leader selection, $DUSK adds a critical security layer to the block production process itself. This design is particularly effective for regulated environments where resilience against targeted attacks is a top priority. @Dusk_Foundation #dusk $DUSK
Let me explain what sets @Dusk consensus mechanism apart. It's called Segregated Byzantine Agreement, which is a form of Proof of Stake enhanced with a key innovation: a private leader election.

The core of this is their Proof of Blind Bid system. It uses zero knowledge cryptography to keep the selection of the next block producer completely confidential until after the block is created. This ensures the process is fair and verifiable, but not targetable.

By privatizing the leader selection, $DUSK adds a critical security layer to the block production process itself. This design is particularly effective for regulated environments where resilience against targeted attacks is a top priority.

@Dusk #dusk $DUSK
From Storage to Access: How Walrus Enables Trustless Availability for AI DatasetsWhen we talk about the future of artificial intelligence, the conversation almost always centers on models. Which one is smarter, faster, more creative? But there's a fundamental bottleneck that gets overlooked: the data. For AI to evolve, it needs vast, high quality, and verifiable datasets. The real challenge isn't just storing this data, but guaranteeing its availability and integrity in a trustless way. This is where a fascinating innovation on @Dusk_Foundation Network enters the picture: Walrus. It represents a powerful evolution in how we think about data for the AI era. First, let's understand the problem. Imagine a decentralized AI project that trains models on a specific dataset perhaps medical imagery or financial transaction records. They need to store that dataset. But how can contributors, validators, or users be certain the data remains available and unaltered over time? Centralized storage is a single point of failure. Standard decentralized storage can be opaque about long.term availability guarantees. Walrus tackles this head.on. It is not just a storage protocol; it's a verifiable data availability layer built on the principles of Dusk Network's core architecture. Its power comes from leveraging the network's unique privacy preserving technology and zero knowledge architecture to create a new standard of trust. Here’s the simple breakdown. Walrus uses a method called "proof of custody." Storage providers on the network don't just hold data; they must cryptographically prove at random, unpredictable intervals that they are still in possession of the exact, unaltered data they committed to storing. The magic is in how they prove it. To avoid moving massive datasets around constantly for verification, they use a cryptographic fingerprint. When challenged, they generate a succinct zero-knowledge proof that demonstrates they still have the data, without revealing the data itself. This is efficient, scalable, and preserves confidentiality. Why is this a game changer for AI? Trustless Assurance: AI developers and data marketplaces can now have cryptographic certainty that their training datasets are persistently available. This removes a major layer of operational risk and enables new business models.Data Sovereignty & Monetization: Data owners can contribute to AI datasets with the guarantee that their data's availability is publicly verifiable and enforced by smart contracts, enabling transparent and fair compensation models.Alignment with Dusk’s Broader Vision: This is a cornerstone of Dusk Network’s ecosystem growth. Walrus provides the essential "data assurance" infrastructure that complements their compliance-ready DeFi and real world asset (RWA) vision. Just as Dusk secures private financial transactions, Walrus secures private data commitments.both critical for enterprise and institutional adoption. Recent network developments have made this possible. The activation of Dusk's confidential smart contract capabilities through the Pluto layer is what allows protocols like Walrus to operate with these sophisticated, automated, and verifiable logic rules. So, we move from a paradigm of hoping data is stored, to a paradigm of knowing it is accessible. Walrus transforms data from a static file into a dynamically guaranteed asset. It exemplifies how Dusk Network is building more than a financial ledger; it's building the verifiable infrastructure for the next generation of the web. By solving the data availability problem with cryptographic certainty, $DUSK is powering the foundational layer for a more trustworthy, efficient, and decentralized AI ecosystem. This is deep tech innovation with profound real world implications. #dusk $DUSK

From Storage to Access: How Walrus Enables Trustless Availability for AI Datasets

When we talk about the future of artificial intelligence, the conversation almost always centers on models. Which one is smarter, faster, more creative? But there's a fundamental bottleneck that gets overlooked: the data. For AI to evolve, it needs vast, high quality, and verifiable datasets. The real challenge isn't just storing this data, but guaranteeing its availability and integrity in a trustless way.
This is where a fascinating innovation on @Dusk Network enters the picture: Walrus. It represents a powerful evolution in how we think about data for the AI era.
First, let's understand the problem. Imagine a decentralized AI project that trains models on a specific dataset perhaps medical imagery or financial transaction records. They need to store that dataset. But how can contributors, validators, or users be certain the data remains available and unaltered over time? Centralized storage is a single point of failure. Standard decentralized storage can be opaque about long.term availability guarantees.

Walrus tackles this head.on. It is not just a storage protocol; it's a verifiable data availability layer built on the principles of Dusk Network's core architecture. Its power comes from leveraging the network's unique privacy preserving technology and zero knowledge architecture to create a new standard of trust.
Here’s the simple breakdown. Walrus uses a method called "proof of custody." Storage providers on the network don't just hold data; they must cryptographically prove at random, unpredictable intervals that they are still in possession of the exact, unaltered data they committed to storing.
The magic is in how they prove it. To avoid moving massive datasets around constantly for verification, they use a cryptographic fingerprint. When challenged, they generate a succinct zero-knowledge proof that demonstrates they still have the data, without revealing the data itself. This is efficient, scalable, and preserves confidentiality.
Why is this a game changer for AI?
Trustless Assurance: AI developers and data marketplaces can now have cryptographic certainty that their training datasets are persistently available. This removes a major layer of operational risk and enables new business models.Data Sovereignty & Monetization: Data owners can contribute to AI datasets with the guarantee that their data's availability is publicly verifiable and enforced by smart contracts, enabling transparent and fair compensation models.Alignment with Dusk’s Broader Vision: This is a cornerstone of Dusk Network’s ecosystem growth. Walrus provides the essential "data assurance" infrastructure that complements their compliance-ready DeFi and real world asset (RWA) vision. Just as Dusk secures private financial transactions, Walrus secures private data commitments.both critical for enterprise and institutional adoption.
Recent network developments have made this possible. The activation of Dusk's confidential smart contract capabilities through the Pluto layer is what allows protocols like Walrus to operate with these sophisticated, automated, and verifiable logic rules.
So, we move from a paradigm of hoping data is stored, to a paradigm of knowing it is accessible. Walrus transforms data from a static file into a dynamically guaranteed asset. It exemplifies how Dusk Network is building more than a financial ledger; it's building the verifiable infrastructure for the next generation of the web.
By solving the data availability problem with cryptographic certainty, $DUSK is powering the foundational layer for a more trustworthy, efficient, and decentralized AI ecosystem. This is deep tech innovation with profound real world implications.
#dusk $DUSK
Alright everyone, listen up. I want to tell you about a tool that solves a real problem for developers. It's called the Walrus Protocol. If you're building on Sui and your dApp needs to handle media think large images, videos, any rich content this is for you. The old way involved wrestling with IPFS, managing pinning services, and dealing with that complexity in your contracts. @WalrusProtocol simplifies all of that. Here's how it works: You upload your file a video, a high res image directly to Walrus as a data blob. You immediately get back a compact, permanent reference ID. That's it. You then take that reference ID and use it directly inside your Sui Move smart contracts. Your media is stored decentralized and available on chain, but you don't have to manage the underlying storage infrastructure. No pinning headaches. They have a clean SDK that makes integration straightforward. The feedback from developers on their testnet has been very positive. What this does is significantly lower the barrier to putting rich, immersive content directly on chain. It opens up a whole new design space for media heavy applications on Sui. So for developers looking to build more engaging experiences, Walrus is a protocol you should definitely check out. It handles the heavy lifting so you can focus on your application logic. @WalrusProtocol $WAL #walrus
Alright everyone, listen up. I want to tell you about a tool that solves a real problem for developers. It's called the Walrus Protocol.

If you're building on Sui and your dApp needs to handle media think large images, videos, any rich content this is for you. The old way involved wrestling with IPFS, managing pinning services, and dealing with that complexity in your contracts. @Walrus 🦭/acc simplifies all of that.

Here's how it works: You upload your file a video, a high res image directly to Walrus as a data blob. You immediately get back a compact, permanent reference ID. That's it. You then take that reference ID and use it directly inside your Sui Move smart contracts. Your media is stored decentralized and available on chain, but you don't have to manage the underlying storage infrastructure. No pinning headaches.

They have a clean SDK that makes integration straightforward. The feedback from developers on their testnet has been very positive. What this does is significantly lower the barrier to putting rich, immersive content directly on chain. It opens up a whole new design space for media heavy applications on Sui.

So for developers looking to build more engaging experiences, Walrus is a protocol you should definitely check out. It handles the heavy lifting so you can focus on your application logic.

@Walrus 🦭/acc $WAL #walrus
Why Dusk Networks Consistent Growth may be noisy outliving in CryptoWhen I get closer we should talk like we are all in the room In crypto there is so much noise and pumps and hype cycles that come and go But then there are also projects like @Dusk_Foundation Network which are quietly becoming the place where regulated finance lives but which does not require institutions to compromise on areas like privacy It was founded in 2018 and continues to just keep building and building step by step without the fanfare To make it clearer Let me rephrase it Most blockchains are either completely transparent good to trust bad sensitive data or completely private good to users bad to regulators Alpha live now combines these two to make transactions confidential but auditable when you do not want to see your competitors movings theirs It is not merely theory Dusks confidential smart contracts enable you to execute complex logic onchain and keep or hide details, Add in native compliance features such as built in KYCAML permissioning and regulatory reporting and you have a platform that is capable of doing what a real world asset wants such as self-sovereign settlement and reduced costs all without breaking the rules like MiCA in Europe. The most notable change has been the consistent development whereby Mainnet would be launched at the beginning of 2025 following a successful testnet with thousands of nodes DuskEVM would be rolled out during the November timeframe of 2025 with EVM compatibility allowing developers to use familiar tools such as Solidity and MetaMask with an addition of Dusk privacy and compliance layers Hedger would be built into to allow privacy EVM transactions to be made and remain compliant. Partnerships narratives The largest partnership so far is with NPEX a fully regulated Dutch stock exchange MTF Broker ECSP licenses They have portaled over 300 million euros of traditional assets on Dusk to date with crosschain transfers made secure and regulated market data delivered through CCIP and DataLink making RWAs composable across ecosystems. More will also come to DuskTrade their RWA trading platform in stages in 2026, as well as Lightspeed L2 and Dusk Pay that are MiCAcompliant payments. Still in a field of flashinthepan projects Dusks specialise in slowness deliberate building regulatory alliances real asset onboarding developer tools may be able to make it survive It is the long term infrastructure where privacy collides with real finance. What do you think of you In everything crypto noise have you found any cool projects that are building steadily like Dusk Have you reviewed their ecosystem or the NPEX integration Share what impresses you most @Dusk_Foundation $DUSK #dusk

Why Dusk Networks Consistent Growth may be noisy outliving in Crypto

When I get closer we should talk like we are all in the room In crypto there is so much noise and pumps and hype cycles that come and go But then there are also projects like @Dusk Network which are quietly becoming the place where regulated finance lives but which does not require institutions to compromise on areas like privacy It was founded in 2018 and continues to just keep building and building step by step without the fanfare

To make it clearer Let me rephrase it Most blockchains are either completely transparent good to trust bad sensitive data or completely private good to users bad to regulators Alpha live now combines these two to make transactions confidential but auditable when you do not want to see your competitors movings theirs
It is not merely theory Dusks confidential smart contracts enable you to execute complex logic onchain and keep or hide details, Add in native compliance features such as built in KYCAML permissioning and regulatory reporting and you have a platform that is capable of doing what a real world asset wants such as self-sovereign settlement and reduced costs all without breaking the rules like MiCA in Europe.
The most notable change has been the consistent development whereby Mainnet would be launched at the beginning of 2025 following a successful testnet with thousands of nodes DuskEVM would be rolled out during the November timeframe of 2025 with EVM compatibility allowing developers to use familiar tools such as Solidity and MetaMask with an addition of Dusk privacy and compliance layers Hedger would be built into to allow privacy EVM transactions to be made and remain compliant.
Partnerships narratives The largest partnership so far is with NPEX a fully regulated Dutch stock exchange MTF Broker ECSP licenses They have portaled over 300 million euros of traditional assets on Dusk to date with crosschain transfers made secure and regulated market data delivered through CCIP and DataLink making RWAs composable across ecosystems.

More will also come to DuskTrade their RWA trading platform in stages in 2026, as well as Lightspeed L2 and Dusk Pay that are MiCAcompliant payments.
Still in a field of flashinthepan projects Dusks specialise in slowness deliberate building regulatory alliances real asset onboarding developer tools may be able to make it survive It is the long term infrastructure where privacy collides with real finance.
What do you think of you In everything crypto noise have you found any cool projects that are building steadily like Dusk Have you reviewed their ecosystem or the NPEX integration Share what impresses you most
@Dusk $DUSK #dusk
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