Walrus is an innovative decentralized storage network for blockchain apps and autonomous agents. The Walrus storage system is being released today as a developer preview for Sui builders in order to gather feedback. We expect a broad rollout to other web3 communities very soon!
Leveraging innovations in erasure coding, Walrus enables fast and robust encoding of unstructured data blobs into smaller slivers distributed and stored over a network of storage nodes. A subset of slivers can be used to rapidly reconstruct the original blob, even when up to two-thirds of the slivers are missing. This is possible while keeping the replication factor down to a minimal 4x-5x, similar to existing cloud-based services, but with the additional benefits of decentralization and resilience to more widespread faults.
The Replication Challenge Sui is the most advanced blockchain system in relation to storage on validators, with innovations such as a storage fund that future-proofs the cost of storing data on-chain. Nevertheless, Sui still requires complete data replication among all validators, resulting in a replication factor of 100x or more in today’s Sui Mainnet. While this is necessary for replicated computing and smart contracts acting on the state of the blockchain, it is inefficient for simply storing unstructured data blobs, such as music, video, blockchain history, etc.
Walrus is an innovative decentralized storage network for blockchain apps and autonomous agents. The Walrus storage system is being released today as a developer preview for Sui builders in order to gather feedback. We expect a broad rollout to other web3 communities very soon! Leveraging innovations in erasure coding, Walrus enables fast and robust encoding of unstructured data blobs into smaller slivers distributed and stored over a network of storage nodes. A subset of slivers can be used to rapidly reconstruct the original blob, even when up to two-thirds of the slivers are missing. This is possible while keeping the replication factor down to a minimal 4x-5x, similar to existing cloud-based services, but with the additional benefits of decentralization and resilience to more widespread faults. The Replication Challenge Sui is the most advanced blockchain system in relation to storage on validators, with innovations such as a storage fund that future-proofs the cost of storing data on-chain. Nevertheless, Sui still requires complete data replication among all validators, resulting in a replication factor of 100x or more in today’s Sui Mainnet. While this is necessary for replicated computing and smart contracts acting on the state of the blockchain, it is inefficient for simply storing unstructured data blobs, such as music, video, blockchain history, etc. Introducing Walrus: Efficient and Robust Decentralized Storage To tackle the challenge of high replication costs, Mysten Labs has developed Walrus, a decentralized storage network offering exceptional data availability and robustness with a minimal replication factor of 4x-5x. Walrus provides two key benefits: Cost-Effective Blob Storage: Walrus allows for the uploading of gigabytes of data at a time with minimal cost, making it an ideal solution for storing large volumes of data. Walrus can do this because the data blob is transmitted only once over the network, and storage nodes only spend a fraction of resources compared to the blob size. As a result, the more storage nodes the system has, the fewer resources each storage node uses per blob. High Availability and Robustness: Data stored on Walrus enjoys enhanced reliability and availability under fault conditions. Data recovery is still possible even if two-thirds of the storage nodes crash or come under adversarial control. Further, availability may be certified efficiently without downloading the full blob. Decentralized storage can take multiple forms in modern ecosystems. For instance, it offers better guarantees for digital assets traded as NFTs. Unlike current designs that store data off-chain, decentralized storage ensures users own the actual resource, not just metadata, mitigating risks of data being taken down or misrepresented. Additionally, decentralized storage is not only useful for storing data such as pictures or files with high availability; it can also double as a low-cost data availability layer for rollups. Here, sequencers can upload transactions on Walrus, and the rollup executor only needs to temporarily reconstruct them for execution. We also believe Walrus will accompany existing disaster recovery strategies for millions of enterprise companies. Not only is Walrus low-cost, it also provides unmatched layers of data availability, integrity, transparency, and resilience that centralized solutions by design cannot offer. Walrus is powered by the Sui Network and scales horizontally to hundreds or thousands of networked decentralized storage nodes. This should enable Walrus to offer Exabytes of storage at costs competitive with current centralized offerings, given the higher assurance and decentralization. The Future of Walrus By releasing this developer preview we hope to share some of the design decisions with the decentralized app developer community and gather feedback on the approach and the APIs for storing, retrieving, and certifying blobs. In this developer preview, all storage nodes are operated by Mysten Labs to help us understand use cases, fix bugs, and improve the performance of the software. Future updates to Walrus will allow for dynamically changing the set of decentralized storage nodes, as well as changing the mapping of what slivers are managed by each storage node. The available operations and tools will also be expanded to cover more storage-related use cases. Many of these functions will be designed with the feedback we gather in mind. Stay tuned for more updates on how Walrus will revolutionize data storage in the web3 ecosystem. What can developers build? As part of this developer preview, we provide a binary client (currently macOS, ubuntu) that can be operated from the command line interface, a JSON API, and an HTTP API. We also offer the community an aggregator and publisher service and a Devnet deployment of 10 storage nodes operated by Mysten Labs. We hope developers will experiment with building applications that leverage the Walrus Decentralized Store in a variety of ways. As examples, we hope to see the community build: Storage of media for NFT or dapps: Walrus can directly store and serve media such as images, sounds, sprites, videos, other game assets, etc. This is publicly available media that can be accessed using HTTP requests at caches to create multimedia dapps. AI-related use cases: Walrus can store clean data sets of training data, datasets with a known and verified provenance, model weights, and proofs of correct training for AI models. Or it may be used to store and ensure the availability and authenticity of an AI model output. Storage of long term archival of blockchain history: Walrus can be used as a lower-cost decentralized store to store blockchain history. For Sui, this can include sequences of checkpoints with all associated transaction and effects content, as well as historic snapshots of the blockchain state, code, or binaries. Support availability for L2s: Walrus enables parties to certify the availability of blobs, as required by L2s that need data to be stored and attested as available to all. This may also include the availability of extra audit data such as validity proofs, zero-knowledge proofs of correct execution, or large fraud proofs. Support a full decentralized web experience: Walrus can host full decentralized web experiences including all resources (such as js, css, html, and media). These can provide content but also host the UX of dapps, enabling fully decentralized front- and back-ends on chain. It brings the full "web" back into "web3". Support subscription models for media: Creators can store encrypted media on Walrus and only provide access via decryption keys to parties that have paid a subscription fee or have paid for content. (Note that Walrus provides the storage; encryption and decryption must be done off Walrus). We are excited to see what else the web3 developer community can imagine!
Dusk is the privacy blockchain for regulated finance. It lets you launch and use markets where: Institutions can meet real regulatory requirements on‑chain Users get confidential balances and transfers instead of full public exposure Developers build with familiar EVM tools plus native privacy and compliance primitives Dusk combines: Zero‑knowledge technology for confidentiality On‑chain compliance for MiCA / MiFID II / DLT Pilot Regime / GDPR‑style regimes Succinct Attestation, a PoS consensus protocol for fast, final settlement A modular architecture with DuskDS (data & settlement) and DuskEVM (EVM execution) What is Dusk? Most financial markets still run on opaque, centralized systems. Dusk is built to move those workflows on‑chain without sacrificing: Regulatory compliance Counterparty privacy Execution speed and finality On Dusk, institutions can issue and manage financial instruments while enforcing disclosure, KYC/AML, and reporting rules directly in the protocol. In short: Dusk is a privacy-enabled, regulation-aware blockchain for institutional-grade finance. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance. Privacy by design, transparent when needed Dusk uses zero‑knowledge proofs and dual transaction models (Phoenix and Moonlight) to let users choose between: Public transactions for transparent flows, and Shielded transactions for confidential balances and transfers, with the ability to reveal information to authorized parties when required. See: Cryptography and Transaction Models on Dusk. Fast, final settlement The Succinct Attestation consensus protocol is a proof‑of‑stake, committee‑based design: Deterministic finality once a block is ratified No user‑facing reorgs in normal operation Designed for high throughput and low‑latency settlement suitable for markets For the full consensus specification, see Section 3 “Consensus mechanism” of the Dusk Whitepaper (2024). Modular & EVM-friendly Dusk separates settlement from execution, making it easier to match the right environment to each use case: DuskDS – consensus, data availability, settlement, and the privacy‑enabled transaction model DuskEVM – an Ethereum‑compatible execution layer where DUSK is the native gas token Native bridging between layers so assets can move where they’re most useful See: Core Components and DuskEVM Developer Docs. What can you build on Dusk? Some example use cases Dusk was designed for: Regulated digital securities Tokenized equity, debt, or funds with embedded compliance rules On‑chain corporate actions and transparent yet privacy‑respecting cap tables Institutional DeFi Lending, AMMs, and structured products that must enforce KYC/AML Separation of public market signals from private position details Payment & settlement rails Confidential payments between institutions Delivery‑versus‑payment (DvP) settlement of tokenized assets Self‑sovereign identity & access control Permissioned venues where access is controlled via verifiable credentials Compliance checks enforced in smart contracts instead of manual back‑office processes. Dusk foundation dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance. - problem dusk is solving .institutional centric landscape .Issuers only have access to fragmented liquidity .Institutions must retain custody of users’ assets to ensure legitimate and compliant service transactions .Classic users cannot access and compose all services. .Crypto users do not have access to asset-backed tokens - the solution .user centric landscape .Issuers are exposed to global, consolidated liquidity .Institutions have access to instant clearance and settlement without custodianship liabilities .There is no distinction between classic and crypto users; .Everyone has access to all market sectors. Including crypto - dusk network /01 Productized and profitable smart contracts /02 Tokens governed by privacy-preserving smart contracts /03 Compliant with global regulations and local legislation /04 Instant settlement of transactions ..Investors .Cosimo .XCosimo XRR2 Capital .Blockwall ManagementBlockwall Management .BitfinexBitfinex - Businesses Easily access financing, trade and automate via smart contracts, outsource costly processes. - Institutions Access instant clearance and settlement, use automated compliance, and reduce the fragmentation of liquidity. - Users Unprecedented access to diverse, institutional-level assets, directly from a wallet and retaining self-custody.
Dusk foundation Dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain.
Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions:
Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.)
See: Core Values and Tokenization & Native Issuance.
- problem dusk is solving .institutional centric landscape .Issuers only have access to fragmented liquidity .Institutions must retain custody of users’ assets to ensure legitimate and compliant service transactions .Classic users cannot access and compose all services. .Crypto users do not have access to asset-backed tokens - the solution .user centric landscape .Issuers are exposed to global, consolidated liquidity .Institutions have access to instant clearance and settlement without custodianship liabilities .There is no distinction between classic and crypto users; .Everyone has access to all market sectors. Including crypto - dusk network /01 Productized and profitable smart contracts /02 Tokens governed by privacy-preserving smart contracts /03 Compliant with global regulations and local legislation /04 Instant settlement of transactions ..Investors .Cosimo .XCosimo XRR2 Capital .Blockwall ManagementBlockwall Management .BitfinexBitfinex - Businesses Easily access financing, trade and automate via smart contracts, outsource costly processes. - Institutions Access instant clearance and settlement, use automated compliance, and reduce the fragmentation of liquidity.
Dusk is the privacy blockchain for regulated finance.
It lets you launch and use markets where: Institutions can meet real regulatory requirements on‑chain Users get confidential balances and transfers instead of full public exposure
Developers build with familiar EVM tools plus native privacy and compliance primitives
Dusk combines:
Zero‑knowledge technology for confidentiality On‑chain compliance for MiCA / MiFID II / DLT Pilot Regime / GDPR‑style regimes Succinct Attestation, a PoS consensus protocol for fast, final settlement
A modular architecture with DuskDS (data & settlement) and DuskEVM (EVM execution)
What is Dusk? Most financial markets still run on opaque, centralized systems. Dusk is built to move those workflows on‑chain without sacrificing: Regulatory compliance Counterparty privacy Execution speed and finality On Dusk, institutions can issue and manage financial instruments while enforcing disclosure, KYC/AML, and reporting rules directly in the protocol.
In short: Dusk is a privacy-enabled, regulation-aware blockchain for institutional-grade finance.
Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance. Privacy by design, transparent when needed Dusk uses zero‑knowledge proofs and dual transaction models (Phoenix and Moonlight) to let users choose between: Public transactions for transparent flows, and Shielded transactions for confidential balances and transfers, with the ability to reveal information to authorized parties when required.
Dusk foundation dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance. - problem dusk is solving .institutional centric landscape .Issuers only have access to fragmented liquidity .Institutions must retain custody of users’ assets to ensure legitimate and compliant service transactions .Classic users cannot access and compose all services. .Crypto users do not have access to asset-backed tokens - the solution .user centric landscape .Issuers are exposed to global, consolidated liquidity .Institutions have access to instant clearance and settlement without custodianship liabilities .There is no distinction between classic and crypto users; .Everyone has access to all market sectors. Including crypto dusk network /01 Productized and profitable smart contracts /02 Tokens governed by privacy-preserving smart contracts /03 Compliant with global regulations and local legislation /04 Instant settlement of transactions Investors .Cosimo .XCosimo XRR2 Capital .Blockwall ManagementBlockwall Management .BitfinexBitfinex - Businesses Easily access financing, trade and automate via smart contracts, outsource costly processes. - Institutions Access instant clearance and settlement, use automated compliance, and reduce the fragmentation of liquidity. - Users Unprecedented access to diverse, institutional-level assets, directly from a wallet and retaining self-custody.
further more
Dusk is the privacy blockchain for regulated finance. It lets you launch and use markets where: Institutions can meet real regulatory requirements on‑chain Users get confidential balances and transfers instead of full public exposure Developers build with familiar EVM tools plus native privacy and compliance primitives Dusk combines: Zero‑knowledge technology for confidentiality On‑chain compliance for MiCA / MiFID II / DLT Pilot Regime / GDPR‑style regimes Succinct Attestation, a PoS consensus protocol for fast, final settlement A modular architecture with DuskDS (data & settlement) and DuskEVM (EVM execution) What is Dusk? Most financial markets still run on opaque, centralized systems. Dusk is built to move those workflows on‑chain without sacrificing: Regulatory compliance Counterparty privacy Execution speed and finality On Dusk, institutions can issue and manage financial instruments while enforcing disclosure, KYC/AML, and reporting rules directly in the protocol. In short: Dusk is a privacy-enabled, regulation-aware blockchain for institutional-grade finance. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance. Privacy by design, transparent when needed Dusk uses zero‑knowledge proofs and dual transaction models (Phoenix and Moonlight) to let users choose between: Public transactions for transparent flows, and Shielded transactions for confidential balances and transfers, with the ability to reveal information to authorized parties when required. See: Cryptography and Transaction Models on Dusk. Fast, final settlement The Succinct Attestation consensus protocol is a proof‑of‑stake, committee‑based design: Deterministic finality once a block is ratified No user‑facing reorgs in normal operation Designed for high throughput and low‑latency settlement suitable for markets For the full consensus specification, see Section 3 “Consensus mechanism” of the Dusk Whitepaper (2024). Modular & EVM-friendly Dusk separates settlement from execution, making it easier to match the right environment to each use case: DuskDS – consensus, data availability, settlement, and the privacy‑enabled transaction model DuskEVM – an Ethereum‑compatible execution layer where DUSK is the native gas token Native bridging between layers so assets can move where they’re most useful See: Core Components and DuskEVM Developer Docs. What can you build on Dusk? Some example use cases Dusk was designed for: Regulated digital securities Tokenized equity, debt, or funds with embedded compliance rules On‑chain corporate actions and transparent yet privacy‑respecting cap tables Institutional DeFi Lending, AMMs, and structured products that must enforce KYC/AML Separation of public market signals from private position details Payment & settlement rails Confidential payments between institutions Delivery‑versus‑payment (DvP) settlement of tokenized assets Self‑sovereign identity & access control Permissioned venues where access is controlled via verifiable credentials Compliance checks enforced in smart contracts instead of manual back‑office processes
Dusk foundation dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain.
Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial
institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) See: Core Values and Tokenization & Native Issuance.
- problem dusk is solving ~ institutional centric landscape .Issuers only have access to fragmented liquidity .Institutions must retain custody of users’ assets to ensure legitimate and compliant service transactions .Classic users cannot access and compose all services. .Crypto users do not have access to asset-backed tokens
Crypto on a Knife-Edge: Dump or Pump in the Next 24 Hours?
Markets are entering a high-risk zone. Two major U.S. events are set to collide, and they could quickly reshape expectations around growth, recession risk, and interest rates — and crypto isn’t immune.First, the U.S. Supreme Court ruling on Trump-era tariffs is expected soon, with markets pricing a 77% chance the tariffs are struck down. If that happens, the government may have to refund a huge portion of the $600B+ collected, and market sentiment could take a hit, triggering sharp repricing across stocks and crypto.
Then, the U.S. jobless report at 8:30 AM ET adds more pressure. Strong unemployment data could push rate cuts further away, while weak data accelerates recession fears.Markets are trapped between two extremes. Expect volatility, fast moves, and sharp reactions. Discipline and risk management are more important than ever. #ETH #Crypto #MarketAlert #USJobs #TradingTips $BERA $RIVER $DASH
Walrus is an innovative decentralized storage network for blockchain apps and autonomous agents. The Walrus storage system is being released today as a developer preview for Sui builders in order to gather feedback. We expect a broad rollout to other web3 communities very soon! Leveraging innovations in erasure coding, Walrus enables fast and robust encoding of unstructured data blobs into smaller slivers distributed and stored over a network of storage nodes. A subset of slivers can be used to rapidly reconstruct the original blob, even when up to two-thirds of the slivers are missing. This is possible while keeping the replication factor down to a minimal 4x-5x, similar to existing cloud-based services, but with the additional benefits of decentralization and resilience to more widespread faults. The Replication Challenge Sui is the most advanced blockchain system in relation to storage on validators, with innovations such as a storage fund that future-proofs the cost of storing data on-chain. Nevertheless, Sui still requires complete data replication among all validators, resulting in a replication factor of 100x or more in today’s Sui Mainnet. While this is necessary for replicated computing and smart contracts acting on the state of the blockchain, it is inefficient for simply storing unstructured data blobs, such as music, video, blockchain history, etc. Introducing Walrus: Efficient and Robust Decentralized Storage To tackle the challenge of high replication costs, Mysten Labs has developed Walrus, a decentralized storage network offering exceptional data availability and robustness with a minimal replication factor of 4x-5x. Walrus provides two key benefits: Cost-Effective Blob Storage: Walrus allows for the uploading of gigabytes of data at a time with minimal cost, making it an ideal solution for storing large volumes of data. Walrus can do this because the data blob is transmitted only once over the network, and storage nodes only spend a fraction of resources compared to the blob size. As a result, the more storage nodes the system has, the fewer resources each storage node uses per blob. High Availability and Robustness: Data stored on Walrus enjoys enhanced reliability and availability under fault conditions. Data recovery is still possible even if two-thirds of the storage nodes crash or come under adversarial control. Further, availability may be certified efficiently without downloading the full blob. Decentralized storage can take multiple forms in modern ecosystems. For instance, it offers better guarantees for digital assets traded as NFTs. Unlike current designs that store data off-chain, decentralized storage ensures users own the actual resource, not just metadata, mitigating risks of data being taken down or misrepresented. Additionally, decentralized storage is not only useful for storing data such as pictures or files with high availability; it can also double as a low-cost data availability layer for rollups. Here, sequencers can upload transactions on Walrus, and the rollup executor only needs to temporarily reconstruct them for execution. We also believe Walrus will accompany existing disaster recovery strategies for millions of enterprise companies. Not only is Walrus low-cost, it also provides unmatched layers of data availability, integrity, transparency, and resilience that centralized solutions by design cannot offer. Walrus is powered by the Sui Network and scales horizontally to hundreds or thousands of networked decentralized storage nodes. This should enable Walrus to offer Exabytes of storage at costs competitive with current centralized offerings, given the higher assurance and decentralization. The Future of Walrus By releasing this developer preview we hope to share some of the design decisions with the decentralized app developer community and gather feedback on the approach and the APIs for storing, retrieving, and certifying blobs. In this developer preview, all storage nodes are operated by Mysten Labs to help us understand use cases, fix bugs, and improve the performance of the software. Future updates to Walrus will allow for dynamically changing the set of decentralized storage nodes, as well as changing the mapping of what slivers are managed by each storage node. The available operations and tools will also be expanded to cover more storage-related use cases. Many of these functions will be designed with the feedback we gather in mind. Stay tuned for more updates on how Walrus will revolutionize data storage in the web3 ecosystem. What can developers build? As part of this developer preview, we provide a binary client (currently macOS, ubuntu) that can be operated from the command line interface, a JSON API, and an HTTP API. We also offer the community an aggregator and publisher service and a Devnet deployment of 10 storage nodes operated by Mysten Labs. We hope developers will experiment with building applications that leverage the Walrus Decentralized Store in a variety of ways. As examples, we hope to see the community build: Storage of media for NFT or dapps: Walrus can directly store and serve media such as images, sounds, sprites, videos, other game assets, etc. This is publicly available media that can be accessed using HTTP requests at caches to create multimedia dapps. AI-related use cases: Walrus can store clean data sets of training data, datasets with a known and verified provenance, model weights, and proofs of correct training for AI models. Or it may be used to store and ensure the availability and authenticity of an AI model output. Storage of long term archival of blockchain history: Walrus can be used as a lower-cost decentralized store to store blockchain history. For Sui, this can include sequences of checkpoints with all associated transaction and effects content, as well as historic snapshots of the blockchain state, code, or binaries. Support availability for L2s: Walrus enables parties to certify the availability of blobs, as required by L2s that need data to be stored and attested as available to all. This may also include the availability of extra audit data such as validity proofs, zero-knowledge proofs of correct execution, or large fraud proofs. Support a full decentralized web experience: Walrus can host full decentralized web experiences including all resources (such as js, css, html, and media). These can provide content but also host the UX of dapps, enabling fully decentralized front- and back-ends on chain. It brings the full "web" back into "web3". #walrus $WAL @WalrusProtocol
Walrus is an innovative decentralized storage network for blockchain apps and autonomous agents. The Walrus storage system is being released today as a developer preview for Sui builders in order to gather feedback. We expect a broad rollout to other web3 communities very soon! Leveraging innovations in erasure coding, Walrus enables fast and robust encoding of unstructured data blobs into smaller slivers distributed and stored over a network of storage nodes. A subset of slivers can be used to rapidly reconstruct the original blob,
Dusk Foundation Dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions: Native support for compliant issuance of securities and RWAs Identity and permissioning primitives that let you differentiate between public and restricted flows On‑chain logic that can reflect real‑world obligations (eligibility, limits, reporting, etc.) Problem dusk is solving Institutional centric landscape Issuers only have access to fragmented liquidity Institutions must retain custody of users’ assets to ensure legitimate and compliant service transactionsClassic users cannot access and compose all services. Crypto users do not have access to asset-backed tokens The solution user centric landscape Issuers are exposed to global, consolidated liquidityInstitutions have access to instant clearance and settlement without custodianship liabilities There is no distinction between classic and crypto users; Everyone has access to all market sectors. Including crypto Dusk network Productized and profitable smart contractsTokens governed by privacy-preserving smart contractsCompliant with global regulations and local legislationInstant settlement of transactions Investors Cosimo XCosimo XRR2 CapitalBlockwall ManagementBlockwall ManagementBitfinexBitfinex Businesses Easily access financing, trade and automate via smart contracts, outsource costly processes. Institutions Access instant clearance and settlement, use automated compliance, and reduce the fragmentation of liquidity. Users Unprecedented access to diverse, institutional-level assets, directly from a wallet and retaining self-custody. #dusk $DUSK @Dusk_Foundation
#dusk $DUSK @Dusk - dusk foundation dusk mission is to unlock economic inclusion by bringing institution-level assets to anyone's wallet. Dusk has the only privacy-first technology to bring classic finance and real-world assets on-chain. Why Dusk? Built for regulated markets Dusk is designed around the needs of regulated financial institutions.
Nice to see APRO Usage and how it is contributing to the adoption of crypto ecosystem
Fatima_Tariq
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APRO Token Utility, Incentives & Long-Term Vision
If you have been trading for any length of time, you have probably noticed that the most successful projects aren’t always the loudest—they are the ones that become essential infrastructure. As we close out 2025, APRO Oracle has moved firmly into that category. For traders and investors, the "alpha" here isn't just in the tech, but in the economic engine that powers it. The AT token serves as the heartbeat of this entire network, and understanding its utility is the key to seeing where APRO is headed as it targets the multi-trillion dollar Real-World Asset (RWA) and AI markets in 2026.
At the center of APRO’s design is a capped supply of 1 billion tokens, a move that mirrors the scarcity-first mindset we see in Bitcoin. Currently, about 23% of that supply—roughly 230 million tokens—is circulating. Following the high-profile Binance HODLer airdrop on November 27 and the subsequent Bitrue listing on December 3, the token has faced the kind of volatility we expect after a major rollout. But for those looking past the immediate price action, the real story is in how those tokens are allocated. With 25% earmarked for the ecosystem and 20% dedicated specifically to staking rewards, the protocol is clearly prioritizing long-term participants over short-term speculators.
The utility of the AT token is where things get interesting for the active investor. It isn't just a governance placeholder; it is a "Work Token." If you want to run a node and earn rewards from data request fees, you have to stake AT. This creates a powerful buy-side pressure as the network grows. But it’s not a one-way street. APRO employs a slashing mechanism to keep everyone honest. If a node operator submits malicious or wildly inaccurate data—something the protocol’s Verdict Layer catches using AI analysis—they lose a portion of their stake. This "skin in the game" is what allows institutional players to trust APRO with high-value RWA tokenization.
Beyond node operations, staking is the primary way for the community to share in the protocol's success. Throughout December 2025, we have seen a massive push in "Social Mining" and creator campaigns, with Binance Square alone distributing 400,000 AT in rewards. These initiatives are designed to bootstrap a "Trust Mesh" of users who help verify data and report suspicious activity. By rewarding these "human oracles," APRO ensures its data isn't just fast, but contextually accurate. Have you ever wondered why some oracles fail during flash crashes? It’s often because they lack the human-AI hybrid check that APRO has made its signature.
The governance role of the AT token has also evolved significantly as we approach the 2026 roadmap. It is no longer just about voting on which chain to add next. Holders are now actively shaping the "Permissionless Data Source" rules slated for Q1 2026. This is a massive shift toward a truly decentralized marketplace where any developer can propose a new data feed—be it live stream analysis for gaming or title verification for real estate—and the AT community decides if it meets the network’s quality standards. This decentralized curation is what will prevent the protocol from becoming a bloated library of useless data.
Looking at the vision for 2026, APRO is positioning itself as the "Data Operating System" for the AI era. The roadmap is ambitious: moving from simple price feeds to supporting live stream and video analysis. Imagine a smart contract that automatically pays out an insurance claim because an APRO-linked AI node "saw" a storm on a satellite feed, or a prediction market that settles based on a live stream of a political event. This is the "Unstructured Data" frontier that traditional oracles like Chainlink simply aren't built to handle. By building the infrastructure to parse PDFs, images, and video in real-time, APRO is moving from being a DeFi tool to a global utility.
Personally, I see the current phase as the "Foundational Era." The 2025 market has been a proving ground, showing that the network can handle over 125,000 data validations a week without a hitch. As the 2026 vesting schedules for investors and teams kick in, the protocol will need to match that supply with even more utility. The focus on high-frequency, low-latency feeds for Bitcoin-native DeFi—like Runes and the Lightning Network—suggests they are fishing where the fish are. If they can capture even 5% of the growing BTCFi market, the demand for AT tokens as collateral and fee-payment assets could be substantial.
The takeaway for any trader today is that data is the most valuable commodity of the 21st century, but only if it’s true. APRO isn't just betting on a token price; it’s betting on a future where every financial decision is driven by verifiable, AI-filtered information. As the 400,000 AT creator campaign wraps up in early January, keep an eye on the staking participation rates. That is your real indicator of how much the community believes in the long-term mission. #APRO $AT @APRO Oracle
Fascinating to know how APRO security appriach for data infrastructure and bringing alot of used cases to DeFi
#APRO $AT
Fatima_Tariq
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APRO’s Data Architecture, Validation Process, and Security Design
The problem with decentralized finance isn't the code on-chain; it’s the fragility of the data coming from off-chain. If you’re trading derivatives or using collateral in a lending protocol, your liquidation price, your interest rate, and your ultimate financial fate are decided by an oracle price feed. If that feed is manipulated, slow, or inaccurate, the smart contract will execute perfectly, but it will execute an injustice. That’s why the architecture of APRO (Artificial Protocol Oracle) is a fascinating, crucial piece of infrastructure—it’s built to reduce the attack surface of bad data using layers of cryptographic and structural security.
The foundation of APRO’s security is laid by its Decentralized Submitter Nodes. This is a necessary first step that eliminates the single point of failure inherent in centralized APIs or small, permissioned oracle groups. Hundreds or even thousands of independent nodes, run by different operators across various geographical locations, are incentivized with staked $AT tokens to correctly retrieve, validate, and submit data. The financial consequence for any node that submits blatantly false data is having its staked tokens slashed, creating a powerful economic deterrent against malicious behavior. This decentralization is not just ideological; it’s the primary guarantee against censorship and collusion.
The real innovation, however, lies in the Off-Chain Message Protocol (OCMP), which governs how these decentralized nodes actually work together to produce a final, verified price. OCMP is built on the principle of redundancy through aggregation. Individual nodes don't just grab a price from one source; they pull data from multiple, diverse exchanges, data providers, and APIs. The heavy lifting of sorting, filtering, and aggregating this raw data happens off-chain within the OCMP network. This aggregation function is key: it immediately smooths out minor variances, discounts extreme outliers (like a flash crash on a low-liquidity exchange), and generates a robust median price. Only the final, verified, and aggregated result is packaged and sent to the blockchain, minimizing on-chain gas costs and avoiding network congestion. This multi-source verification is what prevents a simple API hack or an exchange outage from breaking the entire oracle feed.
To ensure the integrity of the data during this off-chain processing—where the node owner themselves could potentially tamper with the data—APRO integrates advanced cryptographic techniques. They are a leader in adopting Trusted Execution Environments (TEEs) and Secure Multi-Party Computation (SMPC). Think of a TEE as a secure, hardware-isolated area within the node's processor. The sensitive task of aggregating raw data is executed inside this "black box," protected from the node’s own operating system and software. This offers a hardware-level guarantee that the code running the data aggregation has not been tampered with. Meanwhile, SMPC, which allows multiple nodes to jointly compute a result without revealing their individual, raw data inputs, is used for complex calculations, further enhancing data privacy and security during the verification phase.
Even with all these checks, no oracle system is foolproof, which is why the protocol includes a sophisticated Verdict Layer for dispute resolution. If a DeFi protocol client or another node believes a submitted data point is erroneous or malicious, they can challenge it by staking $AT tokens. The Verdict Layer, which can utilize another dedicated set of highly reliable, security-focused nodes (potentially integrated via an established re-staking layer like Eigenlayer, as seen in their Q1 2026 discussions), acts as a decentralized jury. They review the historical data, the submission trail, and the evidence provided. If the challenge is proven correct, the malicious submitter node's stake is slashed, and the challenger is rewarded. This mechanism enforces absolute accountability and ensures that the economic incentives are always aligned with data truthfulness.
My take as a participant in this market is that APRO represents a necessary evolution. The old oracle models were sufficient for a simpler DeFi landscape. The new era of complex derivative vaults, cross-chain interactions, and tokenized real-world assets demands a system that is paranoid about security at every step. APRO’s combination of decentralized submitters, multi-source OCMP redundancy, TEE hardware security, and a crypto-economic dispute layer is an architectural blueprint for resilient data delivery. It’s a shift from trusting the oracle provider to mathematically enforcing data integrity, a foundational requirement for the next phase of institutional and algorithmic DeFi adoption. The success of APRO isn't just about its own growth; it's about raising the standard of data security for the entire crypto ecosystem. #APRO $AT @APRO Oracle
Fascinating to know what APRO is changing thr gane for data infrastructure and bringing alot of used cases to DeFi
nice #APRO
Fatima_Tariq
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Where APRO Fits in the DeFi Infrastructure Layer Going Forward
The future of Decentralized Finance (DeFi) is going to be incredibly complex, and that complexity isn't going to be solved by faster block times or lower fees alone. It’s going to be solved by smarter data. As a crypto trader, I’ve watched the oracle landscape evolve from simple price feeds to comprehensive data networks, and APRO (Artificial Protocol Oracle) is positioning itself in a critical new spot: the Intelligent Data Layer. It’s not just competing with established oracles like Chainlink; it’s attempting to build the infrastructure for the next phase of Web3, one dominated by AI agents and tokenized Real-World Assets (RWAs).
APRO's Role in the DeFi Infrastructure Layer APRO’s fit in the DeFi stack is not as an application layer, like a DEX or a lending protocol, but as a core middleware service. It’s the invisible, secure pipe that connects the smart contract to the vast, messy, constantly changing external world. The key here is its flexible Hybrid Architecture, offering both Data Push and Data Pull models.
The Data Push system is what we're all familiar with: continuously streaming live data onto the blockchain. This is perfect for high-speed, high-stakes applications like Perpetual Decentralized Exchanges (DEXs), where a stale price feed could lead to massive liquidations and market instability. It provides the low-latency, real-time pricing needed for funding rate calculations and instant collateral checks.
The Data Pull system is more cost-effective and is essential for less time-sensitive, conditional applications like insurance protocols or settlement checks. A smart contract only requests data when a specific event is triggered—say, a user files an insurance claim or a loan reaches maturity—avoiding unnecessary gas fees from constant updates. This flexibility makes APRO attractive to a much wider range of developers, not just those building high-frequency trading platforms.
Expanding Integrations and Real Use Cases The real test of any infrastructure project is its adoption, and APRO has shown strong progress in two key areas: cross-chain compatibility and specialized DeFi niches.
The project is rapidly expanding its reach across a multi-chain environment, currently supporting over 40 blockchain networks, including major ecosystems like BNB Chain, Solana, and even non-EVM chains like TON. Their integration with the TON blockchain in late 2025, for instance, immediately provided the foundation for price data needed to kickstart a DeFi ecosystem on a chain previously lacking robust oracle services. This multi-chain focus is vital because the future of DeFi is unequivocally multi-chain, and an oracle that can securely provide a unified data source across all of them is indispensable.
Within DeFi, APRO's AI-enhanced services are finding specialized use cases:
Lending Protocols: They are providing secure price feeds for collateral valuation and liquidation triggers, as seen in their integration with Lista DAO (a liquid staking and lending protocol) in late 2025.
Prediction Markets: APRO’s Verifiable Random Function (VRF) is key to ensuring fairness in prediction markets and on-chain gaming, where the outcome of an event or the assignment of a prize must be unpredictable yet provably fair.
Compliance and Auditing: APRO’s partnerships, such as the one with Pieverse (October 2025), focus on providing verifiable cross-chain invoices and receipts using standardized formats. This directly addresses the needs of regulated sectors like trade finance and cross-border payments, enhancing demand for its oracle services in regulated environments.
Evolution: The AI and RWA Data Tsunami Where APRO truly distinguishes itself and positions for the future is in its focus on Artificial Intelligence (AI) and Real-World Assets (RWAs). These two narratives are poised to become the next multi-trillion-dollar sectors of Web3, and both are entirely data-dependent.
APRO is evolving into a "data operating system" for AI agents. The AI-enhanced verification layer analyzes incoming data for anomalies, scores its confidence level, and filters out noise before it ever reaches the blockchain. This is critical because AI Agents rely on validated, real-time facts to function autonomously. Without cryptographically secured data, an AI agent cannot be trusted with significant capital or complex decision-making.
Furthermore, APRO is dedicating resources to solving the unstructured data problem for RWAs. Real estate titles, insurance policies, legal contracts, and corporate bond pricing exist in PDF documents, images, and proprietary databases, not in neat JSON price feeds. APRO's Q1 2026 roadmap targets Real Estate/Insurance Schemas, using AI/OCR pipelines to interpret and structure this complex off-chain information into a verifiable on-chain fact. This is the most crucial bridge for institutional RWA adoption; you can't tokenize a property without a trustworthy oracle verifying the off-chain deed.
In my view, the challenge for APRO going forward won't be technological execution, but market positioning and scaling adoption. While the technology—like the use of Trusted Execution Environments (TEEs) planned for 2026 to enhance cross-chain security—is cutting-edge, the oracle space is fiercely competitive. APRO must successfully convert the hype around its AI and RWA capabilities into sustained, revenue-generating utility, convincing major institutional and DeFi players that its multi-layer security and data flexibility make it a superior, future-proof alternative to established protocols. If they succeed, APRO won't just be an oracle; it will be the secure, intelligent data gateway for the next generation of finance. #APRO $AT @APRO Oracle
So Lorenzo protocol is a stable coin protocol backed by the us treasury, sponsored by the sony team ,
Fatima_Tariq
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- LORENZO PROTOCOL 🦠 -
#lorenzoprotocol | $BANK | @Lorenzo Protocol → [ BY FT BEBO ] Sony Bank’s plan to launch a U.S. dollar–pegged stablecoin in 2026 represents one of the clearest examples of mainstream consumer brands entering regulated digital currency issuance, demonstrating that blockchain-native payments are no longer experimental but strategically central to lowering transaction friction and embedding digital money into large-scale ecosystems. By partnering with regulated stablecoin issuer Bastion, which provides issuance, reserve management, and compliance infrastructure, Sony is positioning the token to operate fully within U.S. regulatory frameworks while maintaining interoperability for cross-border transaction. The stablecoin’s integration with Sony’s gaming, entertainment, and subscription platforms creates a natural demand layer, allowing millions of users to transact, settle subscriptions, and purchase digital content with minimal reliance on traditional payment rails. This design reduces costs, speeds settlement, and enables global, frictionless flows, demonstrating how utility-driven adoption underpins value creation in tokenized financial instruments. By embedding the stablecoin into high-frequency transactional environments, velocity, stickiness, and recurring network effects are maximized, which in turn strengthens the token’s economic moat. Regulatory context remains a key determinant of both risk and opportunity. The U.S. GENIUS Act, though not fully implemented, establishes guardrails for fiat-backed stablecoins, including reserve composition, auditing requirements, risk disclosure, and restrictions on deposit-like yield distribution. Compliance with these provisions allows institutions like Sony to design products with confidence, mitigating legal and operational risk while simultaneously creating a defensible first-mover advantage in consumer-centric digital money. Tokenomics are central to valuation. Unlike speculative crypto tokens, a regulated stablecoin derives economic value from usage-based flows rather than market sentiment. Sony’s stablecoin will generate revenue through settlement spreads, issuance/redemption fees, and cross-border transaction facilitation. The protocol’s design aligns incentives between users, infrastructure providers, and investors, with high-quality reserve assets providing systemic stability while enabling controlled yield through compliant mechanisms. Investors evaluating such instruments must focus on fee capture efficiency, reserve yield, and protocol throughput rather than token scarcity or emissions alone. On-chain metrics provide a measurable lens into performance and adoption. Critical indicators include velocity-adjusted token supply, daily settlement volume, liquidity depth, and the proportion of tokens circulating within active ecosystems versus dormant holdings. Metrics such as fee-to-TVL (total value locked) ratios and redemption latency offer additional insight into operational efficiency, while on-chain transparency of reserves and transaction settlements enhances confidence in both stability and regulatory compliance. Reserve management is equally vital. Sony’s stablecoin will rely on high-quality liquid assets such as U.S. dollars and short-term Treasuries, backed by custodial oversight from regulated third parties. The composition, duration, and risk profile of these reserves directly influence both the token’s stability and the underlying capital efficiency. Investors must model potential reserve yield against operational costs and regulatory capital requirements to determine net economic return on protocol activity. Institutional integration and ecosystem design extend valuation beyond simple transactional utility. By linking the stablecoin to Sony’s existing platforms, the token gains embedded demand, creating predictable transaction flows. This integration allows for advanced analytics of adoption, retention, and monetization patterns, which, when combined with on-chain transparency, provide a framework to quantify protocol performance and risk-adjusted returns. Such data-driven modeling is essential for investor-grade evaluation. From a systemic perspective, Sony’s initiative reflects broader market evolution where consumer brands, regulated financial institutions, and blockchain infrastructure converge. Stablecoins increasingly serve as programmable money rails, enabling not just payments but settlement, collateralization, and tokenized financial products. The strategic implication is that adoption is no longer limited to speculative markets but is migrating toward structured, compliant financial ecosystems that scale predictably. The competitive landscape is also reshaping. With other institutions exploring regulated stablecoin issuance — including major banks in the U.S., Europe, and Japan — Sony’s approach of pairing brand integration with regulatory compliance provides a template for how non-bank entities can participate without violating emerging rules. Market share, settlement volume, and transaction velocity will define success as much as the nominal peg or brand reputation. Investor modeling must therefore combine traditional financial metrics with blockchain-native KPIs. Valuation frameworks should incorporate projected transaction volumes, fee capture efficiency, reserve yield, compliance cost, and projected growth of ecosystem adoption. Scenario analysis that accounts for regulatory changes, market competition, and consumer behavior is essential to understanding potential risk-adjusted returns, particularly given the multi-trillion-dollar potential of stablecoin networks under full institutional adoption. Ultimately, Sony Bank’s U.S. dollar stablecoin exemplifies the evolution of digital assets from speculative tokens to regulated, utility-driven infrastructure. By combining strong consumer demand, transparent on-chain reporting, regulatory compliance, and integrated financial design, this initiative highlights the pathways through which programmable money can generate measurable economic value, capture network effects, and provide investors with a robust, quantifiable framework for assessing both opportunity and risk in the emerging tokenized financial ecosystem.
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