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 dimulai dari ide yang sederhana namun berani: data Anda harus tetap berada di tangan Anda. Dirancang untuk menyimpan data dengan cara yang terdesentralisasi, sulit dihentikan, dan memberi pengguna kendali penuh. Seiring aplikasi menumpuk semakin banyak data yang tidak terstruktur, penyimpanan awan tradisional tidak lagi mampu mengimbangi. WALRUS hadir untuk mengisi celah-celah tersebut. Bekerja bersama blockchain Sui, WALRUS membentuk infrastruktur yang tidak hanya andal, tetapi juga menyiapkan dasar nyata untuk privasi.
Di intinya, WALRUS menangani data besar dan berantakan, seperti yang disebutkan. Bayangkan gambar, video, PDF, set pelatihan AI, file media, apa saja yang tidak muat dengan rapi di dalam lembaran spreadsheet. Alih-alih menyimpan semua ini di server terpusat, WALRUS menyebarkannya ke seluruh jaringan node penyimpanan independen. Ini menghilangkan titik kegagalan tunggal dan berarti Anda tidak perlu mempercayai sekelompok perantara kecil. Privasi dan kedaulatan data? Keduanya mendapat dorongan signifikan.

@Walrus 🦭/acc | #Walrus | $WAL
As you see Data keeps getting bigger, more valuable, and more sensitive. Decentralized storage isn’t just a nice-to-have anymore it’s essential. WALRUS steps in with a straightforward mission: deliver decentralized storage that’s secure, resilient, programmable, and actually usable in the real world. Instead of putting all your trust in a single cloud provider, WALRUS spreads your data across a web of independent storage nodes. Everything control, verification, management stays crystal clear onchain.
WALRUS is all about blob storage. That means handling massive, unstructured data: images, videos, documents, all the stuff that doesn’t fit neatly into rows and columns. Traditional databases want data in a rigid format. Blob storage doesn’t care. It treats data as raw objects, so it’s flexible and scales as your data grows. That flexibility matters today, when unstructured data is everywhere and swelling fast.
What really sets WALRUS apart is programmability. Storage here isn’t just about parking files somewhere. On WALRUS, data and storage space show up as objects living things that interact with smart contracts on Sui. Developers don’t just store and forget; they can own, manage, automate, and build entire applications around their data. Storage becomes a tool, not just a service humming in the background.
Why WALRUS Moves Beyond Centralized Storage
Centralized cloud storage comes with trade-offs big ones. It’s expensive. It has single points of failure. And you’re always at risk of censorship or getting locked out. WALRUS solves these problems by scattering data across independent nodes. No one company or server holds all the cards, and no outage or policy change can lock you out of your own data.
Older decentralized storage systems tried to tackle these issues, but WALRUS pushes further, focusing hard on performance and usability. It’s built to be affordable, robust, and ready to scale—fit for real apps and enterprises, not just tech demos.
Understanding Blob Storage in WALRUS
Blob storage is perfect for big, unruly datasets. In WALRUS, a blob has three key parts: the raw data, metadata, and a unique ID. This setup lets WALRUS store, verify, and pull data with real efficiency. The system is tuned for durability, availability, and the kind of scaling decentralized networks need.
Why does blob storage matter so much? Because most of the internet runs on unstructured data now images, videos, PDFs, app assets. WALRUS gives you a way to store all this outside the traditional cloud, while still keeping data safe and accessible.
The Role of Sui as a Secure Control Plane
WALRUS teams up with the Sui blockchain, but it’s a division of labor. Sui isn’t where the data lives; instead, it acts as a secure control plane. It takes care of metadata, storage contracts, and verification. WALRUS handles the nuts and bolts of storing and retrieving the actual data.
This setup matters. WALRUS stays laser-focused on blob storage, while Sui brings security and programmability from the blockchain. Every stored blob gets an onchain Proof of Availability a solid guarantee that your data is actually there, maintained by the network under contract.
The Lifecycle of a Blob on WALRUS
To really get WALRUS, you need to see how a blob moves through the system. It’s a four-part journey: writing, storing, reading, and managing.
It all starts with the client. First, the client grabs a storage resource on Sui think of it as booking storage space for a set period. This storage resource is an object in itself, so it’s programmable and you can move it around. Next, WALRUS’s erasure coding chops the blob into smaller pieces called slivers. These slivers build in redundancy, so even if some nodes go offline, your data survives.
The client sends slivers out to storage nodes and waits for enough confirmations. Once there’s a quorum, WALRUS publishes a Proof of Availability certificate onchain. That’s the network’s official record: the blob is safely stored and locked in.
After that, storage nodes take over. Each node keeps its assigned slivers online and helps with recovery if anything goes wrong. The more stake a node gets, the bigger its responsibilities tying incentives for operators and token holders directly to network reliability. As the need for storage grows, so does the network’s strength.
Reading and retrieving a blob in WALRUS is built for resilience. When you want a blob, the client first pulls metadata from Sui, then grabs slivers from a group of storage nodes. You don’t need every single sliver to rebuild the original blob just a subset does the trick. Even if some nodes are down, you still get your data. That’s why WALRUS reads stay reliable, even when things go sideways.
Managing your blobs isn’t just set-and-forget. You’re in control for the long haul. Need more storage time? Just renew it, and you can keep your data effectively forever by making periodic payments. Or, if you’re done, you can break the link to a storage object and free up space for something else. This flexibility means WALRUS works for both short-term scratch space and data you want to keep around for years.
Programmability is where WALRUS really stands out. Storage here isn’t just a passive backend it’s programmable from the start. Blobs and storage resources live as Sui objects, so developers can automate renewals, set up custom access controls, or build applications that react to changes in stored data. Storage becomes part of your app’s core logic, not just a place to stash files.
This design opens the door for data-driven decentralized apps. With WALRUS, onchain code and offchain data connect seamlessly. Developers can plug WALRUS into different blockchains and ecosystems, since the protocol stays flexible and chain-agnostic. Builders aren’t boxed in.
WALRUS offers a decentralized alternative to traditional cloud storage without making you give up convenience. The protocol bakes in high availability, strong data integrity, and flexible management from the ground up. Decentralized storage here isn’t just about where your data sits. It’s about how you control it, verify it, and use it over time. That’s what sets WALRUS apart: a practical, future-ready foundation for decentralized data.

@Dusk | #Dusk | $DUSK
Financial infrastructure isn’t what it used to be. The industry’s changing fast, and privacy has moved from a nice-to-have to a non-negotiable need. Dusk sits right at the heart of that shift. It’s a privacy-first, regulation-aware Layer-1 blockchain built from the ground up for institutions, real-world finance, and the rules that come with it.
Public blockchains are usually too open for this world, but Dusk is different. It brings securities, bonds, equities, and other regulated financial instruments on-chain, all on a permissionless network, without dropping the ball on confidentiality, compliance, or auditability.
On Dusk, privacy isn’t just some extra feature tacked on. It’s the foundation that makes moving real-world finance on-chain possible.
Why Privacy Matters in Financial Markets
In the world of traditional finance, too much transparency can backfire. Banks and institutions don’t want everyone peeking into their trades, strategies, or investor positions. If that stuff gets out, front-running and market manipulation follow. The edge disappears.
Most public blockchains throw privacy out the window. Wallets, transactions, trading activity it’s all out in the open. That might work for crypto markets, but it doesn’t fly for regulated assets like equities, ETFs, or tokenized securities.
Institutions just can’t operate if their sensitive financial data is visible to the world.
Then there’s regulation. Finance isn’t just about trading it’s about following the rules. Laws like KYC, AML, GDPR, MiCA, and MiFID II set a high bar for protecting data and proving compliance. Fully transparent blockchains run right into those regulations and hit a wall.
Dusk solves this by flipping the script: data stays private by default, but when it’s time to prove compliance, institutions can do it cryptographically no need to reveal everything.
A Blockchain Where Privacy and Regulation Go Hand in Hand
Dusk is built to put privacy first for financial applications. At its core, the protocol uses advanced zero-knowledge proofs (ZKPs) tech that lets transactions, identities, and compliance checks happen without spilling sensitive details.
This is the first time privacy and regulation actually work together, on a public blockchain, at scale.
Institutions can issue, trade, and settle real-world assets on-chain, keeping deals confidential and ticking every regulatory box. Dusk sets a new standard: compliance, control, and collaboration, without falling back on closed or permissioned systems.
What sets Dusk apart? Confidential smart contracts. These let institutions run complex financial logic on-chain, but keep the sensitive stuff inputs, outputs, counterparties, trade sizes hidden from prying eyes.
With confidential smart contracts, institutions can:
Issue privacy-enabled tokenized securitiesSettle trades without exposing who traded or how muchManage corporate actions while protecting shareholder privacy
Sensitive information stays locked down, but compliance remains provable and solid.
This is how Dusk lets financial markets cut out the middlemen. Issuance, clearing, settlement, and trading all happen on-chain faster, cheaper, with less risk.
Unified Liquidity and Self-Custody
Privacy on Dusk means institutions don’t have to choose between security and openness. Everyone trades on a public, uncensorable blockchain, but keeps their secrets safe.
what stands out:
Unified liquidity: everyone taps into the same deep pool, not split-up silos
Self-custody: institutions and users control their assets, no third party required
Compliance: programmable and baked right into the protocol
Together, these features give institutions the freedom to control their assets, stay compliant, and operate on their own terms.
Zero-Knowledge Compliance and Identity
Dusk big breakthrough is Zero-Knowledge Compliance (ZKC). It lets institutions prove they’ve checked all the regulatory boxes like KYC and AML without ever showing personal or transactional data on-chain.
The Citadel system takes it up a notch, automating compliance with ZKP-based, soulbound identities. The protocol itself enforces the rules, so institutions don’t have to repeat the same manual checks everywhere.
With Dusk, you “know your client without knowing your client.” That’s a game-changer for regulated finance.
Institutions cut down on operational hassle, and users keep real ownership and control over their own data. That balance between efficiency and privacy is what modern financial systems need.
Privacy in finance isn’t about hiding everything. Regulated markets demand oversight, reporting, and the power for authorities to step in when the law calls for it. Dusk delivers this balance with provable encryption and zero-knowledge auditability. So, transactions stay private on-chain, but regulators or authorized parties can check compliance through cryptographic proofs, without getting a free pass to everyone’s sensitive details.
Privacy comes standard, but auditability is built in. This way, Dusk protects market participants from needless data leaks, while still letting regulators do their job.
Protocol-Level Privacy by Design
Dusk doesn’t bolt privacy on as an afterthought it weaves it into the protocol itself. Restricted transaction flows, identity and permissioning tools, and on-chain logic all mirror the realities of real-world financial obligations.
This setup handles complex financial applications and still fits neatly within regulated environments. Dusk plays well with modern execution environments and familiar development standards, which means institutions can build advanced financial products without having to trade away privacy or compliance.
Enabling the Future of Regulated DeFi
By bringing decentralization, privacy, and regulation together, Dusk opens up fresh financial possibilities. Think native issuance and trading of regulated assets, automated compliance across applications, and compliant DeFi built on top of real-world assets.
Privacy is what lets regulated finance actually function on-chain at scale. Dusk builds the infrastructure needed for financial markets to run around the clock, settle instantly, and stay open without exposing sensitive data or clashing with regulations.
Traditional finance gets bogged down by opaque systems and too many middlemen. Public blockchains go the other way too much transparency. Dusk bridges the gap with a privacy-first, regulation-aware financial platform.
Privacy isn’t some optional extra. It’s the foundation that makes institutional blockchain adoption possible.
By providing confidential transactions, programmable compliance, and audit-friendly privacy, Dusk positions itself as the trusted infrastructure for tokenizing and managing regulated assets in today’s digital economy.

@Dusk | #Dusk |$DUSK
Keuangan institusional berada di persimpangan jalan. Blockchain sudah menunjukkan betapa cepat, transparan, dan dapat diprogramnya sistem keuangan, tetapi sebagian besar blockchain tidak dirancang untuk dunia yang dijalani oleh bank dan manajer aset. Mereka fokus pada masalah sendiri di dunia kripto dan mengabaikan realitas rumit seperti regulasi, kepatuhan, dan privasi. Itulah celah yang ingin diisi oleh blockchain seperti DUSK.
Institusi membutuhkan alat yang memungkinkan mereka menggunakan teknologi terdesentralisasi tanpa harus mengorbankan privasi, kepatuhan, atau efisiensi. DUSK bukan sekadar blockchain lainnya. Ini dibangun dari awal untuk menghubungkan keuangan tradisional dengan dunia aset on-chain, sehingga memungkinkan adopsi skala besar oleh institusi.

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

Siapa pun yang pernah menggunakan asisten AI pasti tahu perasaan ini: Anda meminta mereka menangani tugas yang tampaknya sederhana, tetapi entah bagaimana, Anda tetap harus melakukan sebagian besar pekerjaan berat. Katakan Anda ingin mengumpulkan semua spreadsheet penjualan 2024 Anda, membandingkannya dengan angka tahun 2025, dan mengidentifikasi trennya. AI mungkin menemukan file Anda, tetapi Anda tetap harus membaca, menggabungkan, menganalisis, dan menafsirkan semua informasi tersebut sendiri.
AI agent mengubah dinamika ini. Mereka tidak hanya mengambil informasi, tetapi benar-benar menyelesaikan pekerjaan nyata yang melibatkan beberapa langkah secara mandiri. Agent-agent ini dapat berpindah antar platform, mengakses berbagai sumber data, menganalisis temuan mereka, menghubungkan berbagai informasi, dan memberikan hasil nyata. Tidak perlu mengawasi mereka atau memberi petunjuk di setiap langkah.

Ketika saya pertama kali melihat hadiah staking WAL, saya menyadari bahwa Walrus tidak berusaha menarik perhatian dengan hype jangka pendek. Sebaliknya, ia sedang membangun sistem yang berfokus pada keberlanjutan jangka panjang, insentif yang adil, dan penggunaan nyata. Walrus menghadapi staking secara berbeda karena penyimpanan onchain secara mendasar berbeda dari platform blockchain berbasis transaksi biasa. Perbedaan ini membentuk bagaimana hadiah dirancang dan mengapa kesabaran memainkan peran yang sangat penting.
Walrus dibangun untuk penyimpanan terdesentralisasi, bukan hanya untuk menjalankan transaksi. Perbedaan tunggal ini mengubah segalanya tentang bagaimana biaya, hadiah, dan pertumbuhan bekerja di dalam ekosistem.

@Walrus 🦭/acc | #Walrus | $WAL
Ketika saya melihat protokol WALRUS, tata kelola langsung menonjol. Ini bukan hal yang dipikirkan belakangan atau fitur yang ditambahkan secara paksa—tata kelola dengan WAL justru cocok, terintegrasikan langsung ke dalam jaringan ekosistem. Alih-alih sekelompok orang dalam yang mengendalikan segalanya, protokol ini memberikan pengaruh nyata kepada semua orang yang benar-benar menggunakannya. Inilah inti dari keuangan terdesentralisasi: kendali yang tersebar di seluruh komunitas, dengan transparansi sebagai pusatnya.
WALRUS dibangun di atas fondasi interaksi blockchain yang aman dan pribadi. Tata kelola bukan sekadar tugas sampingan di sini, melainkan sesuatu yang esensial. Jika Anda memiliki WAL, Anda bukan sekadar penumpang. Anda membantu mengarahkan protokol. Ini membawa rasa tanggung jawab dan kepemilikan, sesuatu yang sering kali tidak ada dalam sistem tradisional.