Aiman 马利克

@Walrus 🦭/acc | #Walrus |$WAL
WALRUS sits at the heart of the Walrus protocol, driving its economy and powering a decentralized storage network built on the Sui blockchain. This isn’t your typical file storage. Walrus handles everything from images, videos, and AI datasets to PDFs, websites, and blockchain archives. Instead of piling data on big, centralized cloud servers, Walrus spreads it out across independent nodes. The result? Storage that’s affordable, tough to censor, and scales up without falling apart.
On the tech side, Walrus relies on advanced erasure coding, specifically the Red Stuff algorithm. It chops up and encodes data, then scatters those pieces across the network. What’s clever here is you only need four or five copies, not endless duplication. This keeps things reliable without burning through resources. Even if two-thirds of the nodes crash or disappear, your data stays available.
Looking ahead, Walrus aims to reshape how we treat data especially as AI keeps pushing boundaries. Instead of letting information just sit there, the protocol turns data into something you can verify, control, and even monetize. Ownership, access, updates, deletion developers and users can set all these rules right on the blockchain. Data isn’t just a static file anymore; it’s an asset you can govern.
As a developer platform on Sui, Walrus makes storage programmable. Storage space and data blobs become onchain objects, which means smart contracts can decide how data lives, changes, or disappears. That opens the door for things like paid subscriptions, gated access, pay-per-view content, and automated data management. It’s a shift from “just store and forget” to interactive, responsive data layers powering Web3 apps, AI agents, and decentralized services.
The WAL token keeps this entire machine running. First, storage payments: users pay WAL to store data for specific periods, with the option to renew. Fees strike a balance between what users can afford and what node operators earn, creating a real marketplace instead of top-down pricing.
Staking is central too. Walrus uses delegated proof of stake, so anyone holding WAL can stake or delegate their tokens to help secure the network. Storage nodes need to stake WAL to participate; the more they stake, the more data they’re trusted to handle. Stakers earn rewards from storage fees and node performance, so everyone’s incentives line up users, node operators, and the protocol itself.
$WAL also drives governance. Token holders vote on protocol updates, economic tweaks, upgrades, and penalty rules. Storage nodes get a say in operational decisions. This setup puts the future of Walrus in the hands of its community, not a handful of insiders.
Beyond the basics, $WAL fuels ecosystem growth. The Walrus Foundation uses it for grants, subsidies, airdrops, and incentives to bring in early adopters and back builders expanding the network. At launch, there’s a five billion token cap, with allocations planned for community, development, and long-term sustainability.
Walrus isn’t just an idea it’s live on mainnet, already serving real-world needs. In AI and autonomous agent sectors, Walrus lets agents access datasets and models onchain, cutting out centralized bottlenecks. That’s huge for systems needing data that’s always there and easy to verify.
Media platforms use Walrus for decentralized websites and big media files, dodging censorship. Game and NFT projects store large assets and dynamic data without paying a fortune to put it all onchain. Enterprises use Walrus for everything from historical archives to permissionless data markets.
For privacy, Walrus teams up with Seal, a programmable secrets layer. While Walrus handles the storage, Seal brings encryption, access controls, and confidential data management. Together, they let users build secure, decentralized, and private data workflows.
WALRUS and the Wal token create an ecosystem where data ownership is decentralized, storage is programmable, and real-world use comes first. Walrus tackles blockchain’s old data problems and offers a real alternative to centralized cloud storage. It’s building the infrastructure for a future where data is reliable, valuable, and most importantly controlled by the people who create and use it.

@Walrus 🦭/acc | #Walrus | $WAL
WALRUS parte da un'idea semplice ma audace: i tuoi dati dovrebbero rimanere nelle tue mani. È progettato per archiviare i dati in modo decentralizzato, difficile da eliminare e che mette gli utenti al comando. Man mano che le applicazioni accumulano sempre più dati non strutturati, i tradizionali sistemi di archiviazione in cloud non riescono più a tenere il passo. WALRUS interviene per colmare queste lacune. Lavorando fianco a fianco con la blockchain Sui, crea un'infrastruttura non solo affidabile, ma anche che offre una solida base per la privacy.
Nel suo cuore, WALRUS si occupa di grandi blocchi di dati disordinati, come vengono chiamati. Pensaci come immagini, video, PDF, set di addestramento per l'IA, file multimediali, qualsiasi cosa che non si adatti facilmente a un foglio di calcolo. Invece di scaricare tutto questo su server centralizzati, WALRUS lo distribuisce attraverso una rete di nodi di archiviazione indipendenti. Questo elimina i punti di fallimento singoli e significa che non devi fidarti di un numero ristretto di intermediari. Privacy e sovranità dei dati? Entrambi ricevono un forte impulso.

@Walrus 🦭/acc | #Walrus | $WAL
Come puoi vedere, i dati diventano sempre più grandi, più preziosi e più sensibili. Lo storage decentralizzato non è più solo un vantaggio, è essenziale. WALRUS interviene con una missione semplice: offrire uno storage decentralizzato sicuro, resiliente, programmabile e realmente utilizzabile nel mondo reale. Invece di affidarti completamente a un singolo provider cloud, WALRUS distribuisce i tuoi dati attraverso una rete di nodi di archiviazione indipendenti. Tutto il controllo, la verifica e la gestione rimangono chiari e trasparenti sulla blockchain.

@Dusk | #Dusk | $DUSK
L'infrastruttura finanziaria non è più quella di un tempo. L'industria sta cambiando rapidamente, e la privacy è passata da un desiderio secondario a una necessità assoluta. Dusk si trova proprio al centro di questo cambiamento. È una blockchain Layer-1 con priorità alla privacy e consapevole delle normative, costruita fin dalle fondamenta per le istituzioni, per la finanza reale e per le regole che vi si applicano.
Le blockchain pubbliche sono di solito troppo aperte per questo mondo, ma Dusk è diverso. Porta azioni, obbligazioni, quote e altri strumenti finanziari regolamentati sulla catena, tutto su una rete senza permessi, senza mai perdere di vista la riservatezza, la conformità o la tracciabilità.

@Dusk | #Dusk |$DUSK
Institutional finance stands at a crossroads. Blockchain has already shown how fast, transparent, and programmable financial systems can be, but most blockchains just aren’t built for the world that banks and asset managers live in. They focus on crypto’s own problems and ignore the messy realities of regulation, compliance, and privacy. That’s the gap and blockchains like DUSK are built to fill it.
Institutions need tools that let them use decentralized technology without giving up privacy, compliance, or efficiency. DUSK isn’t just another blockchain. It’s built from scratch to connect traditional finance with the new world of on-chain assets, making large-scale institutional adoption possible.
The Gap Between Blockchains and Institutional Needs
Look at most public blockchains. They handle things like asset bridging, high throughput, or speculative trading problems that matter in the crypto world. But banks, exchanges, and asset managers have to answer to regulators. They can’t afford to expose sensitive data or lose control over who accesses what. They need legal certainty and strict confidentiality, not just speed.
Here the sticking point: most blockchains can’t support regulated assets out of the box. If a system can’t handle compliance, institutions can’t issue, trade, or settle real-world assets on-chain. It doesn’t matter how fancy the tech is; without regulatory compatibility, adoption just doesn’t happen.
DUSK tackles this head-on. It’s designed for the rules and constraints of regulated finance, not as an afterthought but as its core purpose.
Privacy as a Non-Negotiable Requirement
Privacy isn’t a nice-to-have for institutional finance it’s absolutely essential. Public blockchains make transactions, wallet balances, and every move in the market visible to everyone. Transparency has its place, but in institutional finance, this kind of exposure is a dealbreaker.
Banks and asset managers need to keep trading strategies, investor positions, and market activity under wraps. If all that goes public, they lose their edge, and markets can be distorted. Without privacy, there’s no way institutions will put equities, bonds, or derivatives on-chain.
DUSK solves this problem with selective transparency. Institutions can prove they’re following rules like AML and KYC without putting sensitive data on display. Mechanisms like Zero-Knowledge Compliance let regulators audit what matters, while everyone else stays in the dark. It’s the balance regulated markets need: privacy for participants, auditability for authorities.
Aligning with Regulatory Reality
Regulation isn’t optional here it’s the bedrock of institutional finance. In places like Europe, strict laws such as GDPR and MiCA make privacy not just a business issue, but a legal requirement. Fully transparent blockchains are a non-starter for anyone who has to answer to these rules.
DUSK is built with this reality in mind. Compliance isn’t bolted on; it’s baked into the protocol and smart contracts. Transactions stay private, but when regulators need to look, they can. Institutions stay on the right side of the law without sacrificing security or trust.
DUSK speaks both languages: the innovation of decentralized tech and the demands of regulated finance.
Fixing Inefficiencies in Traditional Finance
There’s another problem: the old systems just don’t work well anymore. Legacy financial infrastructure is slow, riddled with middlemen, and bogged down with manual processes. Updating shareholder records, settling trades it all takes too long and costs too much.
These inefficiencies drag down the whole system.
Blockchains like DUSK take a different approach. They process transactions in real time, with instant finality. Intermediaries and manual reconciliation become unnecessary. Settlement happens on-chain, ownership records update immediately, and everyone shares the same, reliable source of truth.
Tokenized assets really shine here. With DUSK, you can issue, manage, and trade things like stocks, bonds, or private equity right on the blockchain no need for a tangle of custodians or registrars. Ownership is crystal clear. Corporate actions, like paying dividends or running a vote, happen efficiently and out in the open. No middlemen slowing things down.
Liquidity has always been a headache in finance. Assets get trapped in different institutions and systems, which gums up access and leaves capital sitting idle. Settlements and reconciliations drag on for days when they should take seconds.
DUSK changes that. It lets you tokenize real-world assets and issue them directly on-chain. Suddenly, assets can move across markets without friction. You unlock liquidity, open new paths to capital, and can use previously illiquid assets in flexible new ways.
By bringing regulated assets on-chain and doing it right DUSK lays the groundwork for a financial system that’s both efficient and interconnected.
Now, some institutions tried using private blockchains to dodge transparency. But that comes with real drawbacks: you lose shared liquidity, open access, and the benefits of a unified data layer.
DUSK takes a different path. It gives you the public blockchain advantages shared state, openness, composability without sacrificing privacy. Its architecture keeps the network lean, syncs quickly, and lets you transact privately even on a public chain. So, regulated assets, real-world payments, and subscription models can all live on-chain, while sensitive info stays protected.
Where’s this all headed? It’s obvious: institutions are moving toward tokenization, on-chain settlements, and digital instruments. Regulators, especially in Europe, are starting to get on board. Pilot programs are popping up. This isn’t optional anymore.
Blockchains like DUSK make the move possible. They solve the big problems privacy, regulatory hurdles, operational mess that keep institutions away from blockchain.
Institutional finance doesn’t need speculative tech. It needs a solid backbone built for real markets. DUSK offers that compliant, private, and efficient infrastructure for regulated assets on-chain. With selective transparency, regulatory alignment, and modern efficiency, DUSK lets institutions join decentralized finance without sacrificing compliance or their edge.
This isn’t just a step forward. It’s the evolution finance needs a path to a compliant, efficient, and truly inclusive on-chain financial ecosystem.

Dusk is turning a big corner. The network is about to get a major architectural overhaul one that makes it faster to build on, easier to integrate with and a lot more efficient. But all the while Dusk keeps what makes it unique: strong privacy and regulatory compliance. The new design turns Dusk into a three-layer modular stack cutting down integration costs and development time, without giving up on compliance or confidentiality.
At the heart of this upgrade you'll find three distinct layers DuskDS, DuskEVM and, soon, DuskVM. Each layer does its own job. Together they create a flexible, future-ready stack that covers everything from institutional finance to compliant DeFi to privacy-first applications all under one roof.
Why Dusk Is Adopting a Multilayer Approach
So why the change? It comes down to speed and cost. Dusk wants to help developers launch real financial apps faster and cheaper. Before, building on Dusk’s custom Layer 1 meant expensive, slow integrations. It was painful to maintain. The new modular design strips away much of that hassle.
Developers now get to use standard Ethereum tooling instead of building from scratch. Wallets, bridges, exchanges, service providers they can all hook into Dusk in weeks, not months. If you already have an EVM-based app, you can migrate with just a few tweaks. No more endless custom development just for Dusk.
Plus the codebase shrinks and gets easier (and cheaper) to maintain while the network inherits proven EVM scalability right out of the gate. That means Dusk can move faster and stay secure, even as demand grows.
A Look at the Multilayer Architecture
Dusk new design pulls in EIP-4844 (Proto-Danksharding) and folds it into Rusk, the Dusk node implementation. On top of that, Dusk adds a port of Optimism as the EVM execution layer, which settles directly on the Dusk ledger. Each part of the stack is tuned for a specific role.
DuskDS: Data & Settlement Layer
DuskDS is the network’s foundation. It handles consensus, staking, data availability, settlement, and the native bridge that links everything together. Validators run DuskDS nodes and keep the system secure and final.
One standout feature: the MIPS-powered pre-verifier inside DuskDS (Rusk). This checks state transitions before they hit the chain, so there’s no need for drawn-out fault windows. Forget about the 7-day challenge period you see in some optimistic rollups. Settlement gets faster and more reliable a must for regulated financial use cases.
DuskEVM: The EVM Application Layer
DuskEVM is where most DeFi and compliance-focused apps will live. It supports standard Solidity smart contracts and tools like Hardhat and MetaMask. That slashes the learning curve for developers, exchanges, and custodians already familiar with Ethereum.
But DuskEVM goes further. It’s built to handle Homomorphic Encryption (HE) operations, making confidential transactions and hidden order books auditable. That’s a big deal for regulated financial products privacy without losing auditability.
For most users and exchanges DuskEVM will become the main arena for DUSK: the go-to spot for transactions and applications.
DuskVM: The Privacy Application Layer
DuskVM is all about privacy. It runs apps using the Phoenix output-based transaction model and the Piecrust virtual machine. Right now, these pieces live inside DuskDS, but they’re being pulled out into DuskVM to make the system even more modular.
This split lets privacy-focused apps evolve on their own, while still staying connected to the wider Dusk network.
One Token, One Native Bridge
The new architecture keeps things simple: one DUSK token powers all three layers.
On DuskDS, DUSK handles staking, governance, and settlement.On DuskEVM, DUSK pays for gas and powers Solidity dApp transactions.On DuskVM, DUSK runs privacy-preserving apps.
Value moves between layers over a validator-run, trustless native bridge. No wrapped assets. No custodians. No outside dependencies. ERC20 and BEP20 versions of DUSK will migrate to DuskEVM, making liquidity and exchange support easier.
For validators and stakers, it’s a smooth transition. No extra steps. Balances stay put, and nodes get DuskEVM compatibility just by running the new release.
Get to Market Faster, Spend Less
Efficiency stands out as one of the biggest advantages here. Integrating on custom Layer 1s used to drag on for half a year or more, racking up costs as much as 50 times higher than EVM deployments. This new architecture flips the script. What once took months now happens in weeks. Plug-and-play compatibility means there’s no need to build custom wallets, explorers, or specialized tools from scratch. Dusk opens the doors wide to outside developers and infrastructure teams, making it far simpler for them to get involved.
Built for Institutions, Ready for Regulation
NPEX MTF, ECSP, and Broker licenses apply across the full Dusk stack. Institutions can issue, trade, and settle real-world assets under a single, unified regulatory framework. This isn’t just about staying compliant it brings DeFi to market faster and cuts out needless complexity.
What institutions get: a fully licensed environment for custody, issuance, and trading; one-time KYC that works everywhere on Dusk; and composable applications built on the same licensed assets. No other network brings privacy, composability, and compliance together under one all-encompassing license like this.
Dusk shift to a multilayer modular architecture goes beyond a simple technical upgrade it’s a strategic leap. Now, compliant, privacy-first finance isn’t just possible at scale, it’s practical. DuskDS handles settlement, DuskEVM makes the system accessible, and DuskVM brings deep privacy, all tied together with a single token and a native bridge.
The result? A network that’s faster to build on, cheaper to run, and custom-built for real-world, regulated financial markets.
@Dusk #Dusk $DUSK

Chiunque abbia utilizzato un assistente AI conosce la sensazione: chiedi all'AI di gestire un compito che sembra semplice, ma in qualche modo finisci comunque per fare la maggior parte del lavoro pesante. Ad esempio, se vuoi raccogliere tutti i tuoi fogli di calcolo relativi alle vendite del 2024, confrontarli con i dati del 2025 e individuare le tendenze, l'AI potrebbe trovare i tuoi file, ma ti toccherà leggere, compilare, analizzare e interpretare tutto tu stesso.
Gli agenti AI cambiano questa dinamica. Non si limitano a recuperare informazioni, ma completano davvero lavori reali e complessi in modo autonomo. Questi agenti possono spostarsi tra piattaforme, accedere a diverse fonti di dati, analizzare ciò che trovano, mettere in relazione i dati e consegnarti risultati concreti. Non c'è bisogno di sorvegliarli continuamente o di fornire istruzioni a ogni passo.

Quando ho iniziato a esaminare i premi per il mastino WAL, ho capito che Walrus non cerca di attirare l'attenzione con un hype a breve termine. Al contrario, sta costruendo un sistema focalizzato sulla sostenibilità a lungo termine, su incentivi equi e su un uso reale. Walrus affronta il mastino in modo diverso perché lo stoccaggio on-chain è fondamentalmente diverso dalle piattaforme blockchain tipicamente basate sulle transazioni. Questa differenza influisce sul modo in cui sono progettati i premi e sul perché la pazienza abbia un ruolo così importante.
Walrus è stato progettato per lo stoccaggio decentralizzato, non solo per l'esecuzione di transazioni. Quella singola differenza cambia tutto riguardo al funzionamento dei costi, dei premi e della crescita all'interno dell'ecosistema.

@Walrus 🦭/acc | #Walrus | $WAL
Quando guardo il protocollo WALRUS, la governance salta subito all'occhio. Non è un'aggiunta tardiva o una funzionalità appiccicata, la governance con WAL si adatta perfettamente, intrecciata direttamente nella struttura dell'ecosistema. Invece di pochi insider che decidono tutto, il protocollo concede un'influenza reale a chiunque lo utilizzi davvero. È questo il cuore del finance decentralizzato: il controllo distribuito nella comunità, con la trasparenza al centro.
WALRUS si basa su una fondazione di interazioni blockchain sicure e private. La governance non è solo un compito secondario qui, è essenziale. Se possiedi WAL, non sei solo un passeggero. Aiuti a guidare il protocollo. Questo genera un senso di responsabilità e di appartenenza, qualcosa che spesso manca nei sistemi tradizionali.