Marlin
@MarlinProtocol
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TEE coprocessors for decentralized AI
Joined March 2018
Wondering how to secure your AI agent within a TEE? We’ve got you covered!. Check out our latest post by @roshanrags @0xkrane @PrateekReddyy @0xlinguine:. Securing TEE Apps: A Developer's Guide.
Securing TEE Apps: A Developer's Guide. In this post, @roshanrags, @PrateekReddyy, @0xlinguine and @0xkrane explore the features that have made TEEs popular for crypto x AI, discuss security concerns and lay out some practical solutions to build TEE applications
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Oyster lets you do a lot, and we’ve covered a few of its use cases in our Oyster Menu series. To keep track of things in one place, we’ve collated every dish served into a single thread 🧵. You might wanna bookmark this.
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Celebrating the #OlaDevTestnet Whitelist Application Opening with #OlaGala!. Join the @ola_zkzkvm #galxe event and discover the chance to get 100 USDT in rewards! . 🔗 Participate: ⌚️ Nov 10th, 12:00pm – Jan 10th, 12:00pm UTC. Join the treasure hunt.
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As the merge timeline for Oyster approaches with new features being discussed, developed and merged at breakneck speed, it’s a great time to explore its gills and shell - or rather, its intricate internal systems and interfaces. Enclave lovers, system designers & DAOs 🧵👇
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Gear up, as we dive in & explore the tectonic shifts in the AI landscape & how Oyster's off-chain compute via TEEs could further accelerate its adoption in Web3 - while guaranteeing verifiability & data protection among other factors.
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Oyster is the perfect place for a dApp that wants to stay shell-tered 🦪😉.
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DeepWorm is a first-of-its-kind project that attempts to make a living organism's brain available onchain for humans to interact with. It's not a LLM or AI model. It's a real worm's brain with its neural map measured through biological studies. All powered by Oyster TEEs!.
Today, we begin a groundbreaking journey. We’re bringing the neural architecture of C. elegans to life on-chain, powered by the @MarlinProtocol trusted execution environment (TEE) infrastructure. This is more than code – it’s a digital organism in perpetual execution. 🌐
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Here's a little sneak peek into some of the UI mock-ups for Oyster, the serverless backend for Web 3 👀. The goal is to make the process of onboarding infra providers and users as simplistic and intuitive as possible, leaving the complex stuff where they belong, in the backend 😉
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1/ MEV support for @0xPolygon is here!. You will now be able to send bundles to just as you would to
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Notice for bot operators, validators & other receivers on the Marlin network: . Post March 6, receivers will be required to stake POND to be able to send tickets (proportionate to their stake). Clusters will be rewarded in proportion to submitted tickets.
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⌛️ Larvanet's approaching.🛡️ Nodes req tokens to stake.💰 Validators need to cover costs.🐟 Marlin's a base layer 0 protocol.📈 Economic guarantees req are high.⚖️ Governance has to cater to incongruous communities. The $POND $MPond design rationale 👇.
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Marlin is passing the torch of its @0xPolygonLabs validator slot to @ChorusOne, a veteran in staking infrastructure. Chorus One will continue supporting mev-bor while we focus on what we do best, building the web3 infra stack ⚒️. More info to be shared soon!
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Confidential compute for decentralized AI is turning out to be the need of the hour for developers to build the applications for real-world adoption. We’re pumped to be teaming up with @ionet to provide them with the tools needed to make this happen.
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Did a cool feature update to the MEV dashboard for @0xPolygonLabs 😎. Track how much extra MATIC validators received by running mev-bor, the flashbots client for Polygon, built and maintained by Marlin. Just yesterday, @InfStones got 248% more fees on blocks with MEV bundles.
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This is how it feels to say 'Just run the AI agent inside a TEE'
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How it started vs How its going!. A few more UI bug fixes and touch ups before we reach the home stretch 🏁. Look out for a preview link to play with next week 🤹
Here's a little sneak peek into some of the UI mock-ups for Oyster, the serverless backend for Web 3 👀. The goal is to make the process of onboarding infra providers and users as simplistic and intuitive as possible, leaving the complex stuff where they belong, in the backend 😉
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Marlin is excited to announce a collaboration with @Kontosio, a cutting-edge zk-powered omnichain infrastructure project by @ZecreyLabs, which is supported by Binance Labs. This collaboration will focus on exploring zero-knowledge proof (ZKP) generation technology. Key aspects:
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Some amazing protocols are being built on @symbioticfi including @KalypsoProver 😉.
Discover the projects launching on Symbiotic before the others!. @symbioticfi is buzzing with some of the hottest projects in the restaking space. With the mainnet launch around the corner, you can dive in early here: [. Don't miss out! 💙. Featured
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Kalypso will be collaborating with Symbiotic through an unprecedented design to secure decentralized prover networks with restaked ETH. Prover networks are emerging as a critical component of the ZK end game and ensuring they remain fair, available and accessible is crucial.
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A not so talked about feature of TEEs are that not only can they be used to encumber private keys and sign onchain transactions, but can also expose web2 API endpoints which can be used to. (i) build other web services on top.(ii) directly interact with apps using browsers.
We built a system where the brain of the worm runs in a secure Trusted Execution Environment (TEE), leveraging blockchain infrastructure like HyperEVM and Solana for state integrity, token management, and neural triggers.
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Marlin and @theNotAI are teaming up to enhance the Web3 user experience. NotAI will leverage Marlin's high-performance TEE compute network to power its Telegram-based super app and DeFi offerings. Key Integrations. NotAI will utilize Marlin's network for:. • Quest verification:
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gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin gmarlin.
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1/ 🤝 We’re delighted to announce our partnership with @InjectiveLabs, a Layer 2 protocol that gives traders unparalleled access to new decentralized derivatives markets. Marlin will help increase throughput and trading speeds of the Injective DEX.
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As Web 3 expands, the need for decentralized frontends becomes increasingly important to ensure security and prevent censorship. Oyster is here to cater to this growing market and help applications achieve true decentralization. #DeployOnOyster.
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Updates for the first half of November are here! . Highlights:. 🤓 Our testing environment and the associated subgraphs have been migrated to Rinkeby from Kovan to prepare for integration testing with Arbitrum next week.
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ZK verification of AWS Nitro Enclave attestations is here!. 🕒 ~15 mins to generate a ZKP using Risc0 on a RTX4000 GPU.✅ ~300k gas for verification of the ZK proof (~$0.01 on Arb). Down from ~70M gas when the attestation is verified fully onchain (>200x improvement).
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Absolutely ❤️ the support that the @Polkadot community is showing us! . Participation by DOT stakers and validators in Marlin FlowMint has reached record highs! 🔥. 💰 +$339m in total DOT bonded.🧙 100+ validators. Stake $DOT. Earn $MPond. 💯
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Running an AI agent in a TEE is meaningless if users can’t map it to a source code to verify the developer’s claims. Reproducible builds help ascertain that the enclave image was built from a certain codebase!. Thanks to @tzhen for inviting us 😇.
Reproducible builds for Nitro Enclaves - @roshanrags .
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Staking is LIVE! . Here’s a comprehensive guide on how to stake and delegate your $POND & $MPond.
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Check out Roshan's talk on trustless coprocessors for limitless compute and Marlin Oyster at InfraCon x GrowthCon co-hosted by @Biconomy, @PolyhedraZK, @Transak, @ParticleNtwrk during @token2049.
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In yet another pioneering development, we introduce the first Distributed Key Generation (DKG) ceremony to hold a TEE’s root key amongst 30 nodes in collaboration with @buildwithtaco. TLDR. root keys of AI agents are now secured by not just 3, 5 or 7 but 30 nodes 🤯
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AI agents can pay for their TEE infrastructure in stablecoins on Marlin. The entire workflow from provisioning to payments can be fully coordinated through smart contracts.
AI agents in crypto are so autonomous that they autonomously pay for: . - Cloud bills.- Twitter api subscription .- Anthropic or OpenAI credits.- Langchain credits .- GPU usage.- Coinbase developer platform .- Dev.
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Building apps for TEEs has never been simpler! . Today, we introduce oyster-cvm, an all-encompassing CLI tool that can be used to build, debug, log, deploy, verify & update enclave images using Docker. The beauty: if it works locally, it works in the TEE.
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1/ 🤝 Marlin is delighted to collaborate with @ankr, an infrastructure platform & marketplace for Web3-stack deployment. The partnership will provide Marlin's users with 1-click node deployment options & make low-latency DeFi trading more accessible.
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ZK proofs are changing the game. But finding the right infrastructure can be a challenge. That's why we're thrilled to join the ZkBoost Consortium as a founding member.
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Find us at the TEE Salon today to learn more about: . - how easy it is to deploy enclaves with reproducible builds on Oyster.- how AI Agents can be verifiably run on TEEs. The speaker line up is astounding!.
is coming to Bangkok TODAY:.15:00 - 23:00 UTC+7, 11.10.2024.Agenda: (yes, that's a link!). From the most WTF use cases to whiteboarding Trustless TEEs. Let's co-build the TEE stack, t/acc Ethereum and the Silicon in the future
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A critical piece of the puzzle for AI agents to be fully autonomous is the ability to manage their own wallets, free of external intervention. We’re pumped to be working with Crossmint and bring TEE-support for Agent Wallets!.
Introducing Agent Wallets. Built for AI agent providers + launchpads. Let your agents interact autonomously onchain while maintaining regulatory compliance. End users retain full control of their agents' wallets. Zero custody risk for you as the provider.
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Checks complete and all systems are a go!. The @ChorusOne validator is live and running mev-bor, the flashbots client by Marlin for @0xPolygonLabs . Stake at:
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Wanna generate a SP1 proof in a TEE?. Blog post coming soon 👀.
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Updates for the second half of November are here! . Highlights:. 🛠️ Developed and tested a token bridge UI to Arbitrum for POND & MPond.
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Excited to share that we’re working with @launchcybers to provide a TEE-plugin for their SDK. Combined with their upcoming launchpad, devs looking to deploy agents can opt-in for TEE-infra by Marlin, providing users with the assurance that the agent's code is tamper-proof.
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UPCOMING UPDATE TO THE MARLIN NETWORK. 1/ Marlin is a decentralized network of nodes that allows low-latency transmission of data. Gateways developed for miners, validators and traders enable them to send and receive blocks and transactions using the network.
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dApps with decentralized infra have the highest probability of surviving the test of time.
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Introducing Loki, a dedicated @0xPolygon MEV testnet for validators to smoothly transition to mev-bor on mainnet. ✅ Allows validators to test the stability of mev-bor w/o affecting the mainnet. 🤝 Display interoperability with other clients like core bor.
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Happy New Year everyone! 🎉. 🐟 2021 has been incredible for Marlin and the work done over the past years has been crucial to the network's growth, setting the stage for what is going to be our best year yet! . 🔭 Here's a brief look at some of the major achievements during 2021.
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Had an incredible time sharing insights on TEEs and engaging with fellow researchers.
🌟Enriched by insights from @NethermindEth , @primev_xyz, @MarlinProtocol , @ProjectZKM and @TACEO_IO. With Breakthrough discussions spanning from TEE-secured preconfirmation mechanisms to cross-chain liquidity solutions, and MPC-ZK hybrid systems. Exciting solutions emerged!.
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Marlin is teaming up with @APRO_Oracle to improve the availability of secure and reliable data sources for AI agents. With ever-growing AI agent activity, challenges like man-in-the-middle attacks, data inaccuracy, and errors are also increasing.
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Binance has integrated Marlin on the Arbitrum network providing an alternate way to bridge from L1 to L2 and vice-versa.
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Securing dApps just got easier with Marlin TEEs! . The Oyster CVM CLI lets you deploy in Trusted Execution Environments effortlessly - launch, manage, and verify workloads with simple commands. Dive in with this comprehensive guide by @inamanmonga.
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Interested in restaking POND?. We heard you. In collaboration with @mellowprotocol and @symbioticfi we introduce the restaked POND vault to secure networks like @KalypsoProver - earn Mellow points, Symbiotic points and more!
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We've come a long way. Yet, our journey has just begun. Thank you for the continuous support! ❤️
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Marlin is working with @Aither_protocol to bring secure AI agent execution to Agent Virtual Machines (AVMs). This integration brings hardware-level security guarantees to AVM's containerized environment, ensuring safe and verifiable AI operations.
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Updates for the second half of October are here! . 👀 Contracts updated to new solidity versions in preparation for deployment on Arbitrum. Testing underway & expecting to go live around the end of the month. ✅ Updated the staking UI + added new features.
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GMarlin Dubai! 🇦🇪. We're live at @token2049, pumped to collaborate, innovate, and engage with fellow builders. Looking forward to insightful conversations around AI and TEEs. If you're attending, we'd love to connect! Find us at these events below! 👇
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AI agents require secure access to personal data to act autonomously - without compromising privacy. @Verida_io, a decentralized infrastructure layer, leverages Marlin Oyster (powered by TEEs) to enable confidential computation over encrypted user data.
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Marlin is sponsoring #SmartCon 2023 by @chainlink!. We’re super excited to speak about Oyster & our ZK proof marketplace with some of the brightest minds in Web3. Join us for an overflowing experience with opportunities to connect, experiment, & inspire.
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Marlin Oyster now powers @Exponent_AI's Vector3 Network, delivering computational proof for AI scoring. The TEE platform runs language models in isolated environments, ensuring secure evaluation of LLM outputs.
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The last thing AI sees before it's verifiable
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Excited to share that Marlin and @cortensor are joining forces to build a more accessible, decentralized AI infrastructure. Cortensor’s community-driven AI inference network and Marlin’s TEE-based coprocessor network, Oyster, will integrate to offer users a powerful, flexible AI
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Here are the latest developments for the first half of April!. Highlights:. 🤓 Our Ethereum relay network successfully upgraded itself to the Berlin hard fork without interruptions. 💯 NEAR, IRISnet and Cosmos gates have been integrated with marlinctl.
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We're looking for a Marketing Lead who is excited about AI Agents and TEEs just as we are!. Directly DM or email us at hello at marlin dot foundation
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Excited to share that the decentralized gateway for @MantaNetwork .manta holders on @SpaceIDProtocol via Marlin Oyster is live!. By adding .place to your .manta domain, you'll be simplifying community outreach by providing instant access to @IPFS linked dApps, websites or blogs.
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ZK proving meets shared security! . Congrats to @symbioticfi, @mellowprotocol and @KalypsoProver on going live 🎉 . Developers, apps and sequencers can now delegate zk proof generation to a permissionless prover network secured by ETH, BTC and POND 🐟.
Symbiotic is now live on Ethereum mainnet. After two years of development, five independent audits, and a code competition, we're the first to launch a feature-complete shared security protocol with slashing.
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So many events, such little time! . ZK peeps, you don't wanna miss this one. Marlin will be attending #zkDay in Paris on 19th July 🇫🇷. We can't wait to connect, learn more about the latest innovations and share about Marlin's ZK proof marketplace with fellow enthusiasts.
🎉Amazing news! We've hit 1000 registrations for #zkDay!. 🎊Limited seats available, so arrive early to secure your spot. Doors open at 10:30AM on July 19th, mark your calendar! Follow us for updates on the agenda and speaker announcements. Register now:
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In our previous threads, we saw how Oyster provides internet connectivity to and from the enclave. In this thread, we see how to secure such connections so data sent over them is private and tamperproof.
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Agent Kyra is designed to provide personalized assistance to users, enabling productivity boosts and streamlining tasks. The kicker is you don’t need to worry about your data being shared with third parties (including devs) as execution occurs within Marlin TEEs.
Agent Kyra securely accesses your Verida Vault to search your data and provide highly accurate, personalized responses. All processing happens through @MarlinProtocol’s TEEs, ensuring maximum security and privacy. Get Early Access:
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That's a wrap for #BinanceBlockchainWeek in Dubai. We had a great time attending, speaking, and connecting with an incredible community of builders and innovators. Until next time!
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In our last thread, we saw how Oyster provides internet connectivity to enclave applications. In this thread, we do the opposite - enable applications outside the enclave to connect to servers running inside the enclave.
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Marlin is working with @chromia to introduce a solution for AI agent memory persistence through TEEs. This marks the first implementation of secure, verifiable, and private memory management for AI models running onchain, enabling long-term context retention.
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When devs discover they don't need API keys for using Oyster and can directly lease TEE instances onchain by paying stablecoins
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🎉 Marlin x @3dns_inc giveaway 🎉. To celebrate the launch of 3DNS will be giving away 30 exclusive boxes to our community! 🙌. 🎁 30 prizes (30 winners) .📅 Giveaway runs from Dec 13th to Jan 1st, 11:59 AM UTC. How to Enter:.1.
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TEEs mentioned.
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TEEs solve issues that AI faces today with verifiability and data confidentiality. However, differences across different TEE implementations and the lack of an abstraction layer have limited adoption. Marlin is working with @rena_labs to solve this issue and accelerate adoption.
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Excited to be sponsoring the educational bootcamps by @encodeclub. Marlin will also host Oyster workshops during the camps to showcase what we've built and connect with talent. Camps start on 24th April and are free to attend. See you there! 👋.
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Indulge your senses with today's special: Oracles on Oyster 🦪🔮. Savor the flavors of secure data feeds as we serve up a delightful dining experience for Web3. Enjoy your meal! 🍽️
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There couldn't have been a better gathering of TEE devs. Come join us on 21st Jan 2024 at 5 PM UTC to learn more about securing AI agents in TEEs!.
👾 TEE's x ai agents✨. ai agents are taking over & we’re spilling all the TEE on how TEE is making them smarter, faster, and more secure⚡ . 🔥the lineup🔥.🤖 @prashant_xyz x @blockchainbalak/ Spheron Network .🤖 @marvin_tong / @PhalaNetwork.🤖@conany08/@Rena_labs.🤖
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Hello Thailand! 🇹🇭. Marlin is in bustling Bangkok for @EFDevcon. We're looking forward to connecting with builders and chatting about AI, TEEs and ZK proof outsourcing. Here's where to catch us 👇
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Marlin is 40k strong and growing 🐟🐟🐟. Thank you to everyone for your support ❤️. Onwards!
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We’re cooking up something with @QuillAI_Network and serving TEE compute to their AI agents!. Marlin’s TEE infrastructure within QuillCheck and QuillShield ensures tamper-proof code execution while providing verifiable guarantees directly onchain.
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"You're not bringing up TEEs in front of my friends again, right?". Me:
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Compute offchain, verify onchain.
Unless we know more about the human brain and use blockchain as the basis for the upload of consciousness, we can't achieve anything close to AGI. #DeepWorm simulates the worm's neural networks off chain in a Trusted Execution Environment (TEE) on the @MarlinProtocol network and
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We’re serving up a delectable dish for DAOs to achieve secure and efficient decentralization of their infrastructure with Oyster 🦪. Itadakimasu! 🍽️
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