https://marlin.org

Marlin | Scalable coprocessors for decentralized computemarlin, coprocessors, tee, zk, zero knowledge proof, oyster, kalypso, trusted execution environments, scaling, GPUsMarlin is a verifiable computing protocol featuring TEE and ZK-based coprocessors to delegate complex workloads over a decentralized cloud.Marlin | Scalable coprocessors for decentralized compute Developers Oyster TEE-based serverless coprocessors that scale with demand Kalypso The permissionless ZK proof marketplace for any circuit Github Explore Marlin's client code, developer tools and libraries Docs Dive into protocol design, APIs, validator and user guides Relay Blockchain-agnostic relay network with built-in incentivization Discord Connect with a global community of like-minded developers Solutions MEV mev-bor is the Flashbots client for Polygon PoS AI Train, evaluate and monetize community-owned models DEX Build low-latency exchanges with trustless matching engines Decentralized Frontends Host dynamic sites without a centralized server Decentralized Gateways Access the decentralized web using your favourite web browser Oracles Implement reliable data feeds quickly for any chain and asset Ecosystem Explore Ecosystem Learn more about dApps and projects working with Marlin Forum Engage in thoughful design discussions, or propose integrations Blog Browse through case studies, research and engineering articles Ethereum-Arbitrum Bridge Move POND or MPond from Ethereum to Arbitrum or vice-versa POND-MPond Bridge Seamlessly convert POND to MPond or vice-versa Contribute Participate as an open-source developer or node operator Enter HUB Developers Solutions Ecosystem Marlin HUB Developers Oyster TEE-based serverless coprocessors that scale with demand Kalypso The permissionless ZK proof marketplace for any circuit Github Explore Marlin's client code, developer tools and libraries Docs Dive into protocol design, APIs, validator and user guides Relay Blockchain-agnostic relay network with built-in incentivization Discord Connect with a global community of like-minded developers Solutions MEV mev-bor is the Flashbots client for Polygon PoS AI Train, evaluate and monetize community-owned models DEX Build low-latency exchanges with trustless matching engines Decentralized Frontends Host dynamic sites without a centralized server Decentralized Gateways Access the decentralized web using your favourite web browser Oracles Implement reliable data feeds quickly for any chain and asset Ecosystem Explore Ecosystem Learn more about dApps and projects working with Marlin Forum Engage in thoughful design discussions, or propose integrations Blog Browse through case studies, research and engineering articles Ethereum-Arbitrum Bridge Move POND or MPond from Ethereum to Arbitrum or vice-versa POND-MPond Bridge Seamlessly convert POND to MPond or vice-versa Contribute Participate as an open-source developer or node operator Scalable coprocessors for decentralized compute Develop powerful applications by accessing and processing data verifiably Start Building SCALE The GPU for onchain execution Marlin allows computations to be delegated to offchain microservices with proofs and attestations verified onchain Accelerate execution Verifiable offchain execution doesn't require replication of the entire computation and can thus provide results comparatively faster. Reduce cost Onchain verification of proofs or attestations is usually orders of magnitude cheaper than carrying out the entire computation onchain. Prevent IP theft Data and logic of computations carried out offchain are not visible onchain or to the host machine in the case of enclaves and cryptographic schemes. MODULAR We know one size doesn't fit all Easily express your trust, cost and performance preferences Offchain services powered by TEEs Deploy your backends or extend your smart contracts with minimal changes Discover The ZK proof marketplace Generate proofs for any circuit or zkVM with support for confidential inputs Explore Chain abstraction Ability to run trustless servers offchain enable transparent onchain execution abstracting away the underlying chain Modular x Integrated Easily plug-and-play coprocessors on any chain via a relay contract and offer users a uniquely integrated experience Scalable Auto-scaling and fault tolerance allow applications to seamlessly cater to increasing workloads without failing EXPRESSIVE Write code using familiar languages and frameworks Execute verifiable programs on a serverless infrastructure that scales easily Build Compute Verify Fast development cycles Port existing Python, C++ or Go apps or use your favourite zkVM Easy maintenance Seamlessly import Rust crates, ML or crypto libraries for better auditability Fire-and-forget Deploy your programs reliably with a single click and scale with demand Support private inputs Keep models and prompts private via confidential computing on H100s Cheap verification Trustlessly verify results using ZK proofs or TEE attestations Infinite composability Effortlessly consume results of one computation as input to another APPLICATIONS Explore the ecosystem Discover the vast variety of dApps that can leverage Marlin coprocessors All Bitcoin L2 Gateways AI DeFi Validators Blockchain View more Asula View more View more Sigmoid View more View more View more View more Scale AI models without compromises Train and deploy ML models verifiably with the choice to keep both models and inputs private Tutorial: Deploy llama on Oyster Transform DeFi, social & gaming apps Leverage offchain computing to price options, make dynamic autonomous worlds or generate recommendations Demo: Gearbox liquidation bot BACKED BY THE BEST Resources Resources We have countless blog posts to get you started Oyster Benchmarking Oyster, the TEE-based crypto x AI coprocessor against zkML In the previous part of this article series, we explored the pitfalls of centralized AI and how web 3 could alleviate them. However, running models on-chain is impossible without paying extremely high gas fees. Case Study Kalypso ZK proof generation for Noir circuits with private inputs using TEEs In our previous article, ‘Securing decentralized ZK prover networks through restaking’, we explored the case for prover marketplaces, briefly touched upon the architecture of Networking Networking within AWS Nitro Enclaves: A Tale of Two Proxies AWS Nitro Enclaves is a Trusted Execution Environment (TEE) implementation based on the AWS Nitro TPM security chip. It provides integrity and confidentiality guarantees for Kalypso Symbiotic Securing decentralized ZK prover networks through restaking We are pleased to share that Kalypso, the ZK proof marketplace, will be collaborating with Symbiotic in a first of its kind partnership to secure decentralized prover networks with restaked ETH. AI Case Study Accelerating the adoption of AI in Web3 The current AI landscape is dominated by centralized, closed source and oligopolistic tech giants. A small number of corporations control the most high performant models and this is largely due to the extreme centralizing forces that are conducive to model development and inference. Frontends Case Study Oyster TEE + 3DNS = on-chain management of verifiable decentralized frontends As protocols strive for increased decentralization, operating community-owned frontends remains a fleeting goal for most projects. One particular challenge lies in the domain registration process where the responsibility of maintaining a domain falls upon an individual or entity. Oyster Use cases The various applications of Oyster TEEs Oyster lets you do a lot, and we’ve covered a few of its use cases in our Oyster Menu series. Design Engineering On-chain verification of Nitro Enclave attestations Trusted Execution Environments (TEEs) ensure computational integrity by executing code on hardware that’s isolated from the rest of the system. This prevents other applications, including the host, from modifying the results of computations executed in them. View all articles 2024 Marlin Foundation | All Rights Reserved Nothing herein constitutes an offer to sell, or the solicitation of an offer to buy, any securities or tokens. Developers Oyster Kalypso Relay mev-bor Resources Documentation Blog Research Marlin Hub Support Discord Telegram Media Kit Contribute General Terms of Use Privacy Policyenen1730742796https://marlin.org

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