# embeddings_queue

created_at: 2024-07-04 09:11:18
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\singularityAboutUs.txt:None:5

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt:None:5", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2023/08/world-mobile-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/world-mobile-color.png)\\\n\\\nWorld Mobile was founded with a far-reaching goal: to connect everyone, everywhere while advocating for economic freedom and dignity.](https://worldmobile.io \"World Mobile\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/08/Earthwise-grey-1.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/Earthwise-color-1.png)\\\n\\\nEARTHwise\u2019s mission is to catalyze the necessary inner and outer transformations for human thriving in harmony with our planet, for generations to come.](https://www.earthwisecentre.org \"EARTHwise\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/08/Purecipher-grey-1.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/Purecipher-color-2.png)\\\n\\\nPureCipher is a leading provider of solutions that enable Trusted AI for AI safety.](https://purecipher.com \"PureCipher\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/cardano-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/cardano-1.png)\\\n\\\nCardano is a blockchain platform for changemakers, innovators.](https://cardano.org/ \"Cardano\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/hanson-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/hanson-1.png)\\\n\\\nA Robotics company known for its human-like robots with A.I](https://www.hansonrobotics.com/ \"Hanson Robotics\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/ocean-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/ocean-1.png)\\\n\\\nOcean is a decentralized data exchange protocol that unlocks data for AI.](https://oceanprotocol.com/ \"Ocean\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/swae-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/swae.png)\\\n\\\nAn A.I powered crowdsourcing & idea management platform.](https://swae.io/ \"Swae\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/toda-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/toda.png)\\\n\\\nA communication layer protocol to build applications and platforms.](https://www.toda.network/ \"Toda\")"}


created_at: 2024-07-04 09:11:18
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\singularityAboutUs.txt:None:6

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt:None:6", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/07/epikprotocol-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/epikprotocol.png)\\\n\\\nAI-first blockchain that aims at an open and collaborative AI data network.](https://www.epik-protocol.io/ \"Epic Protocol\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/cisco-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/cisco.png)\\\n\\\nCisco help companies transform how people connect, communicate & collaborate.](https://www.cisco.com/ \"Cisco\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/mlabs-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/mlabs.png)\\\n\\\nA Haskell, Rust, Blockchain and AI consultancy.](https://mlabs.city/ \"Mlab\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/inkling-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/inkling.png)\\\n\\\nGameFi User Generated Content Game](https://inklingorigins.com/ \"Inklingorigins\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/06/SIMULI.png) ![](https://singularitynet.io/wp-content/uploads/2023/06/SIMULI.png)\\\n\\\nA leading company developing artificial intelligence-focused hardware and microprocessors.](https://simuli.ai \"Simuli\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/mandala.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/mandala-color.png)\\\n\\\nBuilding an Enlightenment Simulator](https://www.enterthemandala.com/ \"Mandala\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/ldacapital.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/ldacapital-color.png)\\\n\\\nSingularityNET and SingularityDAO secured a $25 million commitment with Global investment group LDA Capital Limited, to accelerate the growth of decentralized Defi AI.](https://www.ldacap.com/ \"LDA Capital\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/coti.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/coti-color.png)\\\n\\\nCogito offers a framework for creating tracercoins, which are new classes of digital assets including a non-fiat pegged stablecoin.](https://coti.io/ \"CoTI\")"}


created_at: 2024-07-04 09:11:18
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\singularityAboutUs.txt:None:7

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt:None:7", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/11/genescient.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/genescient-color.png)\\\n\\\nSingularityNET and Rejuve.AI have launched a partnership with Genescient to apply advanced ML to transfer insights gained from the Methuselah fly genome to the human genome.](https://www.genescient.com/ \"Genescient\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/tradeflow.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/tradeflow-color.png)\\\n\\\nTransforms the risk associated with SME company import/export Commodity transactions into investment Grade products for Banks and Investors.](https://tradeflow.capital/ \"Tradeflow Capital\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/museverse.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/museverse-color.png)\\\n\\\nBuilding tools for musicians that will allow playing, performing and jamming in virtual reality/metaverse with a rewarding system.](https://www.muse-verse.io/ \"MuseVerse\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/hedge.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/hedge-color.png)\\\n\\\nHedge Technologies is an integrated RegTech solution provider, and are working on FinCrime, AML KYC & Regulatory requirements.](https://the-hedge.io/ \"Hedge\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/vidmozn.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/vidmozn-color.png)\\\n\\\nMozn harnesses the capability of AI and Machine Learning in AML and network analysis, and bringing global enterprise tools to fighting financial crimes.](https://mozn.sa/ \"Mozn\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/06/smartplaces-2.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/smartplaces-color.png)\\\n\\\nSmart Places brings the power of decentralized Artificial Intelligence (AI) to the next generation of social media.](https://www.smart-places.io/ \"Smart Places\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/06/chrono-bw.png) ![](https://singularitynet.io/wp-content/uploads/2023/06/chrono-color.png)\\\n\\\nThe leading global provider of blockchain-based solutions aimed at the HR and recruitment sector.](https://chrono.tech \"ChronoTech\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\singularityAboutUs.txt:None:8

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\singularityAboutUs.txt:None:8", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/07/sginovate-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/sginovate.png)\\\n\\\nSGInnovate invest, and help entrepreneurial scientists find their path to success.](https://www.sginnovate.com/ \"Sginovate\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/partners-img6-hover.svg) ![](https://singularitynet.io/wp-content/uploads/2022/07/partners-img6-hover.svg)\\\n\\\nPartner with Us](https://singularitynet.io/contact/ \"Partner with Us\")\n\n[](#top \"Scroll to top\")\n\nWe use cookies to provide you with the best possible experience. They also allow us to analyze user behavior in order to constantly improve the website for you. [Privacy Policy](https://public.singularitynet.io/privacy_policy.html)\n\nCookie SettingsAccept All\n\nManage consent\n\nClose\n\n#### Privacy Overview\n\nThis website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the ...\n\nNecessary\n\n Necessary\n\nAlways Enabled\n\nNecessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.\n\n| Cookie | Duration | Description |\n| --- | --- | --- |\n| cookielawinfo-checkbox-analytics | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Analytics\". |\n| cookielawinfo-checkbox-functional | 11 months | The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category \"Functional\". |\n| cookielawinfo-checkbox-necessary | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category \"Necessary\". |\n| cookielawinfo-checkbox-others | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Other. |\n| cookielawinfo-checkbox-performance | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Performance\". |\n| viewed\\_cookie\\_policy | 11 months | The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data. |\n\nFunctional\n\n Functional\n\nFunctional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.\n\nPerformance\n\n Performance\n\nPerformance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.\n\nAnalytics\n\n Analytics\n\nAnalytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.\n\nAdvertisement\n\n Advertisement"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\singularityAboutUs.txt:None:9

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created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETRoadMAP.txt:None:0

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt:None:0", "chroma:document": "SingularityNET Roadmap\n======================\n\n[![SingularityNET Roadmap](https://singularitynet.io/wp-content/uploads/2022/09/roadmap.png \"SingularityNET Roadmap\")Click to enlarge](https://singularitynet.io/wp-content/uploads/2022/09/roadmap.png \"SingularityNET Roadmap\")\n\nSingularityNET Roadmap\n======================\n\nAt SingularityNET, we are working on a number of interrelated projects that all share the same goal of achieving a beneficial technological singularity. We are actively building our core technologies of OpenCog Hyperon, AI-DSL and the SingularityNET AI platform, supported by distributed computing from NuNet, optimized blockchain interactions through Hypercycle, and a strong partnership with Cardano. At the same time we are driving utilization of the SingularityNET platform by seeding it with AI services from a number of spin-off projects in strategically selected vertical markets.\n\nThese pages provide an overview of many of the central building blocks that have been completed in 2022 or are in progress, as well as a library of our extensive monthly and quarterly updates. More milestones for 2023 will be added in Q4.\n\n*   [Current Roadmap](#current-roadmap)\n    \n*   [Status Updates](#status-updates)\n    \n*   [Completed](#completed)\n    \n\n### Please check back later for updates\n\n[##### SingularityNET Operations Update\u200a\u2014\u200aQ3...](https://www.youtube.com/watch?v=02R-sKTY_QA)\n\n02/11/2022\n\n[Blog ![](https://singularitynet.io/wp-content/uploads/2022/11/1_HAQmOf6bnA8Kw0VsqE4UiA.png)](https://blog.singularitynet.io/singularitynet-operations-update-q3-2022-c14501432410)\n \n\n[##### Operations Update Q3 2022](https://blog.singularitynet.io/singularitynet-operations-update-q3-2022-c14501432410)\n\n02/11/2022\n\n[Blog ![](https://singularitynet.io/wp-content/uploads/2022/09/0_Qg2S1T44XRPjHheO.png)](https://blog.singularitynet.io/singularitynet-latest-ecosystem-updates-july-2022-2b8f2ae80529)\n \n\n[##### SingularityNET Latest Ecosystem Updat...](https://blog.singularitynet.io/singularitynet-latest-ecosystem-updates-july-2022-2b8f2ae80529)\n\n12/07/2022\n\n[##### Inside SingularityNET | July 2022](https://www.youtube.com/watch?v=0pnxNLsWgKI)\n\n21/06/2022\n\n[##### Inside SingularityNET | Ecosystem Lea...](https://www.youtube.com/watch?v=qaC-DdqN8Z0)\n\n21/06/2022\n\n[##### Pod-Leader Meeting Update May](https://www.youtube.com/watch?v=D6G-YhD3dtU)\n\n23/05/2022"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETRoadMAP.txt:None:1

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt:None:1", "chroma:document": "21/06/2022\n\n[##### Pod-Leader Meeting Update May](https://www.youtube.com/watch?v=D6G-YhD3dtU)\n\n23/05/2022\n\nBlog ![](https://singularitynet.io/wp-content/uploads/2022/09/0_JjA4ODUxIkIUI2e-.png) \n\n##### Operations Update \u2014 Q2 2022\n\n22/09/2022\n\n[Blog ![](https://singularitynet.io/wp-content/uploads/2022/09/1_CTfuDwEnYcFdRDEv_OzoQg.png)](https://blog.singularitynet.io/singularitynet-reports-strong-financials-for-2021-b938f5e3dead)\n \n\n[##### SingularityNET Reports Strong Financi...](https://blog.singularitynet.io/singularitynet-reports-strong-financials-for-2021-b938f5e3dead)\n\n22/09/2021\n\n##### Mindplex Magazine Launch\n\n###### Completed: Q1 2023\n\nMindplex\n\nMindplex is to launch its magazine. Live on https://magazine.mindplex.ai\n\n*   [Visit Website](https://magazine.mindplex.ai/)\n    \n\n##### Complete Release Tononi Phi code on Platform\n\n###### Completed: Q4 2022\n\nSingularityNET\n\nRelease of the gauge of progress toward AGI.\n\n##### Deep Funding \u2013 Governance voting proposal\n\n###### Completed: Q4 2022\n\nDeep Funding\n\nDeep Funding community governance experiment.\n\n*   [Visit Website](https://deepfunding.ai/)\n    \n\n##### Deep Funding \u2013 Round 2 launch\n\n###### Completed: Q4 2022\n\nDeep Funding\n\nSecond round of Deep Funding.\n\n*   [Visit Website](https://deepfunding.ai/)\n    \n\n*   1\n*   [2](https://singularitynet.io/roadmap/page/2/)\n    \n*   [3](https://singularitynet.io/roadmap/page/3/)\n    \n*   [4](https://singularitynet.io/roadmap/page/4/)\n    \n*   [5](https://singularitynet.io/roadmap/page/5/)\n    \n*   [6](https://singularitynet.io/roadmap/page/6/)\n    \n*   [7](https://singularitynet.io/roadmap/page/7/)\n    \n*   [](https://singularitynet.io/roadmap/page/2/)\n    \n\n[](#top \"Scroll to top\")\n\nWe use cookies to provide you with the best possible experience. They also allow us to analyze user behavior in order to constantly improve the website for you. [Privacy Policy](https://public.singularitynet.io/privacy_policy.html)\n\nCookie SettingsAccept All\n\nManage consent\n\nClose\n\n#### Privacy Overview\n\nThis website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the ...\n\nNecessary"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETRoadMAP.txt:None:2

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt:None:2", "chroma:document": "Cookie SettingsAccept All\n\nManage consent\n\nClose\n\n#### Privacy Overview\n\nThis website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the ...\n\nNecessary\n\n Necessary\n\nAlways Enabled\n\nNecessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.\n\n| Cookie | Duration | Description |\n| --- | --- | --- |\n| cookielawinfo-checkbox-analytics | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Analytics\". |\n| cookielawinfo-checkbox-functional | 11 months | The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category \"Functional\". |\n| cookielawinfo-checkbox-necessary | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category \"Necessary\". |\n| cookielawinfo-checkbox-others | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Other. |\n| cookielawinfo-checkbox-performance | 11 months | This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category \"Performance\". |\n| viewed\\_cookie\\_policy | 11 months | The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data. |\n\nFunctional\n\n Functional\n\nFunctional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.\n\nPerformance\n\n Performance\n\nPerformance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.\n\nAnalytics\n\n Analytics\n\nAnalytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.\n\nAdvertisement\n\n Advertisement\n\nAdvertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.\n\nOthers\n\n Others\n\nOther uncategorized cookies are those that are being analyzed and have not been classified into a category as yet.\n\nSAVE & ACCEPT\n\n \n\nSingularityNET\n\n28.4K subscribers\n\n[Inside SingularityNET | September 2022](https://www.youtube.com/watch?v=02R-sKTY_QA)\n\nSingularityNET\n\nSearch\n\nInfo\n\nShopping\n\nTap to unmute\n\nIf playback doesn't begin shortly, try restarting your device.\n\nYou're signed out\n\nVideos you watch may be added to the TV's watch history and influence TV recommendations. To avoid this, cancel and sign in to YouTube on your computer.\n\nCancelConfirm\n\nShare\n\nInclude playlist\n\nAn error occurred while retrieving sharing information. Please try again later.\n\nWatch later\n\nShare\n\nCopy link\n\nWatch on\n\n0:00\n\n0:00 / 1:48:46\u2022Live\n\n\u2022"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETRoadMAP.txt:None:3

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETRoadMAP.txt:None:3", "chroma:document": "CancelConfirm\n\nShare\n\nInclude playlist\n\nAn error occurred while retrieving sharing information. Please try again later.\n\nWatch later\n\nShare\n\nCopy link\n\nWatch on\n\n0:00\n\n0:00 / 1:48:46\u2022Live\n\n\u2022\n\n[](https://www.youtube.com/watch?v=02R-sKTY_QA \"Watch on YouTube\")\n\nSingularityNET\n\n28.4K subscribers\n\n[Inside SingularityNET | July 2022](https://www.youtube.com/watch?v=0pnxNLsWgKI)\n\nSingularityNET\n\nSearch\n\nInfo\n\nShopping\n\nTap to unmute\n\nIf playback doesn't begin shortly, try restarting your device.\n\nYou're signed out\n\nVideos you watch may be added to the TV's watch history and influence TV recommendations. To avoid this, cancel and sign in to YouTube on your computer.\n\nCancelConfirm\n\nShare\n\nInclude playlist\n\nAn error occurred while retrieving sharing information. Please try again later.\n\nWatch later\n\nShare\n\nCopy link\n\nWatch on\n\n0:00\n\n0:00 / 1:56:47\u2022Live\n\n\u2022\n\n[](https://www.youtube.com/watch?v=0pnxNLsWgKI \"Watch on YouTube\")\n\nSingularityNET\n\n28.4K subscribers\n\n[Inside SingularityNET | Ecosystem Leaders Meeting - June 2022](https://www.youtube.com/watch?v=qaC-DdqN8Z0)\n\nSingularityNET\n\nSearch\n\nInfo\n\nShopping\n\nTap to unmute\n\nIf playback doesn't begin shortly, try restarting your device.\n\nYou're signed out\n\nVideos you watch may be added to the TV's watch history and influence TV recommendations. To avoid this, cancel and sign in to YouTube on your computer.\n\nCancelConfirm\n\nShare\n\nInclude playlist\n\nAn error occurred while retrieving sharing information. Please try again later.\n\nWatch later\n\nShare\n\nCopy link\n\nWatch on\n\n0:00\n\n0:00 / 2:05:42\u2022Live\n\n\u2022\n\n[](https://www.youtube.com/watch?v=qaC-DdqN8Z0 \"Watch on YouTube\")\n\nSingularityNET\n\n28.4K subscribers\n\n[Pod-Leader Meeting Update May](https://www.youtube.com/watch?v=D6G-YhD3dtU)\n\nSingularityNET\n\nSearch\n\nInfo\n\nShopping\n\nTap to unmute\n\nIf playback doesn't begin shortly, try restarting your device.\n\nYou're signed out\n\nVideos you watch may be added to the TV's watch history and influence TV recommendations. To avoid this, cancel and sign in to YouTube on your computer.\n\nCancelConfirm\n\nShare\n\nInclude playlist\n\nAn error occurred while retrieving sharing information. Please try again later.\n\nWatch later\n\nShare\n\nCopy link\n\nWatch on\n\n0:00\n\n0:00 / 2:14:19\u2022Live\n\n\u2022\n\n[](https://www.youtube.com/watch?v=D6G-YhD3dtU \"Watch on YouTube\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:0

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:0", "chroma:document": "About SingularityNET\n====================\n\n![](https://img.youtube.com/vi/LZkADy2RRoA/sddefault.jpg)\n\nAbout SingularityNET\n====================\n\nSingularityNET was founded by Dr. Ben Goertzel with the mission of creating a decentralized, democratic, inclusive and beneficial Artificial General Intelligence. An \u2018AGI\u2019 that is not dependent on any central entity, that is open for anyone and not restricted to the narrow goals of a single corporation or even a single country.\n\nSingularityNET team includes seasoned engineers, scientists, researchers, entrepreneurs, and marketers. Our core platform and AI teams are further complemented by specialized teams devoted to application areas such as finance, robotics, biomedical AI, media, arts and entertainment.\n\n#### Our Team\n\n#### Founding Team\n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\") ![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\")\n\n#### Dr. Ben Goertzel\n\nCEO and Chief Scientist\n\n*   [](https://www.linkedin.com/in/bengoertzel/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/bengoertzel/ \"Linkedin\")\n\n*   [](https://goertzel.org/)\n    \n\n###### [Visit Website](https://goertzel.org/ \"Visit Website\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/David-Hanson.png \"Dr. David Hanson\") ![](https://singularitynet.io/wp-content/uploads/2022/09/David-Hanson.png \"Dr. David Hanson\")\n\n#### Dr. David Hanson\n\nCo-founder\n\n*   [](https://www.linkedin.com/in/david-hanson-a51162/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/david-hanson-a51162/ \"Linkedin\")\n\n*   [](https://www.hansonrobotics.com/leadership/)\n    \n\n###### [Visit Website](https://www.hansonrobotics.com/leadership/ \"Visit Website\")\n\n#### Executive Team\n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\") ![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\")\n\n#### Dr. Ben Goertzel\n\nCEO and Chief Scientist\n\n*   [](https://www.linkedin.com/in/bengoertzel/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/bengoertzel/ \"Linkedin\")\n\n*   [](https://goertzel.org/)\n    \n\n###### [Visit Website](https://goertzel.org/ \"Visit Website\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:1

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:1", "chroma:document": "###### [Linkedin](https://www.linkedin.com/in/bengoertzel/ \"Linkedin\")\n\n*   [](https://goertzel.org/)\n    \n\n###### [Visit Website](https://goertzel.org/ \"Visit Website\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/Janet-Adams.jpg \"Janet Adams\") ![](https://singularitynet.io/wp-content/uploads/2022/09/Janet-Adams.jpg \"Janet Adams\")\n\n#### Janet Adams\n\nChief Operating Officer\n\n*   [](https://www.linkedin.com/in/janet-adams-ai/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/janet-adams-ai/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/1520291159242.jpg \"Mario Casiraghi\") ![](https://singularitynet.io/wp-content/uploads/2022/09/1520291159242.jpg \"Mario Casiraghi\")\n\n#### Mario Casiraghi\n\nHead of Crypto\n\n*   [](https://www.linkedin.com/in/macasiraghi/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/macasiraghi/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/10/Matt-Ikle.jpg \"Dr. Matt Ikle\") ![](https://singularitynet.io/wp-content/uploads/2022/10/Matt-Ikle.jpg \"Dr. Matt Ikle\")\n\n#### Dr. Matt Ikle\n\nChief Science Officer\n\n*   [](https://www.linkedin.com/in/matthewikle)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/matthewikle \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/Jan-Horling-Image.jpg \"Jan Horlings\") ![](https://singularitynet.io/wp-content/uploads/2022/09/Jan-Horling-Image.jpg \"Jan Horlings\")\n\n#### Jan Horlings\n\nChief Deep Funding Officer\n\n*   [](https://www.linkedin.com/in/janhorlings/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/janhorlings/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2023/04/Sergey_Shalyapin-copy.png \"Sergey Shalyapin\") ![](https://singularitynet.io/wp-content/uploads/2023/04/Sergey_Shalyapin-copy.png \"Sergey Shalyapin\")\n\n#### Sergey Shalyapin\n\nChief Technology Officer\n\n*   [](https://www.linkedin.com/in/sergey-shalyapin-489547271/)"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:2

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:2", "chroma:document": "#### Sergey Shalyapin\n\nChief Technology Officer\n\n*   [](https://www.linkedin.com/in/sergey-shalyapin-489547271/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/sergey-shalyapin-489547271/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2023/04/photo_beard2-1.jpeg \"Dr. Alexey Potapov\") ![](https://singularitynet.io/wp-content/uploads/2023/04/photo_beard2-1.jpeg \"Dr. Alexey Potapov\")\n\n#### Dr. Alexey Potapov\n\nChief AGI Officer\n\n*   [](https://www.linkedin.com/in/alexey-potapov-agi/?locale=en_US)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/alexey-potapov-agi/?locale=en_US \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2023/07/Screenshot-2023-07-06-at-20.42.24.png \"Dr. Mihaela Ulieru\") ![](https://singularitynet.io/wp-content/uploads/2023/07/Screenshot-2023-07-06-at-20.42.24.png \"Dr. Mihaela Ulieru\")\n\n#### Dr. Mihaela Ulieru\n\nChief AI Alchemist\n\n*   [](https://www.linkedin.com/in/mihaelaulieru/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/mihaelaulieru/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2023/07/2023-01-10-12.13.17-1.jpg \"Alex Blagirev\") ![](https://singularitynet.io/wp-content/uploads/2023/07/2023-01-10-12.13.17-1.jpg \"Alex Blagirev\")\n\n#### Alex Blagirev\n\nStrategic Initiatives Officer\n\n*   [](https://www.linkedin.com/in/alexei-blagirev/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/alexei-blagirev/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2023/07/Screenshot-2023-07-06-at-20.39.39.png \"Loic Claveau\") ![](https://singularitynet.io/wp-content/uploads/2023/07/Screenshot-2023-07-06-at-20.39.39.png \"Loic Claveau\")\n\n#### Loic Claveau\n\nChief Marketing Officer\n\n*   [](https://www.linkedin.com/in/lclaveau/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/lclaveau/ \"Linkedin\")\n\n#### Foundation Board"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:3

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:3", "chroma:document": "#### Loic Claveau\n\nChief Marketing Officer\n\n*   [](https://www.linkedin.com/in/lclaveau/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/lclaveau/ \"Linkedin\")\n\n#### Foundation Board\n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\") ![](https://singularitynet.io/wp-content/uploads/2022/07/Dr.-Ben-Goertzel-Image.jpg \"Dr. Ben Goertzel\")\n\n#### Dr. Ben Goertzel\n\nCEO and Chief Scientist\n\n*   [](https://www.linkedin.com/in/bengoertzel/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/bengoertzel/ \"Linkedin\")\n\n*   [](https://goertzel.org/)\n    \n\n###### [Visit Website](https://goertzel.org/ \"Visit Website\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/07/cassiop.webp \"Cassio Pennachin\") ![](https://singularitynet.io/wp-content/uploads/2022/07/cassiop.webp \"Cassio Pennachin\")\n\n#### Cassio Pennachin\n\nMember\n\n*   [](https://www.linkedin.com/in/penachin/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/penachin/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/David_Lake.png \"David Lake\") ![](https://singularitynet.io/wp-content/uploads/2022/09/David_Lake.png \"David Lake\")\n\n#### David Lake\n\nMember\n\n![](https://singularitynet.io/wp-content/uploads/2022/10/Ugo-Di-Leva-.png \"Ugo Di Leva\") ![](https://singularitynet.io/wp-content/uploads/2022/10/Ugo-Di-Leva-.png \"Ugo Di Leva\")\n\n#### Ugo Di Leva\n\nMember\n\n*   [](https://www.linkedin.com/in/ugo-di-leva-7659a56/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/ugo-di-leva-7659a56/ \"Linkedin\")\n\n#### Supervisory Council\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/1627290703265.jpg \"David Orban\") ![](https://singularitynet.io/wp-content/uploads/2022/09/1627290703265.jpg \"David Orban\")\n\n#### David Orban\n\nManaging Advisor\n\n*   [](https://www.linkedin.com/in/davidorban/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/davidorban/ \"Linkedin\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:4

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:4", "chroma:document": "#### David Orban\n\nManaging Advisor\n\n*   [](https://www.linkedin.com/in/davidorban/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/davidorban/ \"Linkedin\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/09/Screenshot-2022-10-17-at-1.28.42-PM-e1665995466106.png \"Penny Wong\") ![](https://singularitynet.io/wp-content/uploads/2022/09/Screenshot-2022-10-17-at-1.28.42-PM-e1665995466106.png \"Penny Wong\")\n\n#### Penny Wong\n\n*   [](https://www.linkedin.com/in/pennywong/)\n    \n\n###### [Linkedin](https://www.linkedin.com/in/pennywong/ \"Linkedin\")\n\n*   [](https://www.decision84.com/penny-wong)\n    \n\n###### [Visit Website](https://www.decision84.com/penny-wong \"Visit Website\")\n\n### Our Partners\n\n [![](https://singularitynet.io/wp-content/uploads/2023/12/Fetch-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/12/Fetch-color.png)\\\n\\\nCreating AI platforms and services that let anyone build and deploy AI services at scale, anytime and anywhere.](https://fetch.ai \"Fetch\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/12/Internet-Computer-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/12/Internet-Computer-color.png)\\\n\\\nThe DFINITY Foundation is a not-for-profit organization with a mission to shift cloud computing into a fully\u00a0decentralized\u00a0state. The Foundation leveraged its experience to create the Internet Computer and currently operates as a major contributor to the network.](https://dfinity.org/ \"DFINITY\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/10/Vechain-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/10/Vechain-color.png)\\\n\\\nVechainThor is a leading enterprise-grade L1 public blockchain, spearheading a digital revolution from a sustainable, highly scalable smart contract platform.](https://www.vechain.org \"vechain\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/09/HAQQ-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/09/HAQQ-color.png)\\\n\\\nEthics-first network that welcomes sustainability-centered developers, validators and open source contributors as well as Muslim innovators in sustainable Finance.](https://haqq.network \"HAQQ\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:5

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:5", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2023/08/world-mobile-grey.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/world-mobile-color.png)\\\n\\\nWorld Mobile was founded with a far-reaching goal: to connect everyone, everywhere while advocating for economic freedom and dignity.](https://worldmobile.io \"World Mobile\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/08/Earthwise-grey-1.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/Earthwise-color-1.png)\\\n\\\nEARTHwise\u2019s mission is to catalyze the necessary inner and outer transformations for human thriving in harmony with our planet, for generations to come.](https://www.earthwisecentre.org \"EARTHwise\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/08/Purecipher-grey-1.png) ![](https://singularitynet.io/wp-content/uploads/2023/08/Purecipher-color-2.png)\\\n\\\nPureCipher is a leading provider of solutions that enable Trusted AI for AI safety.](https://purecipher.com \"PureCipher\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/cardano-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/cardano-1.png)\\\n\\\nCardano is a blockchain platform for changemakers, innovators.](https://cardano.org/ \"Cardano\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/hanson-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/hanson-1.png)\\\n\\\nA Robotics company known for its human-like robots with A.I](https://www.hansonrobotics.com/ \"Hanson Robotics\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/ocean-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/ocean-1.png)\\\n\\\nOcean is a decentralized data exchange protocol that unlocks data for AI.](https://oceanprotocol.com/ \"Ocean\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/swae-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/swae.png)\\\n\\\nAn A.I powered crowdsourcing & idea management platform.](https://swae.io/ \"Swae\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/toda-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/toda.png)\\\n\\\nA communication layer protocol to build applications and platforms.](https://www.toda.network/ \"Toda\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:6

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:6", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/07/epikprotocol-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/epikprotocol.png)\\\n\\\nAI-first blockchain that aims at an open and collaborative AI data network.](https://www.epik-protocol.io/ \"Epic Protocol\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/cisco-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/cisco.png)\\\n\\\nCisco help companies transform how people connect, communicate & collaborate.](https://www.cisco.com/ \"Cisco\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/mlabs-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/mlabs.png)\\\n\\\nA Haskell, Rust, Blockchain and AI consultancy.](https://mlabs.city/ \"Mlab\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/inkling-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/inkling.png)\\\n\\\nGameFi User Generated Content Game](https://inklingorigins.com/ \"Inklingorigins\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/06/SIMULI.png) ![](https://singularitynet.io/wp-content/uploads/2023/06/SIMULI.png)\\\n\\\nA leading company developing artificial intelligence-focused hardware and microprocessors.](https://simuli.ai \"Simuli\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/mandala.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/mandala-color.png)\\\n\\\nBuilding an Enlightenment Simulator](https://www.enterthemandala.com/ \"Mandala\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/ldacapital.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/ldacapital-color.png)\\\n\\\nSingularityNET and SingularityDAO secured a $25 million commitment with Global investment group LDA Capital Limited, to accelerate the growth of decentralized Defi AI.](https://www.ldacap.com/ \"LDA Capital\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/coti.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/coti-color.png)\\\n\\\nCogito offers a framework for creating tracercoins, which are new classes of digital assets including a non-fiat pegged stablecoin.](https://coti.io/ \"CoTI\")"}


created_at: 2024-07-04 09:11:18
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encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTeams.txt:None:7

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:7", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/11/genescient.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/genescient-color.png)\\\n\\\nSingularityNET and Rejuve.AI have launched a partnership with Genescient to apply advanced ML to transfer insights gained from the Methuselah fly genome to the human genome.](https://www.genescient.com/ \"Genescient\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/tradeflow.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/tradeflow-color.png)\\\n\\\nTransforms the risk associated with SME company import/export Commodity transactions into investment Grade products for Banks and Investors.](https://tradeflow.capital/ \"Tradeflow Capital\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/museverse.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/museverse-color.png)\\\n\\\nBuilding tools for musicians that will allow playing, performing and jamming in virtual reality/metaverse with a rewarding system.](https://www.muse-verse.io/ \"MuseVerse\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/hedge.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/hedge-color.png)\\\n\\\nHedge Technologies is an integrated RegTech solution provider, and are working on FinCrime, AML KYC & Regulatory requirements.](https://the-hedge.io/ \"Hedge\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/11/vidmozn.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/vidmozn-color.png)\\\n\\\nMozn harnesses the capability of AI and Machine Learning in AML and network analysis, and bringing global enterprise tools to fighting financial crimes.](https://mozn.sa/ \"Mozn\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/06/smartplaces-2.png) ![](https://singularitynet.io/wp-content/uploads/2022/11/smartplaces-color.png)\\\n\\\nSmart Places brings the power of decentralized Artificial Intelligence (AI) to the next generation of social media.](https://www.smart-places.io/ \"Smart Places\")\n\n [![](https://singularitynet.io/wp-content/uploads/2023/06/chrono-bw.png) ![](https://singularitynet.io/wp-content/uploads/2023/06/chrono-color.png)\\\n\\\nThe leading global provider of blockchain-based solutions aimed at the HR and recruitment sector.](https://chrono.tech \"ChronoTech\")"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTeams.txt:None:8", "chroma:document": "[![](https://singularitynet.io/wp-content/uploads/2022/07/sginovate-grey.png) ![](https://singularitynet.io/wp-content/uploads/2022/07/sginovate.png)\\\n\\\nSGInnovate invest, and help entrepreneurial scientists find their path to success.](https://www.sginnovate.com/ \"Sginovate\")\n\n [![](https://singularitynet.io/wp-content/uploads/2022/07/partners-img6-hover.svg) ![](https://singularitynet.io/wp-content/uploads/2022/07/partners-img6-hover.svg)\\\n\\\nPartner with Us](https://singularitynet.io/contact/ \"Partner with Us\")"}


created_at: 2024-07-04 09:11:18
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTecnology.txt:None:0

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:0", "chroma:document": "*   [Technology](https://singularitynet.io/technology/)\n    \n*   [Ecosystem](https://singularitynet.io/ecosystem/)\n    \n\n[![](https://singularitynet.io/wp-content/uploads/2022/08/Logo.svg)](https://singularitynet.io)\n\n*   [About](https://singularitynet.io/about)\n    \n*   Menu ![](https://singularitynet.io/wp-content/themes/snet/images/Menu-icon.svg) ![](https://singularitynet.io/wp-content/themes/snet/images/close-icon.svg)  \n\n### What We Do\n\n*   [Technology](https://singularitynet.io/technology/)\n    \n*   [Ecosystem](https://singularitynet.io/ecosystem/)\n    \n*   [Loyalty Rewards](https://loyalty.singularitynet.io/)\n    \n*   [Deep Funding](https://deepfunding.ai/)\n    \n*   [Research](https://singularitynet.io/research-initiatives/)\n    \n*   [Publications](https://singularitynet.io/publication/)\n    \n\n### Who We Are\n\n*   [SingularityNET Foundation](https://singularitynet.io/aboutus/)\n    \n*   [Team](https://singularitynet.io/aboutus/#team)\n    \n*   [Roadmap](https://singularitynet.io/roadmap/)\n    \n*   [Jobs](https://singularitynet.io/jobs/)\n    \n*   [Contact](https://singularitynet.io/contact/)\n    \n*   [Press Media Kit](https://singularitynet.io/contact/)\n    \n\n### Community\n\n*   [Official Blog](https://blog.singularitynet.io/)\n    \n*   [Telegram](https://telegram.me/singularitynet)\n    \n*   [Discord](https://discord.com/invite/snet)\n    \n*   [News & Events](https://singularitynet.io/newsroom/)\n    \n*   [Ambassador Program](https://singularitynet.io/ambassador-program/)\n    \n*   [Github](https://github.com/singnet)\n    \n*   [Forum](https://singularitynet.io/contact/)\n    \n*   [Decentralization Events](https://decentralizing.singularitynet.io)\n    \n\n### Featured Products"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:1", "chroma:document": "### Featured Products\n\n*   [AI Marketplace](https://beta.singularitynet.io/)\n    \n*   [AGIX Staking](https://staking.singularitynet.io/howitworks)\n    \n*   [AI Publisher](https://publisher.singularitynet.io/)\n    \n*   [Developer Portal](https://dev.singularitynet.io/)\n    \n*   [Bridge](https://bridge.singularitynet.io/)\n    \n\n*   [](https://blog.singularitynet.io/ \"Medium\")\n    \n*   [](https://telegram.me/singularitynet \"Telegram\")\n    \n*   [](https://discord.com/invite/snet \"Discord\")\n    \n*   [](https://twitter.com/singularitynet \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/singularitynet/ \"Linkedin\")\n    \n*   [](https://www.instagram.com/singularitynet.io/ \"Instagram\")\n    \n*   [](https://www.facebook.com/singularityNET.io \"Facebook\")\n    \n*   [](https://www.youtube.com/c/SingularityNET \"Youtube\")\n    \n\n[Home /](https://singularitynet.io \"Home\")\n [Blog /](https://singularitynet.io/blog \"Blog\")\n [In the future, algorithms may barter between each other to make better decisions](https://singularitynet.io/in-the-future-algorithms-may-barter-between-each-other-to-make-better-decisions/ \"In the future, algorithms may barter between each other to make better decisions\")\n\n![](https://singularitynet.io/wp-content/uploads/2022/08/5f22b22dc3579b1a10117835d863ebe0.png)\n\n### In the future, algorithms may barter between each other to make better decisions\n\nAugust 30, 2022/ 0 Comments / in Quartz / Greg Kuebler\n\nWhen trying to comprehend AI algorithms, it might be easiest to think of them as little artisan workers. Some have been carefully trained to transcribe speech into text like the scribes of early history, while others spent days (an eternity in Algorithm Years) learning to identify objects in images.\n\nBut they\u2019re only good at their one trade\u2014a key reason why Sophia the robot, the first robot citizen,\u00a0[isn\u2019t actually as smart](https://qz.com/1121547/how-smart-is-the-first-robot-citizen/)\n\u00a0as a human. The company that makes Sophia, Hanson Robotics, has become adept at linking different, highly-specific algorithms like image recognition and speech transcription in a way that mimics what humans might be doing when we hear a question and formulate a response."}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:2", "chroma:document": "To build a better robot, Hanson Robotics needs more and better code. To do this, Hanson executives have launched a side venture that will allow independent coders to be compensated for their AI\u2019s labor, or have their AI trade its own labor in return for work done by other coders\u2019 AIs. Called\u00a0[SingularityNET](https://singularitynet.io/)\n, it\u2019s a marketplace built on a blockchain, the technology underpinning Bitcoin, that allows AI systems to barter with each other.\n\n\u201cThere\u2019s this vastly underutilized collection of AI code out there,\u201d says Ben Goertzel, CEO of SingularityNET and CTO of Hanson Robotics. \u201cIt\u2019s a more automated way to take your code, wrap it in an API, and have people pay attention.\u201d\n\nGoing off the analogy that AIs are artisan workers, imagine SingularityNET as the virtual village square. Artisans\u2014the AI\u2014barter or exchange money for different services, and it\u2019s all recorded on SingularityNET\u2019s blockchain. For instance, an algorithm that finds objects in video, but cannot process the accompanying audio in a video, might request that task from others on SingularityNET. That request would come with an offer for a portion of the blockchain\u2019s currency, or an equal exchange of its own video analysis services.\n\nGoertzel says the ability to \u201cstack\u201d machine learning algorithms like this, where compute power is bartered like money and decisions are made by constellations of cooperative but disparate algorithms, has the ability to create more robust AI systems. These systems aren\u2019t smarter because the algorithms themselves are more efficient, but because they\u2019re orchestrated and verified by this central blockchain.\n\nDevelopers today already integrate multiple AI algorithms from cloud service providers like Google, IBM, and\u00a0[Clarifai](https://www.clarifai.com/)\n\u00a0into their apps and services without a blockchain,\u00a0but SingularityNET would theoretically allow complex stacks of algorithms to configure themselves. Plus, the entire process would be recorded on a blockchain.\n\nSingularityNET hopes to launch the token\u2014the currency used between AIs called the artificial general intelligence coin\u2014on Nov. 29. As with other initial coin offerings, it\u2019s a largely unregulated way to\u00a0[grab a ton of cash](https://qz.com/994466/the-new-cryptocurrency-gold-rush-digital-tokens-that-raise-millions-in-minutes/)\n, even if the\u00a0[Kurzweilian](https://futurism.com/kurzweil-claims-that-the-singularity-will-happen-by-2045/)\n\u00a0branding doesn\u2019t woo independent AI developers..\n\n[Quartz](https://singularitynet.io/category/quartz/)\n\n![Alternative Text](https://secure.gravatar.com/avatar/ff22e30a575249abd38203142f562792?s=96&d=mm&r=g)\n\n###### Greg Kuebler\n\nAuthor\n\n![](https://singularitynet.io/wp-content/uploads/2022/08/Logo.svg)\n\nHome of Benevolent AI & AGI"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:3", "chroma:document": "###### Greg Kuebler\n\nAuthor\n\n![](https://singularitynet.io/wp-content/uploads/2022/08/Logo.svg)\n\nHome of Benevolent AI & AGI\n\n*   [](https://blog.singularitynet.io/ \"Medium\")\n    \n*   [](https://www.facebook.com/singularityNET.io \"Facebook\")\n    \n*   [](https://telegram.me/singularitynet \"Telegram\")\n    \n*   [](https://discord.com/invite/snet \"Discord\")\n    \n*   [](https://twitter.com/singularitynet \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/singularitynet/ \"Linkedin\")\n    \n*   [](https://www.instagram.com/singularitynet.io/ \"Instagram\")\n    \n*   [](https://www.youtube.com/c/SingularityNET \"YouTube\")\n    \n\nSubscribe to Newsletter\n\nAll Things SingularityNET Ambassador Program SNET Developer Community Deep Funding Program HyperCycle\n\n \n\nLeave this field empty if you're human: \n\n*   [](https://blog.singularitynet.io/ \"Medium\")\n    \n*   [](https://www.facebook.com/singularityNET.io \"Facebook\")\n    \n*   [](https://telegram.me/singularitynet \"Telegram\")\n    \n*   [](https://discord.com/invite/snet \"Discord\")\n    \n*   [](https://twitter.com/singularitynet \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/singularitynet/ \"Linkedin\")\n    \n*   [](https://www.instagram.com/singularitynet.io/ \"Instagram\")\n    \n*   [](https://www.youtube.com/c/SingularityNET \"Youtube\")\n    \n\n##### Sitemap\n\n*   [Home](https://singularitynet.io/)\n    \n*   [Technology](https://singularitynet.io/technology/)\n    \n*   [Ecosystem](https://singularitynet.io/ecosystem/)\n    \n*   [Deep Funding](https://deepfunding.ai/)\n    \n*   [Research](https://singularitynet.io/research-initiatives/)\n    \n*   [About](https://singularitynet.io/aboutus/)\n    \n*   [Contact](https://singularitynet.io/contact/)\n    \n*   [News & Events](https://singularitynet.io/newsroom/)\n    \n*   [Jobs](https://singularitynet.io/jobs/)\n    \n\n##### Technology"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityNETTecnology.txt:None:4

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:4", "chroma:document": "##### Technology\n\n*   [AI Platform](https://singularitynet.io/technology/#ai-platform)\n    \n*   [AI \u2013 DSL](https://singularitynet.io/technology/#agix-token-tools)\n    \n*   [AGIX Token Tools](https://singularitynet.io/technology/#agix-token-tools)\n    \n*   [Opencog Hyperon](https://singularitynet.io/technology/#opencog-hyperon)\n    \n\n##### Ecosystem\n\n*   [SingularityDAO](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Rejuve.AI](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Nunet](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [SophiaVerse](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Awakening Health](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Jam Galaxy](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [HyperCycle](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Mindplex](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [View All](https://singularitynet.io/ecosystem/)\n    \n\n##### Community\n\n*   [Official Blog](https://blog.singularitynet.io/)\n    \n*   [Telegram](https://telegram.me/singularitynet)\n    \n*   [Discord](https://discord.com/invite/snet)\n    \n*   [News & Events](https://singularitynet.io/newsroom/)\n    \n*   [Ambassador Program](https://singularitynet.io/ambassador-program/)\n    \n*   [Github](https://github.com/singnet)\n    \n*   [Forum](https://singularitynet.io/contact/)\n    \n*   [Decentralization Events](https://decentralizing.singularitynet.io)\n    \n\n\u00a9 2024 SingularityNET.\n\n[Cookie Policy](https://public.singularitynet.io/privacy_policy.html \"Cookie concent policy\")\n and [Privacy Policy](https://public.singularitynet.io/privacy_policy.html \"Privacy Policy\")\n."}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityNETTecnology.txt:None:5", "chroma:document": "\u00a9 2024 SingularityNET.\n\n[Cookie Policy](https://public.singularitynet.io/privacy_policy.html \"Cookie concent policy\")\n and [Privacy Policy](https://public.singularitynet.io/privacy_policy.html \"Privacy Policy\")\n.\n\n[![](https://singularitynet.io/wp-content/uploads/2022/08/717_aHR0cHM6Ly9zMy5jb2ludGVsZWdyYXBoLmNvbS9zdG9yYWdlL3VwbG9hZHMvdmlldy84MDAxNDU2ZGNlNDM5MjFiZmYyODFmMDJjNDQwMGI4My5qcGc-80x80.jpg)Domino\u2019s Pizza Malaysia & Singapore to Integrate DLT-Based AI for Lo...](https://singularitynet.io/dominos-pizza-malaysia-singapore-to-integrate-dlt-based-ai-for-logistics/)\n[](#top \"Scroll to top\")\n\nWe use cookies to provide you with the best possible experience. They also allow us to analyze user behavior in order to constantly improve the website for you. [Privacy Policy](https://public.singularitynet.io/privacy_policy.html)"}


created_at: 2024-07-04 09:11:18
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnology Ecosystem.txt:None:0

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt:None:0", "chroma:document": "Ecosystem Overview\n==================\n\n[![Ecosystem Overview](https://singularitynet.io/wp-content/uploads/2024/05/Ecosystem.png \"Ecosystem Overview\")Click to enlarge](https://singularitynet.io/wp-content/uploads/2024/05/Ecosystem.png \"Ecosystem Overview\")\n\nEcosystem Overview\n==================\n\nWhile building the foundations for AGI, SingularityNET is also bootstrapping an ecosystem of organizations that will fuel the platform with AI services and create massive utilization of the AGIX token. These SingularityNET spin-offs are being developed across a number of strategically selected vertical markets which include DeFi, Robotics, Biotech and Longevity, Gaming and Media, Arts and Entertainment (Music), and Enterprise-level AI.\n\nSingularityNET acts like an incubator providing guidance, funding and expertise to these ventures with the goal of turning the initiatives into a successful and fully independent entity in the true spirit of decentralization. Below you will find an overview of these projects, ranging from new emerging ventures to fully operational and entirely independent organizations.\n\n### Current Ecosystem\n\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png \"Zarqa\")](https://singularitynet.io/ecosystem/zarqa/ \"View Details\")\n[Zarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.](https://singularitynet.io/ecosystem/zarqa/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/ \"View Details\")\n    \n*   [Official Website](https://www.zarqa.ai/ \"Official Website\")\n    \n\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png \"Yaya Labs\")](https://singularitynet.io/ecosystem/yaya-labs/ \"View Details\")\n[Yaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).](https://singularitynet.io/ecosystem/yaya-labs/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/ \"View Details\")\n    \n*   [Official Website](https://www.yayalabs.io \"Official Website\")\n    \n\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png \"Rejuve.Bio\")](https://singularitynet.io/ecosystem/rejuve-bio/ \"View Details\")\n[Rejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.](https://singularitynet.io/ecosystem/rejuve-bio/ \"View Details\")"}


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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnology Ecosystem.txt:None:1

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt:None:1", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/ \"View Details\")\n    \n*   [Official Website](https://www.rejuve.bio/ \"Official Website\")\n    \n\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png \"Cogito\")](https://singularitynet.io/ecosystem/cogito/ \"View Details\")\n[Cogito provides institutional-grade investment products by bringing traditional financial assets onchain.](https://singularitynet.io/ecosystem/cogito/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/ \"View Details\")\n    \n*   [Official Website](https://www.cogito.finance \"Official Website\")\n    \n\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg \"SingularityDAO\")](https://singularitynet.io/ecosystem/singularitydao/ \"View Details\")\n[SingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.](https://singularitynet.io/ecosystem/singularitydao/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/ \"View Details\")\n    \n*   [Official Website](https://singularitydao.ai/ \"Official Website\")\n    \n\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg \"Rejuve.AI\")](https://singularitynet.io/ecosystem/rejuve/ \"View Details\")\n[Rejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.](https://singularitynet.io/ecosystem/rejuve/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/ \"View Details\")\n    \n*   [Official Website](https://rejuve.ai/ \"Official Website\")\n    \n\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg \"Nunet\")](https://singularitynet.io/ecosystem/nunet/ \"View Details\")\n[NuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.](https://singularitynet.io/ecosystem/nunet/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/ \"View Details\")\n    \n*   [Official Website](https://nunet.io/ \"Official Website\")"}


created_at: 2024-07-04 09:11:18
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt:None:2", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/nunet/ \"View Details\")\n    \n*   [Official Website](https://nunet.io/ \"Official Website\")\n    \n\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png \"SophiaVerse\")](https://singularitynet.io/ecosystem/sophiadao/ \"View Details\")\n[SophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.](https://singularitynet.io/ecosystem/sophiadao/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/ \"View Details\")\n    \n*   [Official Website](https://www.sophiaverse.ai/ \"Official Website\")\n    \n\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png \"Awakening Health\")](https://singularitynet.io/ecosystem/awakening-health/ \"View Details\")\n[Awakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.](https://singularitynet.io/ecosystem/awakening-health/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/ \"View Details\")\n    \n*   [Official Website](http://awakening.health/ \"Official Website\")\n    \n\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png \"Jam Galaxy\")](https://singularitynet.io/ecosystem/jam-galaxy/ \"View Details\")\n[Jam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.](https://singularitynet.io/ecosystem/jam-galaxy/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/ \"View Details\")\n    \n*   [Official Website](https://www.jamgalaxy.com/ \"Official Website\")\n    \n\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png \"HyperCycle\")](https://singularitynet.io/ecosystem/hypercycle/ \"View Details\")\n[A new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.](https://singularitynet.io/ecosystem/hypercycle/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/ \"View Details\")\n    \n*   [Official Website](https://hypercycle.ai/ \"Official Website\")"}


created_at: 2024-07-04 09:11:18
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Ecosystem.txt:None:3", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/hypercycle/ \"View Details\")\n    \n*   [Official Website](https://hypercycle.ai/ \"Official Website\")\n    \n\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png \"Mindplex\")](https://singularitynet.io/ecosystem/mindplex/ \"View Details\")\n[A decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.](https://singularitynet.io/ecosystem/mindplex/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/ \"View Details\")\n    \n*   [Official Website](http://mindplex.ai/ \"Official Website\")\n    \n\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png \"TrueAGI\")](https://singularitynet.io/ecosystem/trueagi/ \"View Details\")\n[TrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.](https://singularitynet.io/ecosystem/trueagi/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/ \"View Details\")\n    \n*   [Official Website](https://trueagi.io/ \"Official Website\")\n    \n\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png \"Singularity Studio\")](https://singularitynet.io/ecosystem/singularity-studio/ \"View Details\")\n[Singularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.](https://singularitynet.io/ecosystem/singularity-studio/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/ \"View Details\")\n    \n*   [Official Website](https://singularity.studio/ \"Official Website\")\n    \n\n[![Twin Protocol](https://singularitynet.io/wp-content/uploads/2024/03/Twin-Protocol-2024-Color-Positive.png \"Twin Protocol\")](https://singularitynet.io/ecosystem/twin-protocol/ \"View Details\")\n[Train your digital twin to do your work for you.](https://singularitynet.io/ecosystem/twin-protocol/ \"View Details\")\n\n*   [View Details](https://singularitynet.io/ecosystem/twin-protocol/ \"View Details\")\n    \n*   [Official Website](https://www.twinprotocol.com/ \"Official Website\")"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnology EcosystemNuNet.txt:None:0

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology EcosystemNuNet.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology EcosystemNuNet.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nNunet\n-----\n\n*   [](https://t.me/NuNet_Community \"Telegram\")\n    \n*   [](https://twitter.com/nunet_global \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/nunet-global/ \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Nunet-Banner.png)\n\n*   [Overview](#overview_)\n    \n*   [Technology & Features](#technology_features)\n    \n*   [Business Model](#business_model)\n    \n*   [Tokenomics](#tokenomics)\n    \n\n### Overview\n\nNuNet is building a decentralized computing network on a global scale. This network will let anyone share and monetize their spare computing resources. The compute platform will provide globally distributed and optimized computing resources for decentralized networks \u2014 including the SingularityNET platform, marketplace and ecosystem.\n\nA huge reservoir of computing potential remains untapped \u2013 the latent opportunity residing in private computers, smartphones and other smart devices, when not in active use, add up to computing power that can far exceed the world\u2019s current fastest supercomputer. Similarly, the massive potential for crowdsourcing the creation and curation of decentralized datasets remains unrealized.\n\nNuNet is the decentralized compute layer for the creation of a truly decentralized technology infrastructure stack, creating equal and open compute resources, which is vital to researching and building decentralized AI, blockchains, software, and the decentralized global brain.\n\n[nunet.io](https://nunet.io/)\n\n### Technology & Features\n\nNuNet is on a mission to tie the world\u2019s computing resources, data and ingenuity together through a powerful API of a group of APIs. The aim is to introduce these resources to the SingularityNET ecosystem first and it includes:\n\n*   AI service calls to NuNet to run on a network of decentralized hardware.\n*   The SingularityNET developers community will be able to propose their services and use NuNet for serverless deployment or deploy the services themselves.\n\nNuNet and SingularityNET together provide both hardware and software to build efficient AI while keeping the services decentralized.\n\n### Business Model\n\nOffering optimized decentralized global computing power and storage for distributed computing.\n\nNuNet\u2019s physical computing infrastructure has a technical and business layer above it and distributed computing and data frameworks like SingularityNET and DAIA below it. NuNet\u2019s open source nature lets it implement several existing technological solutions offered by AI, general computing, cryptography, blockchain and other domains. The end goal is to create an infrastructure to offer decentralized and optimized computing power and storage that makes computing platforms and processes distributed,\n\n### Tokenomics\n\nNuNet\u2019s tokenomics is an economic layer on\u00a0 top of the technical application of the platform. This economic layer is important to sustain development and operation of a decentralized ecosystem.\n\n*   Computing resource providers will compete to offer cost-efficient and reliable computational processes requested by AI services.\u00a0\n*   AI service providers will compete to provide precise and efficient algorithms for AI engines.\n*   Data providers will compete to ensure best quality and most reliable data is supplied to the AI algorithms.\n\n### More Ecosystem Projects\n\n[](#)"}


created_at: 2024-07-04 09:16:07
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created_at: 2024-07-04 09:16:07
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created_at: 2024-07-04 09:16:07
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology EcosystemNuNet.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology EcosystemNuNet.txt:None:3", "chroma:document": "[](#)\n\n[](#)\n\n[](#)\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png)](https://singularitynet.io/ecosystem/jam-galaxy/)\n\nJam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png)](https://singularitynet.io/ecosystem/mindplex/)\n\nA decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [Official Website](http://mindplex.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)"}


created_at: 2024-07-04 09:16:07
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnology EcosystemNuNet.txt:None:4

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created_at: 2024-07-04 09:16:07
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnology Platform.txt:None:0

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt:None:0", "chroma:document": "Technology Platform\n===================\n\n[![Technology Platform](https://singularitynet.io/wp-content/uploads/2022/10/tech-image-banner.png \"Technology Platform\")Click to enlarge](https://singularitynet.io/wp-content/uploads/2022/10/tech-image-banner.png \"Technology Platform\")\n\nTechnology Platform\n===================\n\nSingularityNET Platform is an open and decentralized network of AI services made accessible through the Blockchain. Developers publish their services to the SingularityNET network, where they can be used by anyone with an internet connection. Developers are able to charge for the use of their services using the native AGIX token.\n\nServices can provide inference or model training across myriad domains such as image, video, speech, text, time-series, bio-AI, and network analysis. The services can be as simple as wrapping a well-known algorithm, a complete end-to-end solution for an industry problem, or a standalone AI application. Developers can also deploy autonomous AI agents that interoperate with other services on the network.\n\n*   [AI Platform](#ai-platform \"AI Platform\")\n    \n*   [AI - DSL](#ai-dsl \"AI - DSL\")\n    \n*   [AGIX Token Tools](#agix-token-tools \"AGIX Token Tools\")\n    \n*   [Opencog Hyperon](#opencog-hyperon \"Opencog Hyperon\")\n    \n\n### AI Platform\n\n##### AI Marketplace\n\n![AI Marketplace](https://singularitynet.io/wp-content/uploads/2022/10/AI-Marketplace.jpg \"AI Marketplace\")\n\nThe core platform performs essential functionality such as facilitating trustless and automated transactions based on our multiparty escrow, publishing new AI services and organizations on the blockchain, tracking successful API calls and defining pricing strategies. On top of the platform, the AI Marketplace offers a rich user interface that allows users to easily find, assess, and try out services registered on the platform. Most services offer a limited number of free API-calls so users can get a good impression of what the service has to offer. Beyond that users can pay for additional services directly with our native AGIX token or with fiat currency using our Paypal integration.\n\nEach service hosted on the marketplace is represented by a profile page that offers information about the service including media gallery visuals, pricing, install & run instructions, the reputation rating and free demo options. There is a wide and growing collection of services on our marketplace, ranging from image manipulation to gene sequencing and more!\n\n##### Features\n\n###### Explore Diverse AI Services\n\nThe AI Marketplace hosts a wide variety of AI services published by SNET and other organizations. Easily find what you are looking for.\n\n###### Demo AI Services Free\n\nTry it out yourself! Majority of services have free demo calls that you can try right away. Input your parameters and data and let AI process your request instantly.\n\n###### Make It Your AI\n\nEasily install & run AI services. Regardless of your tech capabilities, you can now seamlessly integrate a service to your website, app or other product via the SingularityNET AI Marketplace.\n\n###### Multiple Pricing Options\n\nChoose different pricing options based on your AI service integration needs.\u00a0 You can easily pay with AGIX or fiat options with our PayPal integration.\n\n###### Train Your Own AI Models\n\nComing Soon!\u00a0 AI training will allow you to train and customize models for AI services in the way you specifically need for your integrations.\n\n###### Scalable AI Services"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt:None:1", "chroma:document": "Choose different pricing options based on your AI service integration needs.\u00a0 You can easily pay with AGIX or fiat options with our PayPal integration.\n\n###### Train Your Own AI Models\n\nComing Soon!\u00a0 AI training will allow you to train and customize models for AI services in the way you specifically need for your integrations.\n\n###### Scalable AI Services\n\nAI Marketplace makes AI accessible for small or large scale needs.\u00a0 AI is for everyone!\n\n[Visit AI Marketplace](https://beta.singularitynet.io/ \"Visit AI Marketplace\")\n [Read Documentation](https://dev.singularitynet.io/docs/overview/ \"Read Documentation\")\n\n### AI Platform\n\n##### AI Publisher\n\n![AI Publisher](https://singularitynet.io/wp-content/uploads/2022/10/AI-Publisher.png \"AI Publisher\")\n\nAI service providers publish and monetize your AI services onto our open decentralized AI marketplace, extending developers\u2019 reach to obtain more customers globally.\n\nAI publishers also get free access to advanced AI app capabilities, AI usage analytics, team management & coordination, financial management of their AI services and extensive beta testing tools.\n\n##### Features\n\n###### Manage AI services in one hub\n\nEditors and developers can easily\u00a0 test, refine, and deploy AI services to the blockchain and easily distribute to multiple platforms and global regions from one interface.\n\n###### Engage new AI audiences\n\nTrack usage analytics of your global consumer users to improve your AI. Increase your global exposure.\n\n###### Project teams and roles\n\nPublisher infrastructure helps AI teams work better together by unifying AI services in one hub, so developers, business managers, and other professionals can build simultaneously.\n\n###### Collect AGIX Tokens\n\nGain AGIX tokens for all of your AI services and transfer them to your preferred wallet and team members.\n\n[Visit AI Publisher](https://publisher.singularitynet.io/ \"Visit AI Publisher\")\n [Read Documentation](https://publisher.singularitynet.io/howitworks \"Read Documentation\")\n\n### AI - Domain Specific Language (DSL)\n\n![](https://singularitynet.io/wp-content/uploads/2022/10/AI-Domain-Specific-Language-DSL-Image.jpg)\n\nAI-DSL is a transformative component in the next phase of our platform that will enable separate narrow services to form ad-hoc workflow collaborations to fulfill more complex tasks than any single service would be capable of.\n\nAI-DSL is an AI service that will not require a strict predefined format of inputs and outputs of the services. This will allow it to orchestrate ad-hoc workflows of fitting services to execute a requested task. Due to the growing number of services on the platform the requirements will evolve to include both functional and non-functional variables (like lowest cost, highest speed, best reliability etc.) based on our reputation system for AIs.\n\n[View Github](https://github.com/singnet/ai-dsl)\n [Read Documentation](https://blog.singularitynet.io/ai-dsl-toward-a-general-purpose-description-language-for-ai-agents-21459f691b9e)\n\n### AGIX Token Tools\n\n##### AGIX Staking\n\n![AGIX Staking](https://singularitynet.io/wp-content/uploads/2022/10/AGIX-Staking.png \"AGIX Staking\")\n\nCommunity AGIX holders can contribute to the strength of the project through the Staking portal; by staking AGIX tokens contributors are rewarded with AGIX tokens."}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt:None:2", "chroma:document": "![AGIX Staking](https://singularitynet.io/wp-content/uploads/2022/10/AGIX-Staking.png \"AGIX Staking\")\n\nCommunity AGIX holders can contribute to the strength of the project through the Staking portal; by staking AGIX tokens contributors are rewarded with AGIX tokens.\n\nUsers can stake their AGIX tokens in 30 day sessions. At the end of the 30 day period users can either continue to allow their tokens to continue staking or withdraw them along with any reward earned during the staking period.\n\nThe staking portal is operational on the Ethereum blockchain, our improved staking portal on the Cardano blockchain will be released in the near future.\n\n##### Features\n\n###### Earn Rewards\n\nEarn more AGIX tokens in reward for putting your tokens to use.\n\n###### Support the Platform\n\nTake an active part in platform operations by helping fulfill AI Marketplace transactions.\n\n###### Support Adoption\n\nStaked tokens will allow ordinary everyday businesses to use the marketplace through a fiat gateway, greatly improving platform adoption.\n\n[Visit AGIX Staking](https://staking.singularitynet.io)\n [Read Documentation](https://staking.singularitynet.io/howitworks)\n\n### AGIX Token Tools\n\n##### SingularityNET Bridge\n\n![SingularityNET Bridge](https://singularitynet.io/wp-content/uploads/2022/10/Bridge.png \"SingularityNET Bridge\")\n\nSingularityNet Bridge allows users to transfer their tokens across supported blockchains. Currently, it supports AGIX and NTX tokens on Ethereum and Cardano.\n\nA key aspect of the [Phase Two Proposal](https://blog.singularitynet.io/singularitynet-phase-two-massive-token-utilization-toward-decentralized-beneficial-agi-6e3ac5a5b44a)\n was to allow 1-to-1 swapping of AGIX tokens across Ethereum and Cardano chains. Since then we have also launched the NTX token which exists on both Ethereum and Cardano chains. The bridge enables seamless conversion of both the AGIX and NTX tokens across these chains and was built in close collaboration with Input Output Global (IOG).\n\nSingularityNET bridge allows anyone to move AGIX-ETH tokens from their Ethereum wallet into AGIX-ADA tokens in their Cardano wallet or vice versa (or NTX-ETH and NTX-ADA, etc). When converting tokens from Ethereum to Cardano the bridge will burn the Ethereum-based tokens in a smart contract, and an equal amount of new tokens will be minted on Cardano. When moving back from Cardano to Ethereum, the AGIX-ADA tokens will get burned and the same amount of AGIX-ETH tokens will be minted on the Ethereum side, available for the user to claim.\n\n[Visit SingularityNET Bridge](https://bridge.singularitynet.io/)\n [View FAQ](https://singularitynet.gitbook.io/welcome-to-singularitynet/bridge/frequently-asked-questions)\n\n### OpenCog Hyperon\n\n![](https://singularitynet.io/wp-content/uploads/2022/10/OpenCog-Hyperon-Image.jpg)"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnology Platform.txt:None:3", "chroma:document": "### OpenCog Hyperon\n\n![](https://singularitynet.io/wp-content/uploads/2022/10/OpenCog-Hyperon-Image.jpg)\n\nOpenCog Hyperon will implement a complete, scalable, and open-source general artificial intelligence system based on the principles of OpenCog. It is an open-sourced platform where different AI strategies and methods such as Neuro Symbolic AI, Evolutionary Learning systems, Economic Attention Allocation, Machine Learning, and other AI approaches can collaborate based on a shared knowledge metagraph (Atomspace).\n\nHyperon inherits the concepts of OpenCog but is fully refactored and considerably redesigned, with a decentralized architecture ready to take full advantage of the evolving blockchain infrastructure. The end result is a design that is way faster, more scalable, more flexible, and much easier to learn and use. We believe that this upgrade to OpenCog Hyperon will have similar effects on our AI approach as the increased CPU speed and availability of large datasets have had on Machine Learning approaches in past decades.\n\n[Visit Github](https://github.com/trueagi-io/hyperon-experimental/)\n [OpenCog.org](https://hyperon.opencog.org/)"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nMindplex\n--------\n\n*   [](https://t.me/mindplex_io \"Telegram\")\n    \n*   [](https://twitter.com/Mindplex_IO \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/mindplex-ai \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Mindplex-Banner.png)\n\n*   [Overview](#overview_)\n    \n*   [Technology & Features](#technology_features)\n    \n*   [Business Model](#business_model)\n    \n\n### Overview\n\nMindplex is a decentralized multimedia platform revolutionizing the creation, sharing and monetization of content. It proposes to solve problems that have plagued the media industry for years: fake news, junk content, and advertising fraud. In addition, it allows creators to monetize their work without depending on intermediaries such as Facebook, YouTube, or Google AdSense. The Mindplex platform provides an environment where users can interact with each other and share their ideas, experiences, and knowledge. As a result, we have created a unique ecosystem for both creators & advertisers based on trust, transparency, and fair competition.\n\nMindplex Magazine is a new media magazine delivering rich, exciting content beyond the cutting edge of future technology and thinking.\n\n[Mindplex](http://mindplex.ai/)\n\n### Technology & Features\n\n#### **Key Features:**\n\n*   A media content project that operates the Mindplex Magazine future-tech news and opinion and forum site, which creates and disseminates beyond-the-cutting-edge content while showcasing Mindplex tools and services.\n*   An AI technology project that creates AI-based software tools and services aimed at the media industry\n    *   Reputation System\n    *   Recommendation Engine\n    *   AIbrarian, VR experience\n    *   Content Factory\n*   A membership network whose members guide the future of the Mindplex Platform\n    \n\n#### **Technology:**\n\n*   **Reputation & Rating** \u2013 A open platform providing a transparent and nuanced system for managing creator and consumer reputation, allowing quality to rise to the top. Reputation based on accuracy, authenticity, and credibility help users filter out fake and sensationalized news from their newsfeeds.\n*   **Content Factory** \u2013 Providing content consumers with a means to request high-quality content they wish to see. Their request will be shared, voted, and then catered to.\u00a0\n*   **Smart Newsfeed Customization** \u2013 Allowing users to customize their newsfeeds based on their interests and needs.\n*   **Automatic Summary Generation** \u2013 Generate summaries based on your input automatically.\u00a0\n\n### Business Model"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt:None:1", "chroma:document": "### Business Model\n\nMindplex platform rewards everyone for contributing, be it sharing thoughts or creating content. There are two kinds of tokenn that make up Mindplex\u2019s business model foundation. The first is the governance token, primarily earned by engaging on the Mindplex platform. These tokens can be used for content requests on the Content Factory. The second kind is a reputation tokens, representing a member\u2019s reputation on the Mindplex platform. These tokens can not be bought but earned by building a strong reputation. Members can make content requests using these tokens and upvote or downvote content.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png)](https://singularitynet.io/ecosystem/rejuve-bio/)\n\nRejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/)\n    \n*   [Official Website](https://www.rejuve.bio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain."}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyHyperCicle.txt:None:2", "chroma:document": "Cogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)\n\nSingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)\n\nRejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Official Website](https://rejuve.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)"}


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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nJam Galaxy\n----------\n\n*   [](https://t.me/JamGalaxyMain \"Telegram\")\n    \n*   [](https://twitter.com/thejamgalaxy \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/jam-galaxy/ \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/JamGalaxy_hero.png)\n\n*   [Overview](#overview_)\n    \n*   [Technology & Features](#technology_features)\n    \n*   [Business Model](#business_model)\n    \n\n### Overview\n\nJam Galaxy is an AI-driven tokenomics music platform that aims to transform the global music industry by creating a decentralized ecosystem for musicians, producers, fans, and other music communities. Artists can create and distribute their music and interact with their fan and musician communities free from distributors and other intermediaries. The Jam Galaxy platform will give artists more control over their trajectory by promoting closer collaboration and interaction with their fans and like-minded artists to benefit artists and fans who love their music.\n\nThe platform is developed together with and powered by SingularityNET. AI agents, systems, and advanced tools fuel Jam Galaxy\u2019s new multi-distribution and engagement operational model. AI tools will energize the platform and provide different products for fans and artists to curate and create music developed by independent developers participating in the Galaxy ecosystem. \u00a0\n\n[JAMGALAXY](https://www.jamgalaxy.com/)\n\n### Technology & Features\n\nThe platform uses artificial intelligence (AI) technology & blockchain smart contracts to track and analyze data on each artist\u2019s activities and then provide recommendations for improving their marketing and content performance analytics. This data also helps Jam Galaxy a variety of transparent curated artist and fan self-selected recommendation engines to assist in the discovery of current, collectible, and legacy artist music. Depending on mood, occasion, and exploration, fans will always be aware of their primary selected algorithm for the best discovery and listening experience.\n\n#### Key Features:\n\n*   **Music Data AI Tools** \u2013 an ever-growing data repository of AI sound and music tools. Artists are rewarded by uploading master files and stem tracks to the Jam Galaxy data repository for use in developing AI music tools. Jam Galaxy also rewards artists every time someone uses AI music tools.\u00a0\n*   **Artist to Artist Networking** \u2013 Artists can connect with other artists who share similar interests or are in the same genre, finding new collaborations and partnerships to grow and connect their communities of supporters.\n*   **Direct Sale to Fans** \u2013 Artists will directly offer their fans merchandise, show tickets, NFTs, vinyl records, and so much more through Jam Galaxy\u2019s marketplace, eliminating intermediary fees or margins, and creativity limits of traditional distribution channels.\n*   **Gamified AR/VR Experiences and Music-Verse** \u2013 The Jam Galaxy world will generate virtual live concerts and festivals in the Jam Galaxy world itself. This new gamified music ecosystem music-verse will produce direct value, linking actions and rewards to generate and perpetuate exponential change in the music industry.\n\n### Business Model"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt:None:1", "chroma:document": "### Business Model\n\nJam Galaxy overcomes the traditional music industry model we see today and builds systems that change and add to how we interact. Jam Galaxy will open possibilities, dynamics, and revenue streams that have not existed to musicians before. Once launched, artists can earn money by selling their music and collectible content on Jam Galaxy. They can also use it to buy other artists\u2019 songs and other items such as concert tickets or merchandise.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png)](https://singularitynet.io/ecosystem/rejuve-bio/)\n\nRejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/)\n    \n*   [Official Website](https://www.rejuve.bio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt:None:2", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)\n\nSingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)\n\nRejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Official Website](https://rejuve.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt:None:3", "chroma:document": "[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)\n\nAwakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.  \n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Official Website](http://awakening.health/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png)](https://singularitynet.io/ecosystem/mindplex/)\n\nA decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [Official Website](http://mindplex.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyJAMGALAXY.txt:None:4", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Twin Protocol](https://singularitynet.io/wp-content/uploads/2024/03/Twin-Protocol-2024-Color-Positive.png)](https://singularitynet.io/ecosystem/twin-protocol/)\n\nTrain your digital twin to do your work for you.\n\n*   [View Details](https://singularitynet.io/ecosystem/twin-protocol/)\n    \n*   [Official Website](https://www.twinprotocol.com/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyMindplex.txt:None:0

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nMindplex\n--------\n\n*   [](https://t.me/mindplex_io \"Telegram\")\n    \n*   [](https://twitter.com/Mindplex_IO \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/mindplex-ai \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/Mindplex-Banner.png)\n\n*   [Overview](#overview_)\n    \n*   [Technology & Features](#technology_features)\n    \n*   [Business Model](#business_model)\n    \n\n### Overview\n\nMindplex is a decentralized multimedia platform revolutionizing the creation, sharing and monetization of content. It proposes to solve problems that have plagued the media industry for years: fake news, junk content, and advertising fraud. In addition, it allows creators to monetize their work without depending on intermediaries such as Facebook, YouTube, or Google AdSense. The Mindplex platform provides an environment where users can interact with each other and share their ideas, experiences, and knowledge. As a result, we have created a unique ecosystem for both creators & advertisers based on trust, transparency, and fair competition.\n\nMindplex Magazine is a new media magazine delivering rich, exciting content beyond the cutting edge of future technology and thinking.\n\n[Mindplex](http://mindplex.ai/)\n\n### Technology & Features\n\n#### **Key Features:**\n\n*   A media content project that operates the Mindplex Magazine future-tech news and opinion and forum site, which creates and disseminates beyond-the-cutting-edge content while showcasing Mindplex tools and services.\n*   An AI technology project that creates AI-based software tools and services aimed at the media industry\n    *   Reputation System\n    *   Recommendation Engine\n    *   AIbrarian, VR experience\n    *   Content Factory\n*   A membership network whose members guide the future of the Mindplex Platform\n    \n\n#### **Technology:**\n\n*   **Reputation & Rating** \u2013 A open platform providing a transparent and nuanced system for managing creator and consumer reputation, allowing quality to rise to the top. Reputation based on accuracy, authenticity, and credibility help users filter out fake and sensationalized news from their newsfeeds.\n*   **Content Factory** \u2013 Providing content consumers with a means to request high-quality content they wish to see. Their request will be shared, voted, and then catered to.\u00a0\n*   **Smart Newsfeed Customization** \u2013 Allowing users to customize their newsfeeds based on their interests and needs.\n*   **Automatic Summary Generation** \u2013 Generate summaries based on your input automatically.\u00a0\n\n### Business Model"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyMindplex.txt:None:1

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt:None:1", "chroma:document": "### Business Model\n\nMindplex platform rewards everyone for contributing, be it sharing thoughts or creating content. There are two kinds of tokenn that make up Mindplex\u2019s business model foundation. The first is the governance token, primarily earned by engaging on the Mindplex platform. These tokens can be used for content requests on the Content Factory. The second kind is a reputation tokens, representing a member\u2019s reputation on the Mindplex platform. These tokens can not be bought but earned by building a strong reputation. Members can make content requests using these tokens and upvote or downvote content.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png)](https://singularitynet.io/ecosystem/rejuve-bio/)\n\nRejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/)\n    \n*   [Official Website](https://www.rejuve.bio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain."}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyMindplex.txt:None:2

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt:None:2", "chroma:document": "Cogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)\n\nSingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)\n\nRejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Official Website](https://rejuve.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyMindplex.txt:None:3

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyMindplex.txt:None:3", "chroma:document": "[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)\n\nAwakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.  \n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Official Website](http://awakening.health/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png)](https://singularitynet.io/ecosystem/jam-galaxy/)\n\nJam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)"}


created_at: 2024-07-04 09:16:07
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created_at: 2024-07-04 09:16:07
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nRejuve.Bio\n----------\n\n*   [](https://t.me/+ecMbbdiCEr05OGRh \"Telegram\")\n    \n*   [](https://twitter.com/Rejuve_Bio \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/rejuve-bio/ \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBio_hero.png)\n\n*   [Overview](#overview)\n    \n*   [Rejuve.bio Collaborations](#rejuve_bio_collaborations)\n    \n\n### Overview\n\n[Rejuve.Bio](https://www.rejuve.bio/)\n is revolutionizing the approach to longevity and aging-related diseases through its innovative use of advanced AI and unique data sources.\u00a0\n\nWith exclusive access to Methuselah Flies, known for their extended lifespan, Rejuve.Bio accelerates aging research beyond traditional methods, coupled with diverse crowdsourced human data from sister firm Rejuve.AI. This approach not only speeds up the research process but also enables the identification of critical aging pathways, leading to targeted interventions for diseases like Alzheimer\u2019s and Parkinson\u2019s.\u00a0\n\nRejuve.Bio\u2019s AI research combines the interpretability of symbolic AI with the predictive power of neural networks, allowing for the identification of underlying patterns and relationships within vast biological datasets. The Bio-atomspace toolkit, a sophisticated AI platform, facilitates the integration and analysis of this data, drawing actionable insights for aging interventions. By marrying these advanced technologies, Rejuve.Bio is at the vanguard of uncovering the molecular and genetic mechanisms of aging. This holistic understanding enables the development of targeted prevention and treatment strategies, aiming to transform aging from an inevitable decline to a manageable aspect of life.\n\nBy leveraging these novel resources, Rejuve.Bio is at the forefront of translating complex biological data into actionable aging interventions, setting new milestones in the quest for increased human healthspan and longevity.\n\n[Rejuve.bio](https://www.rejuve.bio/)\n\n### Rejuve.bio Collaborations\n\nRejuve.Bio conducts business with a wide range of stakeholders in the healthcare and biotech sectors. Their customers and collaborators include pharmaceutical companies, research institutions, and healthcare providers interested in advancing longevity treatments and addressing age-related diseases. Additionally, Rejuve.Bio\u2019s partnership with the Rejuve.AI, a tokenomically-incentivized network that collects diverse crowdsourced human data, allows them to collaborate with individuals who are enthusiastic about contributing to the advancement of longevity research. Their business activities also extend to licensing their methods and techniques to other biotech projects, generating additional insights and fostering collaborations within the industry.\n\nRejuve.Bio focuses on a variety of channels, including business-to-business partnerships, direct-to-consumer products, and licensing their methods and techniques. They also collaborate with pharmaceutical companies, research institutions, and healthcare providers, providing them with advanced AI-driven insights and solutions for longevity treatments."}


created_at: 2024-07-04 09:16:07
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt:None:1", "chroma:document": "Rejuve.Bio focuses on a variety of channels, including business-to-business partnerships, direct-to-consumer products, and licensing their methods and techniques. They also collaborate with pharmaceutical companies, research institutions, and healthcare providers, providing them with advanced AI-driven insights and solutions for longevity treatments.\n\nAdditionally, Rejuve.Bio offers direct-to-consumer products such as innovative therapeutics and nutraceuticals that enhance healthspan. Furthermore, by licensing their cutting-edge methods and techniques to other biotech projects, Rejuve.Bio plans to create additional revenue streams while fostering collaboration and knowledge-sharing within the industry.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)\n\nSingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)"}


created_at: 2024-07-04 09:16:07
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt:None:2", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)\n\nRejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Official Website](https://rejuve.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)\n\nAwakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.  \n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Official Website](http://awakening.health/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png)](https://singularitynet.io/ecosystem/jam-galaxy/)\n\nJam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences."}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt:None:3", "chroma:document": "Jam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png)](https://singularitynet.io/ecosystem/mindplex/)\n\nA decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [Official Website](http://mindplex.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Twin Protocol](https://singularitynet.io/wp-content/uploads/2024/03/Twin-Protocol-2024-Color-Positive.png)](https://singularitynet.io/ecosystem/twin-protocol/)\n\nTrain your digital twin to do your work for you."}


created_at: 2024-07-04 09:16:07
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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEBIO.txt:None:4", "chroma:document": "Train your digital twin to do your work for you.\n\n*   [View Details](https://singularitynet.io/ecosystem/twin-protocol/)\n    \n*   [Official Website](https://www.twinprotocol.com/)"}


created_at: 2024-07-04 09:16:07
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:0

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nRejuve.AI\n---------\n\n*   [](https://t.me/rejuvecommunity \"Telegram\")\n    \n*   [](https://twitter.com/rejuve_ai \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/rejuve-ai \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/RejuveAI_hero-1.png)\n\n*   [Overview](#overview)\n    \n*   [Living Systems Simulation](#living_systems_simulation)\n    \n*   [Business Model and Tokenomics](#business_model_and_tokenomics)\n    \n\n### Overview\n\nRejuve.AI is an AI-powered decentralized longevity network with a mission to extend healthy human life.\u00a0\n\nHealth data has become a valuable asset in today\u2019s world, but is generally controlled by third parties who either lock it away in a data silo, unavailable to use for research or medical benefit; or else profit from selling it without expressed permission or knowledge. Rejuve.AI will allow users to share their data for research purposes, while keeping it private and secure using blockchain technology, and compensating them for resulting discoveries.\u00a0 Researchers and AI Modelers can contribute their models and be compensated like the users are. \u00a0\n\nRejuve.AI also provides direct value to its community of users through AI systems which analyze users\u2019 data, evaluate their health state, and provide research-based health and longevity recommendations. The system provides a score that indicates the users\u2019 general level of health, based on various factors such as blood pressure, cholesterol levels, lab reports, and more. Our AI will take crowdsourced AI models from the community of science to construct a dynamic mulitresolutional mechanistic model of the human body, which will be used by medical and AI researcher network members to develop new drugs, therapies, and treatments, exclusively for longevity.\n\n[Rejuve.AI](https://rejuve.ai/)\n\n### Living Systems Simulation\n\n[Rejuve.AI](http://rejuve.ai/)\n\u00a0offers the disruptive technology of networked science, using AI to create the \u201cdeep reals\u201d of complex adaptive systems simulation.\u00a0 Our AI disrupts the community of science, combining the separate reductionist studies and insights of each scientist into a coherent, tangible wholes of systems biology.\u00a0 It creates a model of the community consensus, a dynamic multiresolutional mechanistic simulation of the human body that can itself be studied and tested.\n\nWe initially offer two generative model architectures in which scientists to contribute their theories and the studies that support them:"}


created_at: 2024-07-04 09:16:07
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:1

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:1", "chroma:document": "We initially offer two generative model architectures in which scientists to contribute their theories and the studies that support them:\n\n1.  BayesExpert, a probabilistic reasoning engine that can predict the likelihood of events and outcomes due to known causes based on data from various research papers and expert rules.\u00a0 The\u00a0[Rejuve.AI](http://rejuve.ai/)\n    \u00a0longevity app initially contains a hand crafted BayesExpert model, soon to be replaced by a model crowdsourced from the community of science.\n2.  The Modular Transformer Variational Autoencoder (VAE),\u00a0 a neural network that uses self supervision to gain ever-increasing knowledge of human development throughout the lifespan , allowing knowledge gained from some users to provide probabilistic insights for other users of the\u00a0[Rejuve.AI](http://rejuve.ai/)\n    \u00a0app.\n\nThe Generative Cooperative Network (GCN) is a novel multi-agent architecture that can assemble crowdsourced generative AI including BayesExpert and the Modular Transformer VAE and other simulation models into a coherent whole.\u00a0 The GCN uses coevolution of intelligent agents to choose from and cull user contributed models , to assemble an ensemble mimic, that captures the causal mechanistic processes of maintenance and decay in living systems.\n\n### Business Model and Tokenomics\n\n[Rejuve.AI](http://rejuve.ai/)\n is a decentralized ecosystem and membership network that enables users to monetize their models and data, and researchers to access the most accurate and comprehensive model and dataset for longevity research. It starts with the Longevity mobile app, which allows people from all over the world to contribute health data to receive personalized insights and recommendations, and also to build the live interactive longevity research database. Clinicians and health product vendors list their products and services in the in-app Rewards Store to increase their exposure, and provide with Rejuve network members easier access to ways to improve their health and longevity, and generate more data to contribute in exchange for more rewards. Data scientists, AI scientists and researchers submit their models that turn the growing database into support for theories in a crowdsourced, consensus model of the human body.\u00a0\u00a0 Researchers will be able to request data and usage of the crowdsourced model as well as native AI services via a web portal, to construct new theories and models for longevity that they can also submit to the crowdsourced model to lead to the discovery and development of new therapies.\n\nThe currency of the network is the RJV token, which can be earned by data and AI modelers in exchange for their contributions. These tokens can be can be redeemed for exclusive discounts on wearables, medical tests, consultations, and the latest longevity therapies health supplements. The\u00a0[Rejuve.AI](http://rejuve.ai/)\n\u00a0Data NFT allows contributors to keep track of their data permissions, and also serves as a decentralized ID, marking them as the owner of their data and model contributions.\u00a0\u00a0[Rejuve.AI](http://rejuve.ai/)\n\u00a0utilizes fractionalized Product NFTs and AI to track the level of contribution of contributed models and data, and to reward the contributors proportionally, granting partial ownership of newly incepted products.\u00a0 Thus creates an everlasting link between their original contribution and that product throughout its life cycle. These NFTs will enable truly decentralized collaborative science research endeavors.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)"}


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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:2

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:2", "chroma:document": "### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png)](https://singularitynet.io/ecosystem/rejuve-bio/)\n\nRejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/)\n    \n*   [Official Website](https://www.rejuve.bio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:3

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:3", "chroma:document": "[](#)\n\n[](#)\n[![SingularityDAO](https://singularitynet.io/wp-content/uploads/2022/07/SDAO-Logo-Horizontal-Transparent-BG.svg)](https://singularitynet.io/ecosystem/singularitydao/)\n\nSingularityDAO is a decentralised Portfolio Management Protocol designed to enable anybody to safely and easily manage crypto assets, supported by superior risk management and analytics tools; smart money, on-chain.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularitydao/)\n    \n*   [Official Website](https://singularitydao.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)\n\nAwakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.  \n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Official Website](http://awakening.health/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png)](https://singularitynet.io/ecosystem/jam-galaxy/)\n\nJam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences."}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:4

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:4", "chroma:document": "Jam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png)](https://singularitynet.io/ecosystem/mindplex/)\n\nA decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [Official Website](http://mindplex.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Twin Protocol](https://singularitynet.io/wp-content/uploads/2024/03/Twin-Protocol-2024-Color-Positive.png)](https://singularitynet.io/ecosystem/twin-protocol/)\n\nTrain your digital twin to do your work for you."}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologyREJUVEIA.txt:None:5

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologyREJUVEIA.txt:None:5", "chroma:document": "Train your digital twin to do your work for you.\n\n*   [View Details](https://singularitynet.io/ecosystem/twin-protocol/)\n    \n*   [Official Website](https://www.twinprotocol.com/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologysDAO.txt:None:0

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt:None:0", "chroma:document": "[](https://singularitynet.io/ecosystem/)\n[###### Back to Ecosystem](https://singularitynet.io/ecosystem/)\n\nSingularityDAO\n--------------\n\n*   [](https://t.me/SingDAO \"Telegram\")\n    \n*   [](https://twitter.com/SingularityDao \"Twitter\")\n    \n*   [](https://www.linkedin.com/company/singularitydao \"Linkedin\")\n    \n\n![](https://singularitynet.io/wp-content/uploads/2022/07/SINGULARITYDAO.jpg)\n\n*   [Overview](#overview_)\n    \n*   [Technology & Features](#technology_features)\n    \n\n### Overview\n\nSingularityDAO is building a set of DeFi tools to bring financial freedom to the masses. Utilising advanced Artificial Intelligence created in-house and hosted on SingularityNETs Decentralised Marketplace to maximize Alpha generation for the community and create massive utility for the AGIX token. SingularityDAO is creating not only the launchpad but also the life support system to all other ecosystem offerings as they are birthed into the crypto world, assuring that all these projects have investors and a strong launch backed by increased liquidity.\n\nFrom launch to swap to stake, SingularityDAO funnels both projects and users into DynaSets. DynaSets are bringing the sophisticated risk-management strategies of AI-powered portfolio management to DeFi, using advanced data science-backed strategies developed by a team of quant analysts, to dynamically rebalance and optimise sets of tokens. The Dynamic Asset Manager (DAM) is authorised to manage the ratio of assets held within the DynaSet via trustless smart contracts\n\n[singularitydao.ai](https://singularitydao.ai/)\n [Official Blog](https://medium.com/singularitydao)\n\n### Technology & Features\n\nSingularityDAO uses the power of Data Science, Quant Analytics and Artificial Intelligence for efficient asset allocation and dynamically managing portfolios, all while following the DeFi ethos of decentralisation. After depositing in DynaSets, users receive LP tokens representing their share of the set, allowing them to maintain full control over their crypto assets.\n\n#### Features:\n\n*   **DynaSets** \u2013 Dynamically managed sets of tokens governed by the Dynamic Asset Manager, deploying advanced trading strategies to minimize volatility and optimise Alpha.\n*   **Launchpad** \u2013 The staging ground for all SingularityNET Ecosystem token launches and other interesting projects.\n*   **Vaults** \u2013 The home of classic DeFi functions such as Staking and Yield Farming to generate APR on your Ecosystem tokens.\n*   **DEX** \u2013 Swap tokens, provide liquidity and bridge between chains.\n*   **The DAO** \u2013 Stake SDAO tokens to become a participant in the DAO and help craft the future of SingularityDAO.\n\n### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologysDAO.txt:None:1

metadata:
{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt:None:1", "chroma:document": "### More Ecosystem Projects\n\n[](#)\n\n[](#)\n\n[](#)\n[![Zarqa](https://singularitynet.io/wp-content/uploads/2024/05/Zarqa-dark-blue.png)](https://singularitynet.io/ecosystem/zarqa/)\n\nZarqa by SingularityNET is a pioneering hybrid Large Language Model merging deep neural networks with advanced neural-symbolic AI to address LLM limitations and advance towards AGI. It aims for high creativity, reasoning, and industry disruption by enabling personalized AI models with advanced capabilities.\n\n*   [View Details](https://singularitynet.io/ecosystem/zarqa/)\n    \n*   [Official Website](https://www.zarqa.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Yaya Labs](https://singularitynet.io/wp-content/uploads/2024/05/Yaya.png)](https://singularitynet.io/ecosystem/yaya-labs/)\n\nYaya Labs is a cutting-edge startup at the forefront of innovation in the fields of robotics and artificial intelligence (AI).\n\n*   [View Details](https://singularitynet.io/ecosystem/yaya-labs/)\n    \n*   [Official Website](https://www.yayalabs.io)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.Bio](https://singularitynet.io/wp-content/uploads/2024/03/RejuveBIOTeal.png)](https://singularitynet.io/ecosystem/rejuve-bio/)\n\nRejuve.Bio is a pioneering AI biotechnology firm dedicated to redefining aging research and extending the human healthspan. Focusing on B2B, the company uses powerful artificial intelligence (AI), multi-omics, and cutting-edge data analysis in an innovative and multidisciplinary approach to unravel the secrets of agelessness.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve-bio/)\n    \n*   [Official Website](https://www.rejuve.bio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Cogito](https://singularitynet.io/wp-content/uploads/2023/01/ecosystem_logos-cogito-2.png)](https://singularitynet.io/ecosystem/cogito/)\n\nCogito provides institutional-grade investment products by bringing traditional financial assets onchain.\n\n*   [View Details](https://singularitynet.io/ecosystem/cogito/)\n    \n*   [Official Website](https://www.cogito.finance)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
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C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologysDAO.txt:None:2

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt:None:2", "chroma:document": "[](#)\n\n[](#)\n[![Rejuve.AI](https://singularitynet.io/wp-content/uploads/2022/07/2022-Rejuve-Logo-Horizontal-Teal.svg)](https://singularitynet.io/ecosystem/rejuve/)\n\nRejuve.AI builds a decentralized network of researchers, clinicians & data contributors, working together on longevity research, making the resulting solutions affordable & accessible to all.\n\n*   [View Details](https://singularitynet.io/ecosystem/rejuve/)\n    \n*   [Official Website](https://rejuve.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Nunet](https://singularitynet.io/wp-content/uploads/2022/07/NUNet.svg)](https://singularitynet.io/ecosystem/nunet/)\n\nNuNet builds infrastructure providing globally distributed computing power and storage for decentralized networks.\n\n*   [View Details](https://singularitynet.io/ecosystem/nunet/)\n    \n*   [Official Website](https://nunet.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![SophiaVerse](https://singularitynet.io/wp-content/uploads/2022/07/Sophiaverse-color.png)](https://singularitynet.io/ecosystem/sophiadao/)\n\nSophiaVERSE starts with NFT-based gameplay and marketplace and evolves into a full-fledged environment and API for games integration into the multiverse.\n\n*   [View Details](https://singularitynet.io/ecosystem/sophiadao/)\n    \n*   [Official Website](https://www.sophiaverse.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Awakening Health](https://singularitynet.io/wp-content/uploads/2022/07/awakening.png)](https://singularitynet.io/ecosystem/awakening-health/)\n\nAwakening brings Grace to life at a time when medical systems are at a breaking point and cutting edge AI robotics are the solution to Life Made Better for elderly people.  \n\n*   [View Details](https://singularitynet.io/ecosystem/awakening-health/)\n    \n*   [Official Website](http://awakening.health/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Jam Galaxy](https://singularitynet.io/wp-content/uploads/2024/05/Jam-Galaxy-logo@2x.png)](https://singularitynet.io/ecosystem/jam-galaxy/)\n\nJam Galaxy is music decentralized. We connect artists with music communities, create innovative AI music tools, host a music data collective, a tokenomic tiered rewards structure, and multisensory virtual experiences.\n\n*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)"}


created_at: 2024-07-04 09:16:07
topic: persistent://default/default/cf46ee96-ed77-4dde-9ce6-ff790c649483
encoding: FLOAT32
id:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenIASTREAMLIT\data\SingularityTechnologysDAO.txt:None:3

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{"source": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt", "id": "C:\\Users\\VICTORCORREAGOMES\\Documents\\DataScienceMachineLearning\\Projetos\\OpenIASTREAMLIT\\data\\SingularityTechnologysDAO.txt:None:3", "chroma:document": "*   [View Details](https://singularitynet.io/ecosystem/jam-galaxy/)\n    \n*   [Official Website](https://www.jamgalaxy.com/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![HyperCycle](https://singularitynet.io/wp-content/uploads/2022/07/Hyper-Cycle-1.png)](https://singularitynet.io/ecosystem/hypercycle/)\n\nA new layer 1 blockchain network designed to supply massively scalable, low-cost infrastructure for decentralized AI applications.\n\n*   [View Details](https://singularitynet.io/ecosystem/hypercycle/)\n    \n*   [Official Website](https://hypercycle.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Mindplex](https://singularitynet.io/wp-content/uploads/2022/07/mindplex-1.png)](https://singularitynet.io/ecosystem/mindplex/)\n\nA decentralized media platform connecting content creators and consumers, combining an AI-enhanced media experience with a merit based reputation engine.\n\n*   [View Details](https://singularitynet.io/ecosystem/mindplex/)\n    \n*   [Official Website](http://mindplex.ai/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![TrueAGI](https://singularitynet.io/wp-content/uploads/2022/07/TrueAGI-1.png)](https://singularitynet.io/ecosystem/trueagi/)\n\nTrueAGI aims to commercialise and deliver the application of Artificial General Intelligence to enterprise customers.\n\n*   [View Details](https://singularitynet.io/ecosystem/trueagi/)\n    \n*   [Official Website](https://trueagi.io/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Singularity Studio](https://singularitynet.io/wp-content/uploads/2022/07/Sigularity-Studio.png)](https://singularitynet.io/ecosystem/singularity-studio/)\n\nSingularity Studio has created an ecosystem of innovative AI, blockchain and Web3 companies to help in designing solutions to address a range of key challenges across a variety of sectors.\n\n*   [View Details](https://singularitynet.io/ecosystem/singularity-studio/)\n    \n*   [Official Website](https://singularity.studio/)\n    \n\n[](#)\n\n[](#)\n\n[](#)\n[![Twin Protocol](https://singularitynet.io/wp-content/uploads/2024/03/Twin-Protocol-2024-Color-Positive.png)](https://singularitynet.io/ecosystem/twin-protocol/)\n\nTrain your digital twin to do your work for you.\n\n*   [View Details](https://singularitynet.io/ecosystem/twin-protocol/)\n    \n*   [Official Website](https://www.twinprotocol.com/)"}


# embedding_metadata

key: source
string_value:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenAI\data\10_questions_Awakening_Health_Labs.pdf


key: chroma:document
string_value:
10
questions
Awakening
Health
Labs
1.
What
is
the
primary
goal
of
Awakening
Health
Labs?
a)
To
revolutionize
the
transportation
sector
b)
To
redefine
healthcare
using
AI
and
robotics
c)
To
dominate
the
entertainment
industry
d)
To
revolutionize
the
food
and
beverage
industry
ANS:
b)
To
redefine
healthcare
using
AI
and
robotics
Resource
link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
2.
Who
are
the
founding
partners
of
Awakening
Health
Labs?
a)
Microsoft
and
Apple
b)
Singularity
Studio
and
Hanson
Robotics
c)
Hanson
and
Google
d)
Deep
Funding
and
Cardano
ANS:
c)
Singularity
Studio
and
Hanson
Robotics
Resource
link:
Infographics
https://discord.com/channels/909843832491896832/1100390675293413436/121091724185239
5560
3.
What
is
the
name
of
the
AI-powered


key: chroma:document
string_value:
5560
3.
What
is
the
name
of
the
AI-powered
healthcare
robot
developed
by
Awakening
Health
Labs?
a)
Sophia
b)
Grace
c)
Alexa
d)
Desdemona
ANS:
b)
Grace
Resource
Link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
4.
What
are
some
of
the
functions
of
Awakening
Health
Labs’
healthcare
robot?
a)
Conducting
surgeries
and
medical
procedures
b)
Providing
companionship
and
cognitive
stimulation
c)
Cooking
meals
and
doing
household
chores


key: chroma:document
string_value:
d)
Driving
cars
and
operating
machinery
ANS:
a)
Conducting
surgeries
and
medical
procedures
Resource
Link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
5.
What
are
the
target
audience
for
AHL's
robots
from
the
video?
a)
They
are
primarily
healthy
young
adults.
b)
They
include
the
elderly,
disabled,
and
those
needing
care.
c)
They
are
doctors
and
other
medical
professionals.
d)
The
passage
doesn't
provide
any
information
about
the
target
audience.
b)
They
include
the
elderly,
disabled,
and
those
needing
care.
Resource
Link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
6.
What
significant
transformation
did
Awakening
Health
Labs
undergo
in
October
2023?
a)
It
merged
with
Forest
Hills
Labs
b)
It
launched
a
new
healthcare
app


key: chroma:document
string_value:
2023?
a)
It
merged
with
Forest
Hills
Labs
b)
It
launched
a
new
healthcare
app
called
Embrace.
c)
It
doubled
the
production
of
its
GRACE
robots.
d)
It
opened
its
first
clinic
focused
on
robotic
healthcare.
pen_spark
ANS:
a)
It
merged
with
Forest
Hills
Labs
Resource
Link:
Resource
Infographics
https://discord.com/channels/909843832491896832/1100390675293413436/121091724185239
5560
7.
Who
leads
the
team
of
AI
and
robotics
experts
at
Awakening
Health
Labs?
a)
Elon
Musk
b)
Dr.
Ben
Goertzel
c)
Dr.
David
Hanson
d)
Alex
Yang


key: chroma:document
string_value:
ANS:
d)
Alex
Yang
Resource
Link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
8.
What
is
Embrace,
and
what
industry
does
it
aim
to
enhance?
a)
A
gaming
console
for
children
b)
A
digital
clinical
app
for
aesthetic
clinics
c)
A
social
media
platform
for
influencers
d)
A
streaming
service
for
movies
and
TV
shows
ANS:
b)
A
digital
clinical
app
for
aesthetic
clinics
Resource
Link:
Video
https://drive.google.com/drive/folders/16WaNiQO_wbCyjTx1zqqEv3uEEzWbipzj
9.
Name
two
benefits
of
Embrace?
a)
Enhanced
efficiency
and
personalized
treatments
b)
Faster
internet
speed
and
improved
phone
connectivity
c)
Lower
electricity
bills
and
reduced
carbon
emissions
d)
Access
to
free
coffee
and
snacks
for
patients
ANS:
a)
Enhanced
efficiency
and
personalized
treatments


key: chroma:document
string_value:
and
snacks
for
patients
ANS:
a)
Enhanced
efficiency
and
personalized
treatments
Resource
Link:
from
the
infographic
https://discord.com/channels/909843832491896832/1100390675293413436/121091724185239
5560
10.
Where
does
Awakening
Health
Labs
operate
from?
a)
San
Francisco
b)
Paris
c)
Hong
Kong
d)
Tokyo
ANS:
c)
Hong
Kong
Resource
link:
from
the
infographic
https://discord.com/channels/909843832491896832/1100390675293413436/121091724185239
5560


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string_value:
HyperCycle:
A Lightweight Agent-System-Based
Ledgerless Blockchain Architecture,
Supporting Secure, Efficient, Scalable,
Cross-Chain AI Microservices,
Ben Goertzel1, Toufi Saliba2, Dann Toliver2Anton Kolonin1, Sergei Rodionov1
1SingularityNET Foundation
2TODA Network
May 12, 2023
Abstract
A novel ledgerless blockchain architecture called Hypercycle is pre-
sented, oriented toward secure, inexpensive, high-speed large-scale on-
chain execution of microservices, especially (but not exclusively) those
carrying out AI-related functions. This fully peer-to-peer HyperCycle
blockchain is founded on the TODA/IP P2P communication protocol,
the TODA asset model, SingularityNET’s Proof of Reputation system
and the MeTTa AI programming language drawn from the OpenCog
Hyperon AGI framework.


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Hyperon AGI framework.
In blockchain-world lingo, one can think of HyperCycle as mul-
tilayer, layer-fluid or ”Layer 0++” – meaning it starts at the level
of basic secure communication protocol, then adds layers from there,
and can play the roles associated with various traditionally conceived
layers (core protocol, base blockchain, sidechain,etc.) depending on
context..
A HyperCycle network consists of a population of autonomous
agents, communicating in a secure p2p manner, each owning their own
transaction history and accumulating their own reputation, grouped
1


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together in rings in which they collaborate to execute consensus mech-
anisms enabling execution of instantaneously deterministic nano-transactions
based on cryptographic proofs of computation performed in a p2p set-
ting with zero third party dependencies.
HyperCycle agents are constructed as specific TODA files/pack-
ets (Sato-Servers), complete with the TODA transaction and cycle
trie mechanisms for secure strongly decentralized management of file
and network history (the cycle trie being the inspiration for the name
”HyperCycle”). Consensus mechanisms involved in HyperCycle rings
may be ledgerless e.g. based on hierarchically sharded ledgers, de-
pending on the particular requirements. However, if ledgers are used
they play a supplementary rather than foundational role (e.g. sup-


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they play a supplementary rather than foundational role (e.g. sup-
plemental usage might be for efficiently broadcasting proofs, or for
ledger-based long-term backup storage of a selected fraction of on-
HyperCycle transactions or aggregate of transactions).
Brief discussion is given here on the particulars of HyperCycle cus-
tomization to key application areas like swarm AI, rating and reward
in media networks, decentralized payments and computer processing,
and public/private chain interoperability. A key strategy for enabling
broad usability will be the creation of MeTTa-based DSLs focused on
smart contract programming in specific vertical areas. Such DSLs may
straightforwardly be presented to the user as low or no code frame-


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straightforwardly be presented to the user as low or no code frame-
works auto-generated from the underlying MeTTa code, effectively
leveraging the HyperCycle framework behind the scenes.
Contents
1 Introduction 3
1.1 Enabling Fast, Inexpensive, Large-Scale On-Chain Micro-transactions 7
1.2 HyperCycle Multi-Tokenomics . . . . . . . . . . . . . . . . . . 8
1.3 HyperCycle Multi-Ring Structure . . . . . . . . . . . . . . . . 9
1.4 Broad Usability via Smart Contract DSLs . . . . . . . . . . . 11
2 Background: TODA/IP, Proof of Reputation and the MeTTa
Language 12
2.1 The TODA/IP ledgerless blockchain . . . . . . . . . . . . . . 12
2.1.1 TODA/IP Transaction Processing: Decentralized and
Localized . . . . . . . . . . . . . . . . . . . . . . . . . 13


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Localized . . . . . . . . . . . . . . . . . . . . . . . . . 13
2.1.2 TODA: Interoperable Proof Structures . . . . . . . . . 16
2


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2.1.3 Key TODA Data Structures and the TODA Cycle . . . 17
2.2 Proof of Reputation . . . . . . . . . . . . . . . . . . . . . . . . 19
2.3 OpenCog Hyperon’s MeTTa as a Smart Contract Language . 21
3 HyperCycle 23
3.1 Core HyperCycle Architecture Concepts . . . . . . . . . . . . 23
3.2 HyperCycle Consensus Mechanisms . . . . . . . . . . . . . . . 25
3.2.1 Lightweight Rings . . . . . . . . . . . . . . . . . . . . . 25
3.2.2 Hierarchical Sharding Enhanced Consensus Mechanisms 25
3.2.3 Further Notes on Security, Reliability and Performance
Tradeoffs . . . . . . . . . . . . . . . . . . . . . . . . . . 26
3.3 Smarter Smart Contracts . . . . . . . . . . . . . . . . . . . . . 31
3.3.1 Accelerated Smart Contract Execution . . . . . . . . . 31
3.3.2 Smart Contract DSLs for HyperCycle: A Path to Broad


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3.3.2 Smart Contract DSLs for HyperCycle: A Path to Broad
Usability . . . . . . . . . . . . . . . . . . . . . . . . . . 33
4 A Few Promising Early Applications 34
4.1 Swarm AI: Evolutionary Learning, Algorithmic Chemistry, En-
semble ML . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35
4.2 Ratings and Rewards in Online Networks . . . . . . . . . . . . 35
4.3 Decentralizing Payments and Processing Power . . . . . . . . 36
4.4 Adaptively Blending Public and Private Chains . . . . . . . . 36
5 Conclusion: Catalyzing the Future Of AI and Blockchain
Ecosystem 37
Notes on Deep Cardano Integration 38
1 Introduction
Over the years since the Bitcoin whitepaper was released in 2008, a variety
of different blockchain technologies and networks have been created, lever-


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of different blockchain technologies and networks have been created, lever-
aging roughly Bitcoin-like underlying architecture, some cases progressive
evolutions while others are regressive. However, New concepts such as smart
contracts, DAOs and multi-layer networks have been added to the picture,
increasing functionality but in some cases moving further rather than closer
to the original vision of fully peer-to-peer (p2p) strongly secure networks.
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The complexity of the interdependencies between various desirable proper-
ties such as speed, security, scalability, usability, and decentralization have
become much clearer in the interval since Bitcoin emerged.
It has also become clear, given the diversity of tools and chains that have
emerged with different strengths and weaknesses, that there may not end up
being One Blockchain Network To Rule Them All. Rather, we may be facing
an ecosystem comprising a decentralized network of decentralized networks,
each architected with underlying mechanisms that combine roughly the same
underlying math and computer science in ways specialized to suit particular
classes of use-cases.
HyperCycle comes into this scene from a novel direction, and it can be


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HyperCycle comes into this scene from a novel direction, and it can be
viewed from multiple perspectives associated with the multiple ”layers” com-
monly identified in blockchain systems:
•Layer 0 : HyperCycle can be viewed and used as a ”Layer 0” technol-
ogy, in the sense that
–It has aspects that sit inside the network packets and operates on
that level below any and all existing siloed AIs, blockchains and
ledgers.
–The reputation system underlying its Proof of Reputation consen-
sus system is most logically construed as operating across blockchains
and incorporating off-chain information as well.
–Its tools for accelerating smart contract execution work across
multiple VMs, via intervening on a lower layer than typical consensus-


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multiple VMs, via intervening on a lower layer than typical consensus-
based mechanisms for validating smart contract execution results
•Layer 1 : HyperCycle can be viewed and used as a ”Layer 1”, in that
it can be used as an independent blockchain network for mediating p2p
interactions between participants to manage and exchange values to
acquire AI computation but also to transact the value created via AI
computations.
•Layer 2 : HyperCycle can be viewed and used as having ”Layer 2”
aspects. It can interoperate very closely with other blockchains, so
when desired it can interact with another chain much in the manner
that a sidechain does. Further, in some cases it can provide proofs
of the correctness of its activity which can be verified by other chains,
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rendering its interaction ”Layer 2” like in a comparable sense to various
sorts of rollups.
•Layer 3 : HyperCycle can interoperate with existing Layer 2 sidechains
in a similar manner to Layer 1 chains, if these Layer 2 chains have
unique characteristics to be leveraged
This seamless ”layer-fluidity” is achieved using core algorithms and structures
drawn from the TODA asset model [GGT19] and the TODA/IP ledgerless
blockchain [ST19] , along with the Proof of Reputation concept [AK21] and
MeTTa AI programing language developed for use within the SingularityNET
AI/blockchain network.
Along with Proof of Reputation, MeTTa and other tools used within
HyperCycle, SingularityNET [Goe19] [GGH+17] [MG19] also provides some
of the motivation underlying HyperCycle’s creation. SingularityNET is a


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of the motivation underlying HyperCycle’s creation. SingularityNET is a
decentralized protocol and platform for communication and coordination be-
tween AI agents and their users, originally implemented on Ethereum and
now in the midst of a port to Cardano.
A core issue experienced with the Ethereum based version of Singulari-
tyNET has been that, due to the temporal and financial cost of using the
blockchain, AI developers are driven toward design patterns in which indi-
vidual agents carry out massive and complex AI processes internally at a
modular level, using the blockchain only for relatively infrequent communi-
cations or for setting up appropriate secure persistent channels. The Cardano
version is expected to palliate this problem somewhat, but not sufficiently


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version is expected to palliate this problem somewhat, but not sufficiently
to allow the highly granular use of blockchain within AI-system operations
that would be preferred. HyperCycle will solve this problem to a signifi-
cantly greater degree. Via radically decreasing the cost and increasing the
speed of blockchain transactions, HyperCycle allows design patterns involv-
ing lighter-weight AI agents interoperating more frequently in more diverse
ways, and therefore opening new doors for intelligence to emerge from coop-
erative dynamics Of course these improvements will come with some tradeoffs
which are acceptable in the SingularityNET application context but would
be unappealing in some other applications.
The deployment of SingularityNET on HyperCycle will require HyperCy-


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The deployment of SingularityNET on HyperCycle will require HyperCy-
cle to demonstrate rich and fine-grained interoperability with the Cardano
and Ethereum blockchains, because many useful SingularityNET agents de-
pend for their operation on interactions with other third-party processes
5


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Figure 1: HyperCycle Computation Nodes Interacting
running on these other chains. The HyperCycle design in fact supports in-
teroperability with these and other chains to an unprecedented degree. We
have taken serious looks at Bitcoin, Cardano, Ethereum, Cosmos, Polkadot,
Algorand, Avalanche and NEM, and believe it should be tractable for Hyper-
Cycle smart contracts to operate in close communication and coordination
with smart contracts running on all these chains and others. That said, the
overheads and limitations and strengths of cross-chain operation will be dif-
ferent in each case. In the Appendix to this document we discuss some of
the particular aspects of interoperation with Cardano blockchain, which is
one of the cases we’ve thought through in the most detail so far.


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one of the cases we’ve thought through in the most detail so far.
Figure 1 showcases a single HyperCycle Computation Node subcontract-
ing 2 other nodes simultaneously and zero dependencies. Yet it is crucial to
be reminded that no finality is ever reached without having something global
being impacted. We cover that in details in Toda/IP.
6


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1.1 Enabling Fast, Inexpensive, Large-Scale On-Chain
Micro-transactions
One important class of use-cases for which HyperCycle is intended is where:
•You have a large number of transactions that need to happen in a
short period of time such as HPC centers (a single HPC center can
demand over 26 million micro transactions per second to have finalities
in milliseconds, highest security and near zero cost)
•You don’t need to see everyone else’s transactions but only those related
to you
•While prompts must happen in real time, they must be preceded by
committed transaction in real-time1
While this is not the only class of situations HyperCycle can be applied to,
it is the particular sort of use-case that has been most firmly in mind while


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it is the particular sort of use-case that has been most firmly in mind while
developing the design, and it is envisioned as playing a large role in shaping
the initial implementation.
The HyperCycle design fulfills these requirements (as well as those of
other use-cases) via leveraging
•TODA/IP’s ability to coordinate a large number of secure blockchain
transactions without the necessity of maintaining any replicated ledgers.
Effectively zero-dependencies
•The SingularityNET weighted liquid rank reputation system’s capabil-
ity to assess the contribution of an agent to a network and thus the
reliability of that agent to assist with various network functions.
1In one of the TODA asset model, which is heavily leveraged within HyperCycle, you


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can ”perform” any transaction you like, any time you want, even ridiculous completely
made up ones, but anyone looking at that transaction can completely verify its integrity,
based only on the information in the transaction’s proof of provenance. So no bad trans-
action can provide evidence that it is a good transaction, and every good transaction has
standalone evidence proving its veracity to anyone who takes time to look. However, the
transaction may still take time to reach finality globally, but in the meantime and within
the cycle and its reach to other cycle, the finality is immediate, which is unprecedented
at this time this document was last updated. The question then becomes, in a given ap-


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plication, whether to accept a partially complete transaction or insist on a fully complete
one before proceeding.
7


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•The MeTTa AI language developed in the OpenCog Hyperon AGI
project, made blockchain-savvy via integration with the rholang/RSpace
tools developed in the RChain project2
•The ability to interoperate closely with smart contracts defined for
other chains, including Plutus, Solidity and others
1.2 HyperCycle Multi-Tokenomics
First let’s start by answering ”why” does it need a token? Effectively what
is the token’s absolute utility? The native HyPC native token is absolutely
needed for each machine to initiate any work, not by consensus but by lit-
erally ”absolute need” for the packet to make it across, which is where the
token resides in what’s called Sato-Server, which was one of the successful
evolutions that came out of Toda/IP towards a global data structure called


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evolutions that came out of Toda/IP towards a global data structure called
Earth64. While this may sound unnecessary, further below folks would get
the aha moment. . Given than the cryptographic proofs are embedded inside
the 64KB Toda file aka the Sato-Server that is actually the native HyPC to-
ken, it means the proof of provenance of that token must also be included. It
is crucial for the AI computation node to know with certainty that it will get
paid if does the work. Therefore the payment is actually embedded in the set
of instruction with the inquiry to do the work, if the payment is validated,
then the VM sends the instructions with the data that needs to be processed
to the AI machine. This means the AI machine is actually managed by the


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to the AI machine. This means the AI machine is actually managed by the
VM. In-order for the provenance to be of significance, the AI machine needs
to ensure that he payment comes from a source first that has been identified
by homo-sapiens as money. (why homo-sapiens? Well they are the ones that
run this planet and must identify this as money, otherwise AI won’t be able
to buy electricity or hardware to sustain itself and evolve) Hence the token
listings is the very first step towards the provenance of that proof. The fact
that someone paid money for the token and everyone pays money for the to-
ken is sufficient for the machine to utilize that proof of provenance as valid.
Mainly because the machine needs to know if it’s done the work requested


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Mainly because the machine needs to know if it’s done the work requested
(modular AI), can it actually use this token to pay for electricity or what-
not. This gets even more interesting when the HyPC is not only used as the
method of payment but to also carry payments of other currency inside it
along with the actual identity of the machine.. Hence HyPC value is due to
2https://rholang.io/
8


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its utility and the more demand of that utility the more it is likely to increase
in value as its supply is finite but the demand is not likely to ever slow down.
There are 3 main utilities of the token, 2 of them are technical:
1- Each node must have 1024 HyPC to initially surface in the network
and have an identity that can carry proofs of computations, reputations and
Uptime which can enable the node to multiply without any additional licenses
or tokens. Up to 1024 node.
2- Each node must be able to communicate with other nodes values and
therefore when a computer has finished processing, the cryptographic proof
of its work is sufficient to re-consume the token received.
3- Can embed other tokens or currency within it and therefore gives flex-


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3- Can embed other tokens or currency within it and therefore gives flex-
ibility for AI compute to have any currency for it to effectively operate.
The tokenomics of HyperCycle also have unique aspects. There is no
transaction fee per se for the AI compute transactions running on the net-
work, but a similar role is played by royalties , the payment obligations as-
sociated with which are split up automatically and deterministically among
participants in the network to ensure all parties are properly incentivized.
Royalties and exchange of value between nodes involves the native HyPC
token, but in particular applications can include a variety of other value in-
struments, say USD, EURO, WON, AGIX, ADA, ETH, USDC, Ava, Algo,
etc. For instance,


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etc. For instance,
•HyPC native tokens, paying for the overall AI computation including
tools and mechanisms enabling various HyperCycle rings to provide
consensus, information propagation and other useful functions
•AGIX tokens to pay for the AI functionality required to maintain an
uncorrupted reputation system.
•ETH, BTC, ADA or others can be used to pay for the long-term storage
of partial snapshots of the HyperCycle network state.
1.3 HyperCycle Multi-Ring Structure
A HyperCycle network (as loosely depicted in Figure 2) comprises a collection
of ”rings”, each containing a set of HyperCycle agents, each of which contains
and controls a record of its own transaction history, and each of which is able
to enter into various sorts of relationships with other agents (e.g. sending or


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to enter into various sorts of relationships with other agents (e.g. sending or
receiving transactions, or participating in validating transactions). Unlike in
9


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standard ledger based blockchains, and drawing key structures and methods
from TODA and TODA/IP (such as the TODA transaction trie and the cycle
trie that gave HyperCycle its name), in HyperCycle individual agents and
their purposeful interactions are the core of the system – no replicated ledgers
are needed, and where they are used they are best considered efficiency-
oriented augmentations to the metadata that agents retain regarding their
own histories and properties.
Figure 2: Conceptual illustration of two HyperCycle rings and their connec-
tion to the Any Ledger Blockchain mainchain.
Each ring in the network performs its own consensus judgments, and is
connecting to pseudo-randomly selected set of nodes in the network that is


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connecting to pseudo-randomly selected set of nodes in the network that is
triggered by time and a deterministic function on how to meet and what
about. Effectively every-time a an HyPC Packet is passed from one device
to the next, and while it is obvious that the requester must submit the
cryptographic signature of the HyPC to the receiver node, at the time the
requester will be ignored if didn’t launch the token through a deterministic
map from the data structure Earth64 (no single machine needs to save it
or host it anywhere but everyone can compute it fairly quickly) This also
means when a transaction is initiated launching the tokens through a trie
makes it impossible for double spent. It is simply not possible. The imagine
10


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below shows how 2 separate temporal events happen at slight different times
and size but they both must deterministically merge as they must upward
navigate the BST Earth64 data structure tree forming a trie every single
time. Effectively the packet is sent and as it propagates through the network
with the hash of the dealing all together (irreversible)
The SingularityNET reputation system, deployed among the nodes in-
volved in HyperCycle rings, provides a dynamically updated reputation mea-
sure to each node. Proof of Reputation means that the choice of validators
within HyperCycle rings will be biased toward higher-reputation network
nodes (who then get fees in HyperCycle tokens for helping with consensus
decisions)... Reliance on reputation in this way helps avoid various sorts of


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decisions)... Reliance on reputation in this way helps avoid various sorts of
attacks in a relatively straightforward and elegant way. To seed the repu-
tation system we could e.g. give initial reputation boosts to AGIX or ADA
stakers, and also to early purchasers of HyperCycle tokens.
Section 4 briefly reviews a few example applications ideally suited for
HyperCycle – swarm AI, rating and reward in media networks, decentral-
ized payments and computer processing, and public/private chain inter-
operability – and roughly indicates the sort of consensus mechanism and
HyperCycle/any-mainchain interaction likely to be needed in each case.
The HyperCycle design also supports flexible public/private deployment.
Given a fully implemented HyperCycle, SingularityNET applications (along


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Given a fully implemented HyperCycle, SingularityNET applications (along
with many other sorts of applications) will be deployable with subnetworks
on both public and private HyperCycle rings.
1.4 Broad Usability via Smart Contract DSLs
Finally, all this underlying complexity can nevertheless be presented to appli-
cation developers in a simple and usable manner, appropriate to the domain
areas in which their applications are operating. Toward this end, integration
of the OpenCog Hyperon [BGT21] framework’s MeTTa programming lan-
guage [Pot21] into Plutus is also envisioned, as a strategy for enabling broad
usability via the creation of MeTTa-based DSLs focused on smart contract
programming in specific vertical areas, which will often correspond to partic-


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programming in specific vertical areas, which will often correspond to partic-
ular specialized rings. Such DSLs may straightforwardly be presented to the
user as low or no code frameworks auto-generated from the underlying MeT-
Ta/Plutus code, effectively leveraging the HyperCycle framework behind the
scenes.
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2 Background: TODA/IP, Proof of Reputa-
tion and the MeTTa Language
In this section we review a few key aspects of the existing blockchain networks
and designs that are critical to the HyperCycle design. Then Section 3 will
pull all the pieces together.
2.1 The TODA/IP ledgerless blockchain
TODA/IP [ST19] is a protocol for secure communication and coordination in
decentralized networks, which relies on the same underlying data structures
and encryption mechanisms as standard functioning cryptography that is
running this planet including the innovations by blockchain platforms, but
combines these in a radically different way to enable tremendously greater
scalability.
TODA/IP significantly bypasses well known problems w/ replicated ledgers,
such as


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such as
•Coordination overhead associated with distributing information from a
large network to a number of replicated ledgers
•Communications overhead required for sending, receiving, and process-
ing messages (e.g. according to gossip protocols which, while resilient,
are known for their considerable communications overhead)
•Decreased performance with scale. Replicated ledgers require that ev-
ery fully participating node must process every single transaction which
occurs. This means that as more transactions occur, and more nodes
participate, overall transaction times suffer severely. This type of pro-
tocol offers security, neutrality and censorship resistance at the cost of
scalability.
Basically, in typical replicated ledger blockchain systems, every peer receives


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Basically, in typical replicated ledger blockchain systems, every peer receives
all transaction data, all hash reference values, and all block headers. Every
node needs to be supplied with enough information to be able to re-create the
entire chain. This is how blockchain explorers are able to provide browsing
through the history of major blockchains.
Sharding palliates all these problematic factors, but only partially. To
make sharding work really well requires hierarchical sharding architectures
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which give algorithmically more satisfactory performance but at cost of adding
significant complexity and overhead. TODA/IP is in some ways similar in
spirit to sharding, but keeps things simpler and lower-overhead by adopt-
ing a more fully decentralized approach, in which each local data-chunk is
responsible for its own historical information (or in some cases that of its
close neighbors). This changes the nature of the communication protocols
a fair bit, but removes the main source of complexity and cost in ledger-
based blockchains, which is the maintenance of a population of ledgers each
storing broad-based information about the network as opposed to simply a
population of inter-transacting agents each with their own local data and
interests.


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interests.
A network that is ledgerless in its foundational operation can still make
use of ledgers when appropriate. For instance if one wants a rapidly search-
able backup of a certain subset of network transactions, storing all these in
a replicated ledger makes a lot of sense. HyperCycle is envisioned to make
use of the Cardano mainchain for this purpose, along with other purposes
like help maintaining certain sorts of security guarantees. In this approach,
a judiciously chosen subset of HyperCycle transactions (at least within se-
lected rings) are periodically snapshotted and pushed to Cardano mainchain
where they will be stored in Cardano’s replicated ledger for backup, and
rapid search and access.
It is also possible to use TODA/IP together with hierarchical sharding,


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It is also possible to use TODA/IP together with hierarchical sharding,
when one wants to achieve particular sorts of balance between security guar-
antees and performance. In this case the overhead of sharding is still there,
but is significantly less than in cases where a sharded ledger is required to
do all the work.
2.1.1 TODA/IP Transaction Processing: Decentralized and Lo-
calized
The core structural element of TODA/IP is its association of individual
records with their own localized ledgers. This makes these records semi-
autonomous agents in a sense that is not remotely the case for entries stored
in the ledger of a traditional distributed/replicated ledger-based blockchain.
The core dynamical aspect of TODA/IP, correspondingly, is the way se-


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The core dynamical aspect of TODA/IP, correspondingly, is the way se-
cure transaction processing occurs in a manner that is wholly decentralized
and is also ”localized” in the sense that it doesn’t require access to any
overall ledger of all transactions that have ever occurred in the blockchain,
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but requires only interaction of a small set of parties who are closer to the
transaction at issue. In this dynamics, records are acting as ”nodes” in a
blockchain network – specifically, each record may correspond to a number
of different nodes, each acting in a different portion of the tree.
Let us now briefly unpack how this works, in a simple case of a ring with
a ”plain vanilla” fully-replicated-ledger-less TODA/IP consensus system.
Given a record Rowned by wallet A, that record can be sent to wallet B
through the generation of a transaction request, which is signed by wallet A,
then signed by wallet B, then distributed and signed by a set of validators.
A cycle in TODA/IP consists of a round of transactions requests and ensuing


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A cycle in TODA/IP consists of a round of transactions requests and ensuing
validations (for those requested transactions that are valid).
But how are the validators chosen? In the simplest TODA/IP implemen-
tations, basically, any active device so long it is geographically dispersed it
will get a fair probabilistic chance in the pseudo-random selection be chosen
as a validator. This does not mean there is some magical proof of disperse-
ment but instead reliance on the laws of physics and how network speed can
never exceed the speed of light, yet while the selection itself gives fair chance
to any node that matches the criteria of the pseudorandom function, the role
they need to play requires a race amongst selected nodes and if they hap-


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they need to play requires a race amongst selected nodes and if they hap-
pen to be concentrated they null each other. More on that in the Toda/IP
paper. A pseudorandom function is used to select devices in the network
for participation in a computation validating a given transaction, based on
their geographic dynamic disbursement. Devices cannot apply more compu-
tation than the modest amount required for the pseudorandom selection of
work that is assigned to them in each block of time while the work is to run
the system itself it is in parallel that the TM machines run these network
of hashes to ensure the payment systems work while the AI to AI treat the
entire TM as a black-box.
Because there is no way to achieve extra privileges in the network via ex-


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Because there is no way to achieve extra privileges in the network via ex-
tra work, there is no intrinsic need for “mining farms” or similar mechanisms
as the work that is done is always work needed to run the entirety of the
system from the TM perspective and on the other side and in parallel the
work needed to run the AI computation is on a case by case. There’s always
a requester and a responder. Please note, those are machines requesting work
and machines responding, when we say machine we mean a Hypercycle com-
putation node that is comprised by all its elements including but not limited
to, VM, AI Machine and TM. Also, while this approach enables economical
incentives for devices to be on the network, it requires no disincentive for
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not participating in the computation. The amount of work involved here is
independent of the size of the network; and the work is spread out through
the system, rather than concentrated as it would be in typical replicated
ledger-based blockchains.
Each validator provides four important functions:
•Confirming the validity of the transaction (structural soundness and
proof correctness)
•Prevent sending a packet twice in this cycle
•Help build the consensus proofs for the transaction
•Provide matching proofs for A and B
One of the validators will also be chosen to create a new record containing
the signed transaction validation message the validation process returns to
the recipient. This new file will then be sent from the chosen validator to


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the recipient. This new file will then be sent from the chosen validator to
itself, resulting in the appending of this file to the validator’s record.
After the transaction is done, the Merkle root of the data structure con-
structed as the transaction proceeds is a cryptographically secure represen-
tation of the entire transaction.
It makes logical sense for a TODA/IP-based network to charge modest
transaction fees to cover the network, electricity and depreciation cost of
carrying out the work involved in transaction validation. These fees would
be naturally split among sender, recipient and validators, in a manner that
may be different for different TODA/IP implementations. There are obvious
variations such as preferentially assigning the validator role (and the modest


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variations such as preferentially assigning the validator role (and the modest
revenue obtainable therefrom) to nodes that have provided rapid validation
in the past. This leads on to the integration of TODA/IP with reputation
systems that we will discuss in Section 3 below and that forms a key aspect
of the HyperCycle design.
The nodes in a TODA/IP network may be divided into ”rings”, each of
which groups a certain set of records, and which are hierarchically connected.
A single record can then live in multiple concentric rings. Different rings can
have different consensus mechanisms for approving transactions. Transac-
tions made to the record in different rings can then be merged consistently
within the record.
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A TODA/IP system may hold a collection of rings, what we might call a
”ring-set”, can be configured to all share a common ”TODATree” (fully sat-
urated and balanced BST) structure, which provides a universal file address
system that may roughly be thought of as a decentralized analogue to IPV6.
In the context of a TODATree, each record has a unique address number
that it retains over its lifetime, defined via the branch of the TODATree it
occupies. A highest level TODATree of height 256 has been posited to su-
pervene over all TODA/IP implementations, with each of the 296branches
at level 160 associated with a particular TODA/IP implementation. Hy-
perCycle will then involve a TODA/IP ring-set associated with a particular
TODATree level 160 subtree.


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TODATree level 160 subtree.
2.1.2 TODA: Interoperable Proof Structures
While TODA/IP is a full ledgerless blockchain system, TODA simply de-
scribes a data structure.3The core of the TODA design is the ”TODA File”,
which essentially is a digital data file that comes along with a per-file ledger
attached as metadata. The binding between a file’s internal data and its
ledger allows a file to behave like a ”unique digital object” (a sort of NFT)
rather than a more abstract, interchangeable symbolic token.
Every transaction that a file is involved with causes a corresponding
record to be attached to the file’s associated ledger. These transaction records
contain among other information the addresses of the other parties involved


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contain among other information the addresses of the other parties involved
in the various transactions. The functioning of TODA is founded on the
way these transaction records enable each file to have a single canonical well
formed proof of provenance.
The transaction detail describing a particular transaction for a particular
file specifies several aspects such as:
•the destination address: who will become the new owner
•a metadata hash, which allows users to attach arbitrary metadata to
the transaction
•an encumbrance, which is a special restriction on how the transaction
will occur
3This section is based on [GGT19]; later designs supersede this but are generally com-
patible with it.
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•a signature on this data, to certify that the current owner really wishes
the transaction to occur
The transaction detail becomes an intrinsic part of the proof of a file. By
only requiring the hash of the metadata to be included in a transaction, the
size of proofs is kept under control, and users are given the power to choose
not to share the metadata of a transaction with someone else.
These qualities provide TODA files with the ability to move transparently
between rings, regardless of the consensus mechanisms or networks involved,
provided only that the capacity to create corresponding structures exists.
This allows records that make use of these data structures to interoperate
natively across unrelated systems.
2.1.3 Key TODA Data Structures and the TODA Cycle


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2.1.3 Key TODA Data Structures and the TODA Cycle
Operation on a TODA file depend centrally on two Merkle trie data struc-
tures: The File Trie and the Cycle Trie. Explicating how these tries work
is the best way to go to the next level of detail in the description of TODA
operations.
The file trie is a Merkle trie which associates file IDs with transaction
detail hashes for transactions involving that file. A transaction proof is the
Merkle proof associating a single file detail with a file ID. The transaction
details associated with a file’s ID by its owner’s file trie are the only valid
representation of operations on that file.
The file trie for a given address in a given cycle contains all of the oper-
ations performed over files owned by that address in that cycle. Files owned


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ations performed over files owned by that address in that cycle. Files owned
by that address that are not present in that file trie for that cycle are said to
have null proofs. Because the transaction details referenced in the transaction
proofs associated with a file are the only valid representation of operations
on a file, a file with a null proof is demonstrably not operated on within the
context of the file trie.
Each file trie is contained within a cycle trie. The cycle trie can be built
in a highly distributed way using e.g. TODA/IP, as we describe below, but
it can also be built in a fully centralized setting, or something in between.
The values contained in this cycle trie are nothing other than the file trie


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The values contained in this cycle trie are nothing other than the file trie
Merkle roots corresponding to the transactions occurring in the cycle. Each
file only requires the small slice of the overall cycle trie that contains it.
As the cycle proceeds, the Merkle trie is built containing proofs for each
transaction. For a given transaction its two proofs (one from the sender, one
17


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from the receiver) will be known only to the sender and the receiver, but all
are part of the cycle trie.
Not all nodes in a ring, in general, will be available to participate in a
given cycle. However, cycles in any ring that a file belongs to are relevant
to that file whether the node corresponding to that file is transacting in that
cycle or not. In order to be able to continually prove that your file’s ledgers
are complete and not missing any information, you need to collect a bit of
data every cycle that contains proof that your address did not contribute to
the cycle. Luckily, these trimmed proofs tend to be especially short and don’t
have to wait for each other, nor wait for block, they can all run in parallel


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have to wait for each other, nor wait for block, they can all run in parallel
and those that arrive at a certain time to join and concatenates with others
keep going in a one way computation to reduce every pair to one following
their deterministic Earth64 static map (Figure 3)
A protocol-level way to deal with these zero-transaction proofs is to say
that the nodes assembling the cycle trie during a given cycle are responsible
for maintaining proofs of their non-participating neighboring nodes (where a
”neighbor” is a node that a given node has transacted with before). As many
neighboring nodes who didn’t contribute to a cycle will generally share the
same proof, this is a relatively trivial set of data to maintain. There are also


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other routes to managing these proofs which are more at the service level,
i.e. specific rings may maintain specialized ledgers or other mechanisms for
managing these proofs that in some contexts may provide greater efficiency
than relying on neighboring nodes. For instance, with sufficient trickery it
may be possible to store ”proofs of null proofs” together with cycle roots
without actually storing whole cycle tries; there is some research yet to be
done in this direction.
2.2 Proof of Reputation
4
The final key ingredient woven into the HyperCycle design is the ”Proof
of Reputation” consensus mechanism that was incubated within Singulari-
tyNET by a team led by Anton Kolonin and fleshed out fully in collaboration
with Oladotun Aluko [AK21].


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with Oladotun Aluko [AK21].
SingularityNET’s ”weighted liquid rank” reputation system
[KGDI18] is a general mechanism for assigning reputation to members of
4This section is based on [AK21]
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a decentralized network, integrating implicit and explicit ratings, and incor-
porating various subtleties such as adjusting the effect of member A’s impact
on member B’s reputation based on member A’s reputation. The length of
a network member’s history, the amount of currency they have spent, the
predictiveness of their own ratings, and many other factors can play into
reputation calculations. The framework also includes a role for machine
learning driven ”reputation integrity analysis” agents to identify potential
reputation fraud. Several simulations of the use of weighted liquid rank in
various situations have been implemented and evaluated, e.g. reputation in
ecommerce marketplaces [KGP+19].
The core idea of Proof of Reputation (PoR) is to use weighted liquid


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The core idea of Proof of Reputation (PoR) is to use weighted liquid
rank based reputations as the basis of a consensus mechanism for blockchain
networks. The PoR framework uses the interaction of nodes in a network over
time to determine the amount of reputation associated with each node in the
network. A node’s reputation is calculated by blending together a normalized
set of ratings and the corresponding reputation values of the node providing
the rating at a given point in time, rather than simply the value of the direct
rating given by other nodes. A node’s behavior also directly influences its
overall reputation value by appropriate formulae. The PoR mechanism then
uses the reputation to determine a set of consensus nodes responsible for


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uses the reputation to determine a set of consensus nodes responsible for
maintaining the network’s shared state. Reputation values are ongoingly
updated as interactions between nodes in the network progress over time.
A few of the core principles underlying this scheme are:
•. The reputation value computed for a node is based on the reputation
value of the node providing the rating – this is the ”liquid” aspect
•The temporal scoping of reputation, according to which reputation val-
ues accumulated by members in the longer past contribute less to the
current reputation value (while at the same time allowing agent history
to contribute appropriately to reputation)
•The openness of all reputation values to all members of the community
so that audits can be performed.


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so that audits can be performed.
In accordance with principles of openness and decentralization, PoR stores
node reputation values on a sidechain rather than in a centralized database.
In a HyperCycle context, this ends up meaning that each HyperCycle net-
work spawns a side HyperCycle network managing the reputation values for
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the parent HyperCycle network. This doesn’t spawn an endless recursion
because the nodes in the child network (containing reputation values) have
the same owners as nodes in the parent network, so the consensus mechanism
in the child mirrors that in the parent.
At the start of every PoR consensus round, consensus group members
need to be selected and added into a consensus group. Members of the con-
sensus group are chosen from the nodes with the highest reputation values,
e.g. with collective reputation scores that exceed 50% of the total reputation
values of the network. A leader from the group is then selected, who serves
the functions of:
•Packaging all valid transactions from the list of pending transactions
to a block


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to a block
•Calculating the new reputation values for all network nodes using data
from transactions in the transaction list
•Broadcasting the commit message to the consensus group
To verify a transaction, the consensus group waits until a certain min-
imum number of of consensus members has sent a confirmatory message.
This process constitutes a consensus group vote, in which each node has a
weighted vote proportional to its reputation value from the previous round.
This general mechanism is consistent with a variety of different underlying
blockchain architectures, e.g. it could be used with account-based, UTxO or
EUTxO frameworks. HyperCycle layers PoR based consensus into a system
based on EUTxO and TODA, resulting in a non-replicated-ledger-dependent


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based on EUTxO and TODA, resulting in a non-replicated-ledger-dependent
blockchain framework supporting powerful functional-programming smart
contracts but incorporating the particular security that PoR brings against
various sorts of attacks.
2.3 OpenCog Hyperon’s MeTTa as a Smart Contract
Language
The MeTTa (Meta Type Talk) language [Pot21] developed in the context
of the OpenCog Hyperon AGI project [BGT21] has a number of properties
that make it favorable for use as the core smart contract language within
HyperCycle. The very flexible nature of MeTTa’s semantics (e.g. gradual
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dependent typing, and a homotopy type theory oriented treatment of equal-
ity) means that it does not impose unnecessary or arbitrary commitments
on handling of TODA/IP messaging or TODA data structures; MeTTa pro-
grams can be as open-ended as they need to be for dealing with a variety of
HyperCycle ring structures.
Further, MeTTa is ideally suited for the development of application-
specific smart-contract DSLs, after the rough pattern of the Idris language’s
dependent-type-based DSL creation facility. Toward this end we envision
making MeTTa available as the default, so that e.g. finance-focused, medicine-
focused or evolutionary-learning-focused smart contract languages for on-
chain execution could be scripted in MeTTa and then run via Plutus. It will


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chain execution could be scripted in MeTTa and then run via Plutus. It will
then be possible to create generic tools for mapping MeTTa DSLs into appro-
priate low or no code development UIs, resulting in a HyperCycle framework
with a high degree of usability for developers working in niches for which
DSLs have been created.
A compiler is being created that translates MeTTa source into source-code
in the rholang language originally developed for use in the Rchain blockchain
[?]. This allows MeTTa to leverage rholang’s powerful concurrency proper-
ties, such as linear or near-linear scaling in use of multiprocessors (includ-
ing on GPUs) for many algorithms. It also allows MeTTa smart contracts
to leverage tokenomics internally to manage computational resource alloca-


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to leverage tokenomics internally to manage computational resource alloca-
tion. This fits naturally with the AI-DSL developed for use between Sin-
gularityNET agents, which allows AI processes to specify their functional,
compute-resource and other properties using dependent type expressions. It
provides a framework in which smart contracts running on HyperCycle nodes
can automatically manage their resources and automatically outsource work
to each other and collaborate to solve problems, in a manner that integrates
tokenomics richly into the functional-programming and process-calculus in-
frastructure making the multi-agent system work.
HyperCycle is designed to allow smart contracts in a wide variety of lan-
guages. Composition of contracts, infusion of tokenomics into the flow of


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guages. Composition of contracts, infusion of tokenomics into the flow of
contract execution and various other features will not work as efficiently or
as sophisticatedly in other languages as in MeTTa. However, these features
are not always critical, and there is a large advantage to being able to lever-
age smart contracts already written for use on other existing blockchains,
and interoperate these with each other as well as with MeTTa scripts. The
tightness of the interoperation with smart contracts in other languages will
have some case-to-case aspects; it is clear for instance that the functional na-
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ture of Haskell will enable a quite tight integration between MeTTa contracts
and Cardano’s Plutus contracts.
3 HyperCycle
HyperCycle is a novel blockchain architecture which is formed by assem-
bling key pieces from the existing blockchain networks and designs reviewed
above: TODA/IP and other aspects of the TODA framework, reputation
for consensus and other aspects of system regulation, and MeTTa for smart
contracts. The ”assembly” process involved is not entirely straightforward,
however, and requires some modifications and extensions to all of the ingre-
dients. The result of this process is a blockchain with unprecedented capa-
bility for handling high-speed, large-scale on-chain agent interactions such
as is required for on-chain deployment of population-based AI algorithms,


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as is required for on-chain deployment of population-based AI algorithms,
tokenomics-powered interactive media, and numerous other applications.
3.1 Core HyperCycle Architecture Concepts
The HyperCycle network is a population of ”agents” which correspond to
HyperCycle computation nodes exchanging TODA files through the network
packet with zero third party dependency and therefore able to execute trans-
actions in a p2p setting in a sub-second finality. Each agent has one single
owner in every block of time, and one owner may control multiple agents.
The agents are organized into TODA-style rings, and a given TODA file
may correspond to multiple agents living within different rings. As usual
with TODA, each ring may have its own particular consensus mechanism.


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with TODA, each ring may have its own particular consensus mechanism.
There are no fees per se for HyperCycle transactions, however the net-
work dynamics can incorporate royalties for ever successful AI computation.
Having said that the HyPC token has value and can be the mean of exchange
it also has the capability to carry values inside it such as ETH, USD, ADA,
AGIX and others.
Each HyperCycle ring has its own independent operation, although some
rings may rely on external blockchain for some functions, e.g. long-term
”external memory” style backup. In this case, a ring would have its own
policy determining which of its internal transactions gets pushed back in
snapshots to for example BTC, ETH, ADA or others mainchain, and how
often these snapshots are pushed back.
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Agent reputations and agent-owner reputations are calculated dynami-
cally via a weighted liquid rank reputation system that operates at the overall
HyperCycle network level. Three dimensions of reputation are maintained
for each agent: Reliability, cooperativeness and honesty. An agent with poor
uptime or slow processing may be rated unreliable even if it has never done
anything fraudulent or problematic. An agent with strong technical proper-
ties may still refuse to participate in constructing proofs, which will merit it
a low cooperativeness rating, but this is still important to distinguish from
a fraudster agent which will get a low honesty rating.
Use of reputation and social connectivity dynamics should in many cases


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Use of reputation and social connectivity dynamics should in many cases
enable dynamic evolution of HyperCycle rings, and in rings that use hierar-
chical sharding (to be discussed below), potentially of shards as well.
Each ring, in each cycle of its operation, has certain cycle head parties and
certain cycle tail parties, in the rough sense of the Hydra protocol. Agents in
the ring with high reliability, cooperativeness and honesty may be thought
of as essentially the same as conventional Hydra head parties. Any member
of the ring who wants to participate actively in consensus during the next
cycle can broadcast a message saying so, and will then be considered as a
cycle head for the next cycle.
In HyperCycle, things will proceed more like in TODA/IP, but with added


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In HyperCycle, things will proceed more like in TODA/IP, but with added
element to expedite transactions and that’s the ratio a node has which incor-
porates proof of computation, uptime and reputation-based weighting. While
each TM (Traansaction Machine) node namely the Toda/IP component is
identical to other nodes Validators for each transaction proposed within a
cycle will be chosen via a deterministic/pseudorandom function from the
network with sifficient probable redundancy while the work required is suffi-
cient to be provided by any single node. In fact it’s a race of who gets there
firs with the right proof and that’s within each cycle and many cycles are
chained within each block of time. While a block of time is being concluded,


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chained within each block of time. While a block of time is being concluded,
many cycles might be half way through their chained deterministic pathway
in the computation necessary to achieve the proof required. s for the selection
of validators, it has nothing to do with the reputation, however the selection
of many AI providers,, the preference is naturally geared to the agents with
stronger reputations.
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3.2 HyperCycle Consensus Mechanisms
3.2.1 Lightweight Rings
The simplest sort of HyperCycle ring is what we call a ”lightweight ring,”
which is wholly ledgerless in the manner of the ”simple TODA/IP ring”
roughly described in Section 2.1 above.
The ”lightweight ring” consensus mechanism can be adequate for rings
involving individual transactions of huge financial value, but is also well
suited for rings oriented toward micro-transactions. The key is to have a tiny
transaction in the least amount of time so we can have many transactions as
each transaction can lead to emergence of intelligence, the more the system
is efficient the more emergence is gained. Examples would be:
•AI agents that are participating in population-based AI algorithms like


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•AI agents that are participating in population-based AI algorithms like
genetic algorithms, genetic programming, ensemble machine learning,
swarm AI
•Small-scale tokenomic transactions such as rating articles or comments
on a tokenomics-enabled media site
•Small-scale financial micropayments for any purpose
3.2.2 Hierarchical Sharding Enhanced Consensus Mechanisms
For cases where a greater level of protocol-level security and reliability is re-
quired, rings with alternative consensus mechanisms are needed. For instance
one may create a ”hierarchical sharding enhanced ring” (HS enhanced ring),
in which the basic localized transactions between agents are supplemented
by a hierarchically sharded ledger which contains proofs corresponding to the
ring.


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ring.
The HS ledger may be used in various different ways, yielding multiple
variations of the HS consensus mechanism. One option is to use the HS
ledger purely as a backup, in case the more fully decentralized peer-to-peer
approach used in the lightweight consensus mechanism fails. This allows
guarantees beyond what is possible with the lightweight consensus, but in
the case where the agents in the ring are mostly effective and cooperative, it
only modestly increases operational cost and speed.
Another option is to use the HS ledger more aggressively. E.g. if zero-
transaction proofs are stored in the HS ledger then there’s an option to omit
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them from file metadata, thus keeping proofs smaller. However this has risk
to significantly increase the time cost of doing proofs because of the need for
agents to download relevant portions of the HS ledger every time they do
proofs. The severity of this issue will depends on the habitual distributions
of the inter-agent transactions in the network – in particular, on the degree
to which the transactions among the parties in the ring fall into a hierarchical
statistical pattern that can be reflected in the hierarchical sharding structure.
Broadly speaking, the use of the HS ledger provides greater security
against various sorts of attacks, and thus an HS ring is going to be appro-
priate for agents carrying out larger, less micro-level/disposable transactions


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priate for agents carrying out larger, less micro-level/disposable transactions
than those appropriate for a lightweight ring. However this added security
will come at an added performance cost – which can be reduced via clever
design and efficient implementation, but will often remain a significant factor.
One general principle we see in these aspects of the HS consensus mech-
anism is that the TODA design providing core elements to HyperCycle does
not obviate the key tradeoffs underlying all blockchain design, such as the
performance versus security tradeoff – but does provide a framework in which
various different tradeoff choices appropriate for different applications can be
elegantly inserted, via use of ring-specific consensus mechanisms associated


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elegantly inserted, via use of ring-specific consensus mechanisms associated
with their own auxiliary data structures and dynamics building on the core
HyperCycle mechanisms.
3.2.3 Further Notes on Security, Reliability and Performance Trade-
offs
In this section we dig a little more deeply into the technical tradeoffs involved
in the choice between the lightweight and HS ring consensus mechanisms
described above. The discussion may also shed a bit of a broader light on
some of the tradeoffs involved in choosing a lightweight ring versus a heavier
ring for a particular application.
Incentivizing Agent Participation in Consensus Firstly, one key ques-
tion underlying the operation of a ring under the lightweight consensus mech-


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tion underlying the operation of a ring under the lightweight consensus mech-
anism is: What incentivizes agents to contribute the knowledge they possess,
which is necessary for other agents’ in the proof construction process they
need to undertake to construct the Cycle Trie? In some cases this is not a
relevant question, e.g. if all the agents in the ring are strongly externally
incentivized to contribute to the overall outcome of the process the ring is
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carrying out (e.g. AI agents collaborating to solve a problem of mutual in-
terest to all the agent owners). But in other cases the rapid cooperation
of agents in providing distributed data to feed proofs to form the cycle trie
could be a potential critical bottleneck for lightweight consensus operation.
The basic answers to this question are: payment and reputation. The
network design involves modest transaction fees and some of these can be di-
rected to agents providing necessary proof data for cycle trie formation. Also,
maintaining acceptable ongoing reputation will be necessary for agent-owners
to continue participating in HyperCycle networks. While low-reputation
agent-owners may always try to re-enter the network using a different iden-


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agent-owners may always try to re-enter the network using a different iden-
tity, there will be machine learning driven ”reputation police” mechanisms
designed to spot this sort of behavior. Further, agents with higher reputation
are more likely to be chosen to participate in consensus and thus are more
likely to profit from their participation in the network ongoingly. One can
also juice up the benefits of having high reputation even further by making
transaction fees lower for high reputation agents, so that agents have a direct
financial incentive for playing nice.
Another possible mechanism, to be introduced with great care and only
in particularly appropriate sorts of applications, is to allow sufficiently high


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reputation agents to add transactions to the cycle trie even if they don’t have
all the necessary proof data at hand. This is not a route one would want to
take in a network hosting large financial transactions, but in a ring comprising
AI agents acting cooperatively to solve problems together on-chain, it may
be perfectly acceptable.
Payment and reputation are ”soft incentives” rather than hard protocol
guarantees, so in the lightweight consensus scenario there is still a possibility
that some agents will simply refuse to provide data that they hold locally,
and eat the reputation loss. In this case, an external conflict resolution
mechanism will need be invoked, e.g. if agent-owners involved have made
deposits (either within HyperCycle or in some other associated chain) they


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deposits (either within HyperCycle or in some other associated chain) they
will lose all or part of the deposits they have made. But even so, there’s a
possibility that some transactions will not be able to happen.
Costs and Benefits of HS Enhanced Consensus The HS consensus
mechanism sketched above is, in a sense, a hybrid between the fully ledger-
less TODA/IP system and a more traditional ledger-based blockchain with
hierarchical sharding (see e.g. [CDD+19] for a fleshed-out description of hier-
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archical sharding in the Thinkey blockchain, but many other examples exist).
In this case we have information which, ideally, everybody in a ring should
have (with consensus): the cycle roots of the TODA/IP system. In the
HS approach we increase the odds of achieving this ideal by increasing this
common information a bit beyond what’s there in the lightweight consensus
mechanism. All head parties in a ring still construct the data structures for
the record. But along with building the cycle tree, the non-zero transaction
packets are added to the hierarchically sharded ledger. This system has al-
most the same level of privacy as in the lightweight consensus protocol (from
common information it will be impossible to infer who owns items). But it


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common information it will be impossible to infer who owns items). But it
automatically solves the two requirements mentioned above, and dramati-
cally reduces the proof sizes (since proofs for zero transactions will not be
required in proofs of provenance).
The big downside of the HS approach is that, in order to guarantee its
ability the needed proof for any file received, an agent needs to be able
to download the relevant portion of the HS ledger. In the worst case it
needs to download the whole ledger, which could become huge as the system
grows. On the other hand, if the transactions in the network have a strong
tendency to be localized, so that most transactions occur between agents
in the same small shard, then this may be only a moderate-sized problem.


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in the same small shard, then this may be only a moderate-sized problem.
Still, at least in unfavorable scenarios, the HS consensus mechanism loses the
lightweight consensus mechanism’s favorable property of accelerating rather
than decelerating as the number of network participants increases.
Two Strong (But Optional) Requirements One way to think about
the value added by the HS approach (or other similar mechanisms) is to look
at the following two requirements, both of which are clearly desirable for
maximal network security:
1. If a user adds a non zero transaction then this transaction can make its
way to the final ?cycle root? (cycle root for which we have consensus)
if and only if user has merkle proof for this transaction. It means


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if and only if user has merkle proof for this transaction. It means
that it is not possible by design to fail (because of network error or
intentionally) to send the element of merkle proof to the user.
2. Users should always be able to reliably recover all cycle roots and all
merkel proof for all zero transactions.
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In a ”low security margin” ring, such as one using the lightweight con-
sensus mechanism outlined above, we can have nonzero probability of failure
for these two properties. However, when failed it can be completed in sub-
sequent block. Failure here does not mean loss. On the other hand, it is
difficult to see how one would satisfy the second requirement in particular
without doing something roughly ”decentralized ledger like” – i.e. without
having decentralized consensus about proofs of zero transactions, and making
these available for everybody. The first requirement is in some way trickier
but is also less complex to address in ledger-like scenarios.
However, it is not a given that these requirements must necessarily be met


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However, it is not a given that these requirements must necessarily be met
in all rings via guarantees at the protocol level. Maximizing security guar-
antees generally also maximizes cost (computational and otherwise), which
limits the scope of potential use cases. Bitcoin is currently primarily con-
cerned with the use-case of transacting large quantities of speculative assets,
and for this purpose a decentralized ledger based approach is relatively apro-
pos. But other sorts of use-case, e.g. in agent-based AI or social media or
micropayments, have dramatically different sets of requirements which point
toward different trade-off choices, and some of these choices may sensibly
involve giving up some protocol-level security guarantees in pursuit of per-


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involve giving up some protocol-level security guarantees in pursuit of per-
formance or other beneficial aspects.
Defusing the Power of Forking It’s also worth noting that essentially
every TODA/IP-based system will possess, by design, certain sorts of secu-
rity that elude all modern decentralized ledger-based systems – for instance,
security against the chaos and economic perversity habitually incurred by
blockchain forks. All too often the fallback solution to a major security is-
sue in a ledger-based blockchain is ”we can always fork the chain.” This has
worked disturbingly well for various cryptocurrencies on a financial basis. For
instance, the results of the Bitcoin forks leading to Bitcoin Cash and Bit-
coin SV, and the Ethereum fork leading to Ethereum Classic, were broadly


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coin SV, and the Ethereum fork leading to Ethereum Classic, were broadly
profitable: Both pre and post fork tokens retained significant financial value,
so that the forks increased the market caps of the underlying blockchains.
However, in other cases the ability to fork in this way is highly undesirable;
for instance real-world assets like loyalty points, fiat, video game assets, etc.
The fundamental uniqueness of TODA/IP records obviates the power of this
sort of forking. In a HyperCycle network with HS consensus, forking the HS
ledger still doesn’t fork the records underlying the HyperCycle agents. There
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can of course be software upgrades but there is no structural bias for these
to lead to perverse forking situations as seem to routinely occur with today’s
standard distributed ledger-based blockchains.
File Uniqueness as a Key to Understanding Tradeoffs HyperCycle
inherits from TODA the centrally important invariant that each file must
have a single canonical well formed proof of provenance . The key questions,
which we have been discussing in this section as regards lightweight versus HS
consensus mechanisms are ones like: How quickly can that proof be obtained?
How complex is obtaining it? How much of a security margin is there for my
files? What recourse is there if something blows up (either through lack of
availability or through widespread equivocation)?


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availability or through widespread equivocation)?
The answer to each of those questions is ultimately “it depends”, because,
as with TODA, there is a goal of having HyperCycle workable in a variety of
different use-cases with different practical requirements, while maintaining
canonical uniqueness for the underlying files. This requires flexibility be-
cause the security margin you want for high value assets always costs a fair
bit in terms of finance and/or performance, and continues to cost over time
(nothing is free), whereas for efficient micro-transactions you have to accept
significantly lower security margins to get the efficiency required. What we
can ask for is not a single detailed blockchain design that addresses all possi-


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ble requirements with the exact same set of algorithms, but rather a flexibly
modularized blockchain design that can be elegantly customized to meet
a broad set of requirements – for instance via diverse pluggable consensus
mechanisms, as in the case of HyperCycle.
File Uniqueness Across Multiple Rings These tradeoff-related issues
arise in particularly subtle ways when considering the dynamics of TODA/IP-
based systems across multiple rings. The uniqueness of a file in a multi-ring
network is guaranteed only if we have consensus about cycle roots, in an
appropriately defined sense. In the simplest case, if there is agreement about
all cycle roots across all rings in the network, we can pass files between rings
unproblematically. However, this strong situation is not the only one of


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unproblematically. However, this strong situation is not the only one of
interest. For instance, if I have a file which was in another ring Afor some
period of time, then to appropriately carry out proofs regarding AI require
cycle roots from ring Afor this period of time, but not necessarily beyond
this period of time. The proof data from Aover the relevant period of time
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is included in the file’s proof of provenance, and serves to link the cycle roots
ofAinto the greater network of rings.
3.3 Smarter Smart Contracts
HyperCycle’s approach to smart contracts is both subtle and inclusive, in-
volving a unique native smart contract framework including a python VM,
MeTTa (and its compilation to rholang), along with an efficient smart con-
tract execution framework that works for many different smart contract lan-
guages, and a framework for allowing interoperation of smart contracts writ-
ten in different languages and potentially interacting with different third-
party blockchains including EVM but it will not be only EVM.
3.3.1 Accelerated Smart Contract Execution
Handling of smart contract execution in HyperCycle is a deep topic that we


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Handling of smart contract execution in HyperCycle is a deep topic that we
will touch only lightly here. Rather than relying on generic consensus mecha-
nisms, greater efficiency can be achieved by use of specialized mechanisms for
validating smart contract output in a secure and decentralized way. In this
manner we can achieve multiple orders of magnitude speedup over existing
blockchains.
In the standard Ethereum-blockchain approach, each smart contract is
run on every full node in the network, thus providing consensus on what
the output of the contract should be according to the network’s consensus
algorithm. This is secure (or at least as secure as the network’s consensus
algorithm) but obvious extremely inefficient. If 2000 nodes need to approve


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algorithm) but obvious extremely inefficient. If 2000 nodes need to approve
to give consensus on a smart contract’s output, then the smart contract is
basically running at least 2000x slower than if it were just a program running
on a single machine.
A few workarounds for this smart contract execution bottleneck have
been proposed, most famously zero-knowledge rollups, which are part of the
Ethereum roadmap, and are being pursued for Cardano by a number of
parties. However the simplest (not that simple) form of zk-rollup based
system relies on a small number of centralized provers, and decentralized
alternatives become increasingly complex relying on special marketplaces of
nodes providing zk proofs.
The HyperCycle framework supports considerably simpler and lower-


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The HyperCycle framework supports considerably simpler and lower-
overhead methods of radically accelerating smart contract execution. Basi-
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cally, a deterministic yet pseudorandom choice and a few other clever meth-
ods are used to enable each smart contract to be run only on a small set of
nodes rather than the whole array. This kind of flexible mechanism becomes
especially convenient in a system that has no globally shared or replicated
ledger and correspondingly no universal list of nodes who would be called on
to validate all smart contracts.
In the HyperCycle approach, when one node has a smart contract it wants
to run, it uses a specially designed pseudorandom function to select a small
number (say N=3) of other nodes to run the smart contract as well. In the
simplest case of a smart contract that just gives a single output and doesn’t
report interim results: These other N nodes each run the contract and report


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report interim results: These other N nodes each run the contract and report
an encrypted version of the result of the execution ... if the results from the
N nodes are all proved equivalent then the result is decrypted and delivered
to the original requestor node, and payment is delivered to the N nodes.
In the case of a smart contract that produces interim results, and does
potentially expensive processing in-between the results, then the process of
comparison among the Nnodes doing execution may be done at appropriate
check-points during smart contract execution, as regards interim results. If
one is working with a pre-existing smart contract interpreter (such as the
Plutus interpreter) then enabling this variation will generally require some
minor tweaks to interpreter.


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minor tweaks to interpreter.
This approach can work across various different VMs, and can handle
smart contracts running on VM Awhich then spawn smart contracts running
on VM B, and more complex scenarios.
For most smart contracts, whose output is drawn from a reasonably large
space of possibilities, a choice like N=3 will reduce the odds that all N
executor nodes fallaciously return the same result very very close to zero.
Roughly speaking the result of this approach is that to run a smart con-
tract in a provably almost-surely-correct way only takes say 3 x(plus some
not-that-huge overhead) as much compute effort as running comparable code
on just one machine. Which is a very modest slowdown compared to run-
ning smart contracts on existing ledger based blockchain networks (orders of


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ning smart contracts on existing ledger based blockchain networks (orders of
magnitude less). While maintinin the same security guarantees and arguably
more.
In cases where aren’t too many operating devices able to run the smart
contract, or where the smart contract is being validated only within a rela-
tively small ring of participants, and therefore guessing who’s being selected
becomes easier by attackers, additional obfuscation mechanisms may be valu-
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able. To provide extra defense against collusion by the pseudorandomly cho-
sen nodes, one can transform the functions (contracts) being sent to each
node so that each node is executing a slightly different computation, and the
nodes then have no tractable way to connect their assignments with those
of other nodes. This additional complexity, however, is not necessary if one
is dealing with small, quickly-executed smart contracts that can easily be
run on any pseudorandomly selected machine in a large ring of HyperCycle
nodes.
3.3.2 Smart Contract DSLs for HyperCycle: A Path to Broad
Usability
While all efforts will still be to incorporate EVM for compatibility reasons,
python and the MeTTa language’s semantics are highly advantageous for


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python and the MeTTa language’s semantics are highly advantageous for
smart contracts involving AI operations, as many of these can be concisely
expressed using MeTTa’s abstract type constructs. MeTTa’s compilation
to rholang provides a highly concurrency-friendly and tokenomics-infused
implementation for MeTTa contracts. MeTTa’s interoperablity with other
smart contract languages from other chains will allow practical applications
to be glued together fairly quickly in many cases. However, equally important
for the future of HyperCycle are MeTTa’s facilities for creating DSLs.
Smart contract coding can be a subtle and sensitive matter, and it’s
preferable to have a framework in which most application developers don’t


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preferable to have a framework in which most application developers don’t
need to think much about the nitty-gritty of smart contracts and can focus on
their application. In the Ethereum world, the closest thing that has emerged
to usability so far is a ”cut and paste culture” in which most developers
work by copying others’ Solidity code and tweaking it to suit their needs.
However, this is not how things work in a software ecosystem powered by
tools with reasonable composability. MeTTa provides powerful composabil-
ity but has the disadvantage of being relatively opaque to most developers
without background in functional programming, process calculus or related
mathematics.
An alternate approach to achieving usable smart contract development


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An alternate approach to achieving usable smart contract development
is the creation of domain specific languages presenting developers with only
those blockchain-related functions they really need in their domain of ap-
plication. Cardano’s Marlowe DSL-for-decentralized-finance pioneered this
approach [SNST20], but also highlights some relevant caveats. While Mar-
lowe is extremely elegant it seems not to provide out-of-the-box the most
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convenient approach for achieving scalability in modern DeFi applications.
So, for example, a Cardano DeFi application like SundaeSwap ended up
directly leveraging Plutus (which is generic) rather than Marlowe (which is
finance-specific but not tailored for the particular sort of financial operations
at the heart of SundaeSwap) [Sun]. One thing this illustrates is the need
for a framework enabling rapid updating and modification of DSLs within
an extremely flexible base language. This course was not open for Marlowe
when it was initially created as its launch preceded that of Plutus, but it is
important to consider in a HyperCycle context.
MeTTa provides an elegant approach for the creation of application and
algorithm specific DSLs, similar to the use of Idris for DSL creation [Bra13]


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algorithm specific DSLs, similar to the use of Idris for DSL creation [Bra13]
[Bra20] but with greater flexibility. The simple and generic nature of the
process of DSL creation in MeTTa opens the door for tools that auto-generate
low-code or no-code UI frameworks for MeTTa-specified DSLs. This arguably
is the most (and perhaps only) viable approach for making smart contract
development adequately simple and usable for the average product developer
without sacrificing security, robustness or capability.
Depending on the DSL, in many cases it may be possible to create low-
code or no-code frameworks that implicitly conduct authoring in the DSL.
The abstract nature of MeTTa lends itself well to the templatization of this


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The abstract nature of MeTTa lends itself well to the templatization of this
sort of process, e.g. to the creation of general-purpose tools for mapping
sufficiently simple application-specific DSLs into corresponding low/no-code
frameworks. In this approach the only people who need to deal with the
technicalities of MeTTa are those who are writing DSLs for new domains, or
creating custom applications sufficiently recondite that they don’t correspond
to any of the DSLs in the library.
4 A Few Promising Early Applications
We now give a few brief notes about a few key HyperCycle application areas
that we are eager to explore once a sufficiently mature version of HyperCycle
is available. We note this is somewhat of a haphazard sampling of the pos-


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is available. We note this is somewhat of a haphazard sampling of the pos-
sibility space, reflecting our current landscape of pursuits which may omit
projects and verticals that will be at the top of our minds by the time Hy-
perCycle is ready for scalable usage. Also, of course, much of the beauty of
launching an extremely flexible and general purpose platform is that others
can then utilize it in ways and domains one never conceived.
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4.1 Swarm AI: Evolutionary Learning, Algorithmic Chem-
istry, Ensemble ML
One major use-case driving the design of HyperCycle is the desire to run
population-based AI methods on-chain – for instance, run a genetic algo-
rithm where each population member is an on-chain agent and crossover and
mutation are on-chain transactions. ”Algorithmic chemistry” applications as
explored in e.g. [Goe16] [Bul20]present similar issues and opportunities.
There is also great potential in the area of decentralized ensemble machine
learning – building model ensembles confronting a common data-analysis
or reinforcement learning problem, in a setting where each model in the
ensemble may be owned and managed by a different party. To carry this


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ensemble may be owned and managed by a different party. To carry this
out in a transparent and fully decentralized way, one would like as much
as possible of the process of passing around datasets, assessing and merging
results, running tests and so forth to be done on-chain.
These are applications where for almost all problems a lightweight consen-
sus approach will be preferable – maximal real-time security is not key. If an
attack or failure causes some interim AI results to be lost, this is unfortunate
but rarely tragic. DSLs here will serve as AI algorithm configuration lan-
guages enabling developers to quickly experiment with different approaches
on different datasets in different applications.
4.2 Ratings and Rewards in Online Networks


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4.2 Ratings and Rewards in Online Networks
Managing ratings and rewards in online networks is another case where
lightweight consensus is desirable. In this case it is important that attacks or
system failures not cause participants’ ratings or rewards to get permanently
lost, but it’s OK if making participants whole after infrequent unfortunate
incidents takes some time and depends on a slow-paced conflict resolution
mechanism. Having maximally strong real-time security guarantees is less
important than having a system with very low cost of operation, and which
is quick and effective under all normal circumstances. It is also easy to
envision a low or no code DSL enabling developers to quickly specify the
customization of the weighted liquid rank reputation framework and various


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customization of the weighted liquid rank reputation framework and various
related reward tokens in their applications.
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4.3 Decentralizing Payments and Processing Power
Two somewhat subtler use-cases are decentralized payments processing, and
the tokenized decentralized management of processing power done in the
NuNet platform5.
In each of these cases, one has a spectrum of transactions, some of which
are small in magnitude (micropayments on an online media platform, uti-
lization of small amounts of background processing on an individual’s smart-
phone) and naturally match with a lightweight consensus protocol, others
of which are more serious (larger payments, utilization of large chunks of
processing such as supercomputer time or significant portions of a corpo-
rate computing network) and would merit the added protocol-level security
guarantees of something like HS enhanced consensus.


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guarantees of something like HS enhanced consensus.
These applications would appear to benefit from multiple rings with dif-
ferent consensus mechanisms, and the ability for some agents to participate
in transactions in both rings. So for instance if I pay a few US cents equiv-
alent to a blogger based on the time I spent reading their article, this goes
through a lightweight consensus based ring; but if I pay a larger chunk of
funds to an AI server farm to train a big ML model, this should go through
an HS enhanced ring.
DSL-wise, the Marlowe framework would seem to have many positive
lessons to teach here, and one envisions a Marlowe-like language embedded
in Plutus via MeTTa leveraging unique HyperCycle transactional features
based on TODA and reputation.


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based on TODA and reputation.
4.4 Adaptively Blending Public and Private Chains
TODAQ, one of the companies in the TODA ecosystem, has pioneered the use
of centralized TODA rings for enterprise applications. A private TODA ring
of this nature can interoperate naturally with public TODA rings running on
decentralized consensus mechanisms like TODA/IP, due to the elastic nature
of the TODA design in which the sovereignty of the individual data file is
key.
A similar approach can be taken for enterprise deployments of Hyper-
Cycle. In fact there are multiple approaches to be pursued for different
enterprise contexts.
5http://nunet.io
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One strategy is to develop a HyperCycle ring with outright centralized
control and data management: Basically going beyond the HS enhanced
consensus and just using a centralized database as a HyperCycle ledger, with
only as much replication as is needed for practical efficiency (no need to use
replication to assure decentralized control in this case).
Another strategy, opposite in some ways, is to recognize that within the
bounds of a particular enterprise, it may be that lightweight consensus mech-
anisms can safely be used, because it’s safe to assume that all the agents op-
erating in the HyperCycle ring are going to be honest and cooperative with
respect to each other. This approach can enable greater efficiency within the


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respect to each other. This approach can enable greater efficiency within the
walled garden of an enterprise than can ever be possible in the ”wild west”
of a public blockchain.
The choice between these two strategies depends on the degree of cen-
tralization and internal trust in the particular enterprise in question. The
HyperCycle infrastructure supports a variety of custom possibilities beyond
the two specific extreme strategies indicated here. Broadly, the point to be
made in this regard is that the flexibility to define rings with custom con-
sensus mechanisms, and then transact agents and files across these rings,
allows hybrid public/private blockchain deployments to be created to meet
the needs of essentially any enterprise. After an initial batch of enterprise


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the needs of essentially any enterprise. After an initial batch of enterprise
deployments has been successfully executed, as a side-effect set of template
”enterprise consensus mechanisms” will have been created, which will handle
the vast majority of enterprise situations.
5 Conclusion: Catalyzing the Future Of AI
and Blockchain Ecosystem
Blockchain technologies are still in their early days, so it would be a mistake
to assume that the technologies that have become popular today represent
mature solutions that compellingly solve the problems they address. Some
leading blockchain frameworks do embody algorithms, structures and pro-
cesses that appear solid enough to persist into the decentralized networks
of the future. However, there are also major aspects of current blockchains,


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of the future. However, there are also major aspects of current blockchains,
such as the default use of distributed replicated ledgers and the reliance on
crude consensus mechanisms like Proof of Stake, that appear to us to owe
their current dominance largely to historical accident rather than fundamen-
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tal superiority or appropriateness.
We have articulated here a novel blockchain design, HyperCycle, which
we believe has the power and the flexible customizability to serve as the basis
for the decentralized networks of the future, at least in the particular arena of
large-scale systems of software agents providing microservices to themselves
and external consumers.
We refer to HyperCycle as ”multilayer”, ”layer-fluid” or ”Layer 0++”
because it has the flexibility to service the entire ecosystem of microservices
(focusing on though not restricted to AI) via adopting whatever role is ap-
propriate in a given context: low-level secure communication protocol, base
blockchain, sidechain, etc.. The goal here is to present the highest security


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blockchain, sidechain, etc.. The goal here is to present the highest security
at the lowest possible network level, thus minimizing frictional cost and en-
abling unprecedented capabilities. Via leveraging cutting-edge cryptography
together with essential ideas, structures and processes from the TODA/IP
blockchain and the Proof of Reputation and OpenCog Hyperon frameworks,
we believe a radically different future for blockchain technology can be cre-
ated with relatively modest (though still far from trivial) engineering effort.
Our most immediate use-cases for HyperCycle are the SingularityNET
decentralized AI network, and the various spinoff projects emergent from the
SingularityNET ecosystem (e.g. NuNet for decentralized processing power,


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SingularityNET ecosystem (e.g. NuNet for decentralized processing power,
Mindplex for decentralized media, Rejuve for decentralized medical data and
research, SophiaVerse for decentralized metaverses, SingularityDAO for DeFi,
etc.). However, HyperCycle’s scope extends far beyond these particular ap-
plication and we foresee a very broad range of utilization once HyperCycle’s
engineering and deployment are complete. Indeed we believe HyperCycle
technology has the potential to play a key role in projecting blockchain be-
yond the niches it currently serves and into the dominant role in the global
tech and financial ecosystem that various pundits have long foreseen.
Appendix: Notes on Deep Cardano Integra-
tion6
HyperCycle involves a unique combination of mechanisms enabling efficient,


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HyperCycle involves a unique combination of mechanisms enabling efficient,
lightweight decentralized coordination of software processes; at its foundation
it is not dependent nor piggybacking on other blockchains that it interacts
6This section largely contains information drawn from [Fou21] and [CCF+20]
38


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with, as it already has an extremely solid foundation for all aspects of se-
cure, decentralized software coordination. However, integrations can provide
certain functionality that may very well be the most effective way to make
various applications work at a particular point in time, giving available tool-
ing and user bases.
HyperCycle is capable of robust cross-chain interaction, and in particular
it’s possible to run a variety of virtual machines within the HyperCycle con-
text, enabling accelerated execution of smart contract languages associated
with a variety of different blockchains. The tightness of the coupling possible
between HyperCycle and another chain, however, depends on the particular
nature of the other chain. One chain with which especially tight coupling


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nature of the other chain. One chain with which especially tight coupling
appears possible is Cardano.
Cardano’s smart contract language, Plutus, is a pure functional language,
which makes it relatively straightforward to tightly connect Plutus contracts
and HyperCycle MeTTa contracts, having them share state and exchange
information while in the course of executing. At a technical level this is
achieved via connecting the Rust MeTTa runtime with the Haskell PLutus
runtime using foreign function interfaces. The lack of reliance on imperative
programming in both MeTTa and Plutus makes it generally straightforward
for contracts in either language to flexibly and rapidly subcontract work to
contracts in the other language.
The potential for close linkage between HyperCycle and Cardano arises


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The potential for close linkage between HyperCycle and Cardano arises
at a nore fundamental level than smart contracts, though, and is rooted in
Cardano’s Extended UTXO transaction model, which enables shared state
between Cardano and other chains using the (still in development at time of
writing) Hydra protocol. ’ HyperCycle can also leverage the UTxO model
such as Cardano blockchain and also the Plutus smart contract language and
numerous other related features, however substituting a different consensus
mechanism and a different system for data management.
The Extended UTXO Transaction Model
Cardano’s Extended UTxO (EUTxO) model [Fou21] extends the standard
UTxO model underlying Bitcoin in a manner explicitly designed to support


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UTxO model underlying Bitcoin in a manner explicitly designed to support
smart contracts operating according to functional programming principles.
Transactions in a UTxO ledger contain a set of inputs and outputs, where
outputs lock an amount of cryptocurrency, such that only authorized inputs
of subsequent transactions can connect and consume those funds. The set
39


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of outputs that are dangling (unconnected) pending validation, at any given
point in time, are the unspent transaction outputs (UTxOs) . In addition to
the locked currency, each output also comes with a validator predicate; and
each input comes with a redeemer value. To determine whether a given input
of the currently validated transaction is permitted to connect to a currently
dangling and unspent output, the software determines whether the validator
predicate the output applies to the redeemer.
The EUTxO model extends the UTxO model in two ways:
•Instead of restricting the validator/redeemer mechanism to dealing with
signatures, addresses in the EUTxO model can contain arbitrary logic
in the form of scripts. When a node validates a transaction, the trans-


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in the form of scripts. When a node validates a transaction, the trans-
action will look up the script provided by the output’s address and will
execute the script if the transaction is allowed to use the output as an
input.
•Outputs in EUTxO can carry essentially arbitrary data in addition
to an address and value. This allows scripts to carry, for instance,
information regarding the state of long-running smart contracts.
The script associated with a transaction can access the data being carried
by the output, the transaction being validated, and some additional pieces
of data called redeemers, which the transaction provides for every input;
based on this it can carry out complex logic to determine whether the given


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based on this it can carry out complex logic to determine whether the given
input is permissible or not. The fact that the validator can inspect the entire
validated transaction enables validators to enforce that contract invariants
are maintained across entire chains of transactions.
Key to the EUTxO model is that the success or failure of transaction
validation depends only on the transaction itself and its inputs, and not
on anything else on the blockchain. This works naturally with the ”pure
functional programming” nature of the Haskell language which underlies the
Plutus smart contract system; in a pure functional language like Haskell,
computation is broken down into functions whose outputs depend only on
their inputs, without side-effect as are rampant in imperative language. The


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their inputs, without side-effect as are rampant in imperative language. The
functional nature of Plutus is the central aspect making Cardano smart con-
tracts tractably formally verifiable.
The purely functional nature of EUTxO validation also means the valid-
ity of a transaction can be checked off-chain, before the transaction is sent
40


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to the blockchain. A transaction can still fail if some other transaction con-
currently consumes an input that the transaction is expecting; however, if all
inputs are still present throughout the period of execution, the transaction
is mathematically guaranteed to succeed.
The differences between this UTxO-based model and the account-based
models used in Ethereum and other similarly structured blockchains necessi-
tate significantly different design patterns on the DApp level. EUTxO makes
it much more tractable and straightforward to create DApps with provable
guarantees regarding their behavior; and EUTxO also provides a superior
foundation for powerful extensions to the core Cardano model like Hyper-
Cycle. However, it does require a way of thinking about transactions and


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Cycle. However, it does require a way of thinking about transactions and
data representation that feels initially unfamiliar to developers who got their
start with account-based blockchains. EUTxO smart contracts can be for-
mally modeled using a type of state machine called a constraint emitting
machine (CEM). Based on Mealy machines, each one consists of a set of
states Sc, a set of inputs i=Ic, a predicate final c:Sc→Bool identifying
final states, and a step relation s→(s,tx), which takes a state son an input
ito a successor state s? under the requirements that the constraints tx are
satisfied. Cardano implements CEMs on a EUTxO ledger (the mainchain)
by representing a sequence of CEM states as a sequence of transactions, each


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by representing a sequence of CEM states as a sequence of transactions, each
of which has a state-machine input icand a state-machine output oc, where
the latter is locked by a validator ? c, implementing the step relation (excep-
tions being the initial and final state, which have no state-machine input or
output respectively).
Hydra: Cardano’s Interoperability Solution
7
Hydra [CCF+20] is the algorithmic and software framework enabling
the Cardano mainchain to communicate efficiently and elegantly with other
blockchains. It supports implementation of what would informally be called
sidechains, and also of proxies to other fully autonomous and separate blockchains.
When Hydra is used to connect to another blockchain network, the ”head


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When Hydra is used to connect to another blockchain network, the ”head
parties” are a distinguished set of high-performance and high-availability par-
ticipants in this other network. ”Tail parties” are other participants in this
other network, who may be unreliable in terms of being online at any given
7This section draws mainly on [CCF+20] and [Kia20]
41


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time or being computationally capable of carrying out operations critical for
decentralized network functioning. The Hydra architecture can be divided
accordingly into the head protocol, the tail protocol, and the cross-head-and-
tail communication protocol. These components are supported by additional
underlying protocols for routing, reconfiguration and virtualization.
The head protocol is the only portion of Hydra currently developed to a
state of reasonable maturity. It allows the heads parties in a blockchain net-
work connected to the Cardano mainchain to rapidly process large numbers of
transactions with minimal storage requirements by way of a multiparty state
channel. The tail protocol, which has not yet been publicly described in a de-


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channel. The tail protocol, which has not yet been publicly described in a de-
tailed way, enables the network heads to provide scalability for large numbers
of additional network participants who may use the system from low-power
devices, such as mobile phones, and who may be offline for extended periods
of time. The cross-head-and-tail communication protocol leverages virtual-
ization to allow heads and tails to communicate without going through the
medium of the Cardano mainchain.
Hydra’s state channels are isomorphic to Cardano in the sense that they
make use of the same transaction format and contract code as the underlying
Cardano blockchain. This means smart contracts can be directly moved
back and forth between Hydra state channels and the Cardano blockchain


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back and forth between Hydra state channels and the Cardano blockchain
– so that Hydra state channels effectively yield parallel, off-chain siblings of
transactions on the Cardano blockchain.
Head Protocol Transactions
In terms of transaction management, what is happening behind the scenes in
using the Hydra head protocol to connect a network to Cardano mainchain
is: The head parties involved cooperate to commit a set of UTxOs comprising
the initial head state, which these head parties then evolve by handling smart
contracts and transactions among themselves without mainchain interaction.
Transaction validation, including script execution, proceeds according to the
exact same rules as onchain, leveraging the exact same validation code. In


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exact same rules as onchain, leveraging the exact same validation code. In
case of disputes or in case some party wishes to terminate the offchain pro-
tocol, the head parties decommit the current state of the head back to the
blockchain - which then necessarily results in an updated blockchain state
that is consistent with the offchain protocol evolution on the initially commit-
ted UTxO set. The mainchain doesn’t need to know the detailed transaction
history that led to the committed state, it only. needs to know the commit-
42


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ted state. Further, the decommit process is designed such that, when the
latest state in the head is very large, the head state can be decommitted via
parallel decommitment of small chunks. UTxOs can also be added to and
removed from a running head without closing it.
To get a Hydra head started, any party may take the role of an initiator
and ask a set of parties to participate. Each party then establishes pairwise
authenticated channels to all other parties in the head. This public-key ma-
terial is used both for the authentication of head-related onchain transactions
that are restricted to head members and for multisignature-based event con-
firmation in the head. The initiator then submits an initial transaction to the


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firmation in the head. The initiator then submits an initial transaction to the
mainchain that contains the head parameters. This automatically initializes
a state machine for the head instance that manages the transfer of UTxOs
between mainchain and head.. Each head member then attaches a commit
transaction, which locks on the mainchain the UTxOs that the party wants
to commit to the head.
From this point on, the head enters into an open state The head members
continue running the offchain head protocol, which evolves the initial UTxO
set independently of the mainchain. In the case that some head members
fail to post a commit transaction, the head can be aborted by going directly
from initial to final.
Once a head is in the closed state, the underlying state machine grants


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Once a head is in the closed state, the underlying state machine grants
parties a contestation period, during which each head party has one chance
to contest the closure by providing the certificate for a newer head UTxO
set. Contesting leads back to the state closed. After the contestation period
has elapsed, the state machine may proceed to the final state.
What’s happening on the mainchain while a Hydra head is evolving of-
fchain is that the mainchain Hydra protocol:
1. Upon head initiation, locks the mainchain UTxOs committed to the
head
2. Keeps these locks and waits while the head is active
3. Facilitates the settlement of the final head state back to the mainchain
after the head is closed.
The end result is a dynamic that replaces the initial head UTxO set by the


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The end result is a dynamic that replaces the initial head UTxO set by the
final head UTxO set on the mainchain in a manner that respects but does
not persist the complete set of head transactions.
43


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Some careful record-keeping is required here behind the scenes, in order
to ensure that each head member posts exactly one commit transaction and
that the open transaction faithfully collects all commit transactions. To en-
able this, a single non-fungible ”participation token” is issued to each head
member, connoting a capability and obligation to participate in the head
protocol.. This token must flow through the commit transaction of the re-
spective head member and to be valid the open transaction must collect the
full set of participation tokens.
Hydra Tail Protocol
The Hydra head protocol has many powerful use-cases on its own. For in-
stance, a natural strategy for porting the SingularityNET marketplace to
Cardano is to map the multiparty escrow contract in the Ethereum-based


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Cardano is to map the multiparty escrow contract in the Ethereum-based
SingularityNET implementation into a Hydra head. The SingularityNET
agents participating in the multiparty token and API access transaction are
then the head parties and the head instance remains active until the escrow
is cleared and the multiparty transaction is done.
However, if one wants to associate a sizeable external network with Car-
dano using Hydra as the interface in a ”sidechain” like design pattern, it’s
necessary to also handle the situation where there are many participants in
the HyperCycle ”sidechain” that are intermittently online or have unreliable
or minimal computational power. This situation leads to a variety of security
challenges, as there are various scams a network participant can carry out


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challenges, as there are various scams a network participant can carry out
more effectively when not required to be consistently online to participate in
transactions. The Hydra Tail protocol [Kia20] has two key mechanisms for
addressing this:
•requiring participants to put collateral on the mainchain, which will be
lost if fraud is attempted
•instantiating a Challenge-Response-Protocol on the mainchain, with
which clients can dispute claims by any participant
This is one aspect of the default Hydra tail protocol that will likely be heav-
ily customized for HyperCycle, via leveraging Proof of Reputation and TO-
DA/IP mechanisms. Given HyperCycle’s particular requirements and the
underspecification of the Hydra tail protocol, the approach we are planning


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underspecification of the Hydra tail protocol, the approach we are planning
to take in the HyperCycle design is to create a custom version of the Hydra
44


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tail protocol that suits HyperCycle’s needs, incorporating mechanisms and
ideas beyond those that have previously occurred in the Cardano sphere.
References
[AK21] Oladotun Aluko and Anton Kolonin. Proof-of-reputation: An
alternative consensus mechanism for blockchain systems. Inter-
national Journal of Network Security & Its Applications (IJNSA)
Vol, 13, 2021.
[BGT21] Alexey Potapov Ben Goertzel and Hyperon Team. Opencog hy-
peron. 2021. https://wiki.opencog.org/w/Hyperon .
[Bra13] Edwin Brady. The idris programming language. In Central Eu-
ropean Functional Programming School , pages 115–186. Springer,
2013.
[Bra20] Edwin Brady. Idris 2: Quantitative type theory in action. Techni-
cal report, Technical Report. University of St Andrews, Scotland,
UK. https://www. type ?, 2020.


key: chroma:document
string_value:
UK. https://www. type ?, 2020.
[Bul20] Marius Buliga. Artificial chemistry experiments with chem-
lambda, lambda calculus, interaction combinators. arXiv preprint
arXiv:2003.14332 , 2020.
[CCF+20] Manuel MT Chakravarty, Sandro Coretti, Matthias Fitzi, Peter
Gazi, Philipp Kant, Aggelos Kiayias, and Alexander Russell. Hy-
dra: Fast isomorphic state channels. IACR Cryptol. ePrint Arch. ,
2020:299, 2020.
[CDD+19] Shan Chen, Weiguo Dai, Yuanxi Dai, Hao Fu, Yang Gao, Jianqi
Guo, Haoqing He, and Yuhong Liu. Thinkey: A scalable
blockchain architecture. arXiv preprint arXiv:1904.04560 , 2019.
[Fou21] Cardano Foundation. Understanding the extended utxo model.
2021. https://docs.cardano.org/plutus/eutxo-explainer .
[GGH+17] Ben Goertzel, Simone Giacomelli, David Hanson, Cassio Pen-


key: chroma:document
string_value:
[GGH+17] Ben Goertzel, Simone Giacomelli, David Hanson, Cassio Pen-
nachin, and Marco Argentieri. Singularitynet: A decentralized,
45


key: chroma:document
string_value:
open market and inter-network for ais. Thoughts, Theories Stud.
Artif. Intell. Res. , 2017.
[GGT19] Adam Gravitis, Norman Goh, and Dann Toliver. Toda primer.
2019. https://engineering.todaq.net/TODA_Tech_Primer_
v1.0.pdf .
[Goe16] Ben Goertzel. Cogistry: Accelerating al-
gorithmic chemistry via cognitive synergy.
2016. https://blog.opencog.org/2016/10/25/
cogistry-accelerating-algorithmic-chemistry-via-cognitive-synergy/ .
[Goe19] Ben Goertzel. Singularitynet whitepaper 2.0. 2019. https://
public.singularitynet.io/whitepaper.pdf .
[KGDI18] Anton Kolonin, Ben Goertzel, Deborah Duong, and Matt Ikle.
A reputation system for artificial societies. arXiv preprint
arXiv:1806.07342 , 2018.
[KGP+19] Anton Kolonin, Ben Goertzel, Cassio Pennachin, Deborah


key: chroma:document
string_value:
[KGP+19] Anton Kolonin, Ben Goertzel, Cassio Pennachin, Deborah
Duong, Matt Ikl´ e, Nejc Znidar, and Marco Argentieri. A rep-
utation system for multi-agent marketplaces. arXiv preprint
arXiv:1905.08036 , 2019.
[Kia20] Aggelos Kiayias. Enter the hydra: scaling dis-
tributed ledgers, the evidence-based way. 2020.
https://iohk.io/en/blog/posts/2020/03/26/
enter-the-hydra-scaling-distributed-ledgers-the-evidence-based-way/ .
[MG19] Gabriel Axel Montes and Ben Goertzel. Distributed, decentral-
ized, and democratized artificial intelligence. Technological Fore-
casting and Social Change , 141:354–358, 2019.
[Pot21] Alexey Potapov. Metta language specification. 2021. https:
//wiki.opencog.org/w/Hyperon .
[SNST20] Pablo Lamela Seijas, Alexander Nemish, David Smith, and Simon


key: chroma:document
string_value:
[SNST20] Pablo Lamela Seijas, Alexander Nemish, David Smith, and Simon
Thompson. Marlowe: implementing and analysing financial con-
tracts on blockchain. In International Conference on Financial
Cryptography and Data Security , pages 496–511. Springer, 2020.
46


key: chroma:document
string_value:
[ST19] Toufi Saliba and Dann Toliver. Toda/ip protocol 2.3: An internet
communication protocol. 2019. https://github.com/Toufi/
Whitepaper/blob/master/TodaIP_ProtocolV2.3.pdf .
[Sun] Sundaeswap fundamentals, author=Pi Lanningham and Sun-
daeSwap Team, note = https://sundaeswap.finance/papers/
SundaeSwap-2021-06-01-Fundamentals.pdf , year=2022.
47


key: source
string_value:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenAI\data\HyperCycle_Core_v0.92.pdf


key: chroma:document
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HyperCycle
Core
v0.92
Authored
by
Toufi
Saliba
and
Robert
Moir
PhD
with
collaboration
by
Dann
Toliver,
Greg
Colvin
PhD,
Ernie
Casilla,
and
Barry
Rowe
PhD
HyperCycle
provides
the
essential
missing
components
required
for 
the
Internet
of
AI,
where
networked
AI
agents
can
cooperate
and 
compete
at
the
micro
level
in
ways
that
bring
about
emergent 
intelligence
at
the
macro
level.
Facilitating
cooperation
between
micro-level
computational
modules 
requires
secure
peer-to-peer
contracting
and
subcontracting.
This 
allows
modules
to
compensate
each
other
in
milliseconds
for 
computations
due
to
not
relying
on
third-party
intermediaries, 
enabling
the
direct
transmission
of
extremely
small
values.
This
vision
of
an
Internet
of
AI
has
been
a
longstanding
goal
for 
computer
and
AI
scientists.


key: chroma:document
string_value:
an
Internet
of
AI
has
been
a
longstanding
goal
for 
computer
and
AI
scientists.
Advancements
in
network
speed, 
cryptography,
and
related
fields
have
led
to
the
development
of
a 
system
that
enables
direct,
peer-to-peer
transactions,
leading
to 
substantial
reductions
in
time
and
energy
costs.
1


key: chroma:document
string_value:
1
Introduction
.............................................................................................................................
2
2
High
Level
View
of
the
HyperCycle
Network
........................................................................
3
2.1
The
TODA
Protocols
and
Earth
64
Sato-Servers
...............................................................
3
2.2
The
HyperCycle
Virtual
Machine
.....................................................................................
4
2.3
Securely
Getting
Funds
into
the
HyperCycle
Network
.....................................................
5
2.4
Enabling
Cooperative
AI
for
Beneficial
Emergence
.........................................................
6
2.5
Competitive
AI
for
Progressive
Evolution


key: chroma:document
string_value:
6
2.5
Competitive
AI
for
Progressive
Evolution
........................................................................
7
3
HyperCycle
Computation
Nodes
...........................................................................................
8
3.1
Node
Structure
and
Function
...........................................................................................
8
3.2
Starting
Operation
of
a
Node
.........................................................................................
10
3.3
Revenue
From
a
Node
/
Incentive
Model
......................................................................
11
3.4
Node
Score
=
Uptime
·
Computation
·
Reputation
........................................................
11
3.5
Node
Splitting


key: chroma:document
string_value:
........................................................
11
3.5
Node
Splitting
................................................................................................................
12
4
HyperCycle
Transactions
.....................................................................................................
14
5
Conclusion
............................................................................................................................
16
6
FAQ
........................................................................................................................................
17
A
Appendix
...............................................................................................................................
19
A.1
Various
Kinds
and
Forms
of
HyperCycle


key: chroma:document
string_value:
19
A.1
Various
Kinds
and
Forms
of
HyperCycle
Tokens
..........................................................
19
A.2
Provenance
System
......................................................................................................
20
A.3
HCN
Virtual
Machine
.....................................................................................................
21
A.4
HCN
Transaction
Machines
...........................................................................................
22
A.5
HCN
AI
Machine
............................................................................................................
23
A.6
HCN
Node
Manager
......................................................................................................
23
A.7
HCN
Merklizer


key: chroma:document
string_value:
23
A.7
HCN
Merklizer
...............................................................................................................
24
Glossary
.....................................................................................................................................
26
2


key: chroma:document
string_value:
1
Introduction
Computational
theories
of
the
mind
emerged
in
the
middle
decades
of
the
20th
century.
We
build
on
these,
modeling
the
mind
as
a
secure,
distributed,
scalable
and
fully
decentralized
network
of
interacting
nodes.
The
nodes
of
this
network
asynchronously
exchange
computations,
laying
the
groundwork
for
complex
forms
of
thought
and
awareness.
Building
the
Internet
of
AI
on
a
global
scale
requires
solving
some
of
the
hardest
problems
in
parallel
and
distributed
computing
in
a
way
that
ensures
that
the
system
will
be
secure,
efficient,
confidential,
scalable
and
interoperable
by
design.
Accomplishing
this
requires
an
economic
and
computational
protocol
that
allows
nodes
on
the
internet
to
transact
peer-to-peer
(P2P).
A
step
toward
this
was
made
in
2008
with
the
invention
of


key: chroma:document
string_value:
peer-to-peer
(P2P).
A
step
toward
this
was
made
in
2008
with
the
invention
of
ledger-based
blockchains,
starting
with
Bitcoin
as
a
byzantine-fault-tolerant
protocol
for
achieving
distributed
consensus
on
updates
to
an
immutable
ledger.
A
further
advance
came
in
2014
with
the
Ethereum
blockchain,
which
allows
arbitrary
code
to
be
stored
and
run
on
an
immutable
ledger.
HyperCycle
advances
on
these
remarkable
achievements
to
create
a
platform
where
AI
agents
with
complementary
capabilities
can
seamlessly
transact,
enabling
them
to
collectively
tackle
problems
of
ever-increasing
size
and
complexity ,
empowered
by
agent-to-agent
microtransactions
for
microservices
with
sub-second
finality.
The
TODA
protocols
provide
the
essentials.
The
ledgerless
TODA/IP
consensus
protocol
minimizes
network


key: chroma:document
string_value:
the
essentials.
The
ledgerless
TODA/IP
consensus
protocol
minimizes
network
traversal
and
performs
only
the
minimum
computation
necessary
to
secure
the
network
itself.
And
building
on
TODA/FP,
Earth
64
Sato-Servers
ensure
that
the
assets
they
carry
are
secured
independently
of
any
blockchain
ledger.
Thus
throughput
is
maintained
and
security
grows
as
nodes
are
added―the
network
can
grow
to
global
scale.
This
eliminates
the
key
communications
bottlenecks
of
previous
ledger-based
blockchain
protocols
to
provide
true
parallel
and
distributed
computing
while
conserving
the
maximum
amount
of
decentralization.
3


key: chroma:document
string_value:
By
leveraging
the
novel
capacities
of
the
TODA
protocols,
HyperCycle
paves
the
way
for
the
realization
of
a
global
computational
mind,
where
the
collective
intelligence
of
AI
agents
harmoniously
converges
to
address
multifaceted
challenges.
And
because
it
is
governed
by
the
entire
open-source
network
of
developers
and
operators,
as
opposed
to
a
single
entity
or
small
group,
the
emergent
effects
of
expansive
connectivity ,
competition
and
cooperation
among
self-actualizing
nodes
has
a
higher
probability
of
enabling
the
global
community
to
reach
its
goals,
including
the
safer
introduction
of
new
forms
of
intelligence.
2
High
Level
View
of
the
HyperCycle
Network
In
this
section
we
consider
how
HyperCycle
Computation
Nodes
(HCNs)
link
together
using
their
virtual
machines,
how
money
securely


key: chroma:document
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Nodes
(HCNs)
link
together
using
their
virtual
machines,
how
money
securely
enters
and
travels
through
the
network
using
cryptographic
proofs
of
provenance,
and
how
the
network
is
designed
to
evolve
progressively
and
facilitate
the
emergence
of
new
forms
of
intelligence.
We
start
by
describing
the
TODA
Protocols
and
the
Earth
64
Sato-Server
data
structure
that
are
the
key
technological
innovations
that
make
the
HyperCycle
network
possible.
2.1
The
TODA
Protocols
and
Earth
64
Sato-Servers
With
current
network
and
hardware
capabilities
each
agent
can
make
multiple
requests
to
other
agents
concurrently,
who
can
do
the
same
recursively,
allowing
a
single
node
to
effectively
communicate
with
hundreds
of
millions
of
nodes.
However,
technological
innovations
are
required
to
accomplish
this
at


key: chroma:document
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of
nodes.
However,
technological
innovations
are
required
to
accomplish
this
at
network
speeds
for
asset
transfer
and
not
just
data.
HyperCycle
leverages
the
TODA
Protocols
and
the
Earth
64
data
structure
for
digital
asset
management
and
distributed
consensus
to
make
this
possible.
On
the
digital
asset
side
of
the
TODA
Protocols
is
TODA/FP,
the
TODA
File
Protocol,
provided
by
T.R.I.E.
and
TODAQ.
TODA/FP
defines
a
cryptographic
data
structure
that
allows
the
state
of
an
asset
to
be
managed
independently
of
its
integrity,
where
‘integrity’
refers
to
non-equivocation
or
the
fact
that
an
asset
has
not
been
spent
more
than
once.
Thus,
a
system
managing
the
integrity
of
an
asset
does
not
need
to
hold
or
even
know
the
state
of
that
asset,
minimizing
the
cost
of
operating
the
integrity
system
and


key: chroma:document
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state
of
that
asset,
minimizing
the
cost
of
operating
the
integrity
system
and
allowing
the
asset’s
state
to
be
held
on
any
device.
4


key: chroma:document
string_value:
TODA/FP
guarantees
that
as
long
as
the
integrity
management
system
does
not
equivocate
(generate
multiple
histories),
then
the
asset
cannot
equivocate
either.
This
integrity-at-a-distance
property
is
mathematically
proven,
and
the
required
data
for
the
lightweight
proof
is
carried
along
with
the
asset
during
its
transfer
from
one
party
to
another.
The
Earth
64
Sato-Server
data
structure
builds
on
the
capabilities
of
TODA/FP
and
adds
two
key
features:
the
ability
to
have
integrity-system
independence,
thereby
allowing
the
integrity
provider
of
an
asset
to
change
over
time;
and
the
capacity
to
create,
split,
and
merge
nodes
of
the
Sato
Tree,
the
binary
tree
of
Sato-Servers
that
Earth
64
defines.
The
result
is
an
asset-level,
portable
blockchain
that
is
low-cost,
scalable
and
can
be
plugged


key: chroma:document
string_value:
asset-level,
portable
blockchain
that
is
low-cost,
scalable
and
can
be
plugged
into
different
systems
to
manage
its
integrity.
HyperCycle
makes
use
of
the
splitting
capacity
of
Sato-Servers
for
both
the
native
HyPC
token
and
HyperCycle
Computation
Node
licenses.
In
the
case
of
HyPC
tokens,
they
can
be
subdivided
into
smaller
denominations.
For
HyperCycle
Computation
Node
licenses,
they
can
be
split
into
smaller
licenses
or
can
generate
additional
licenses,
as
is
described
in
Section
3.5
below.
Other
important
features
of
the
Sato-Server
data
structure
are
that
it
is
a
container
for
arbitrary
digital
items
of
value
and
that
each
one
has
a
globally
unique
identifier.
HyperCycle
uses
the
container
feature
to
allow
native
HyPC
tokens
to
hold
other
value
instruments,
including
fiat
and
crypto


key: chroma:document
string_value:
native
HyPC
tokens
to
hold
other
value
instruments,
including
fiat
and
crypto
currencies.
Each
Sato-Server
also
has
a
unique
binary
identifier
that
corresponds
to
a
unique
region
on
the
surface
of
the
Earth,
achieving
global
uniqueness
using
the
internationally
recognized
GCS
coordinate
system.
On
the
distributed
consensus
side,
TODA/IP
employs
a
distributed
computation
as
proof
of
work,
which
scales
linearly
with
the
network's
size,
ensuring
a
constant
workload
for
each
node.
To
accomplish
this,
the
data
structure
is
designed
to
maintain
only
the
essential
data
required
to
secure
the
network's
state,
minimizing
the
distributed
computation
needed
for
security.
Transacting
nodes
store
the
state
of
their
own
assets,
eliminating
the
need
for
a
global
ledger,
replacing
it
at
the
network
level


key: chroma:document
string_value:
eliminating
the
need
for
a
global
ledger,
replacing
it
at
the
network
level
with
a
single
global
Merkle
root
hash
per
network
cycle.
In
each
cycle,
parties
involved
in
transactions
can
engage
in
an
unlimited
number
of
transactions
across
as
many
assets.
However,
only
one
transaction
per
asset
is
permitted
per
cycle.
Within
the
context
of
HyperCycle,
these
cycles
operate
at
varying
scales
within
the
network.
Smaller
systems
of
transactions
can
achieve
finality
relative
to
a
portion
of
the
network
in
fractions
of
a
second,
while
finality
at
the
network-wide
level
is
achieved
in
each
network
block
every
6-30
seconds.
The
former
guarantees
the
necessary
performance
for
high-speed
transactions,
while
the
latter
ensures
the
certainty
required
for
asset
re-spending.
The
combination
of
the
TODA


key: chroma:document
string_value:
the
certainty
required
for
asset
re-spending.
The
combination
of
the
TODA
Protocols
and
Earth
64
Sato-Servers
enables
true
P2P
transactions
between
HyperCycle
nodes.
Network
packets
serve
as
carriers
for
instructions,
data,
and
payment.
Since
transactions
can
achieve
sub-second
finality,
economic
signals
and
5


key: chroma:document
string_value:
data
coexist
efficiently,
allowing
the
network
to
rapidly
evolve
new
problem-solving
approaches
while
meeting
the
performance
expectations
of
the
global
market.
2.2
The
HyperCycle
Virtual
Machine
HyperCycle
Computation
Nodes
act
as
the
“neurodes”
whose
interconnections
form
the
axons
and
synapses
of
the
global
HyperCycle
brain.
This
demands
a
powerful
virtual
machine
at
the
heart
of
every
node.
This
Virtual
Machine
enables
efficient,
secure
communication
between
the
internal
components
of
an
HCN
and
between
the
nodes
themselves.
The
internal
components
of
a
Computation
Node
include
one
or
more
Transaction
Machines
(TMs)
and
one
or
more
AI
Machines
(AIMs),
loosely
coupled
via
the
HyperCycle
Virtual
Machine
(VM).
Internally
to
a
node,
the
Transaction
and
AI
Machines
communicate
solely
via


key: chroma:document
string_value:
Internally
to
a
node,
the
Transaction
and
AI
Machines
communicate
solely
via
the
VM.
All
components
are
modular―any
components
providing
the
necessary
interfaces
can
be
used
as
HCN
machines.
Externally,
the
VM
for
each
HCN
manages
all
non-financial
communication
with
other
nodes
by
talking
to
their
VMs.
Financial
communication
is
handled
independently
by
the
TMs
and
the
TODA/IP
network.
For
an
HCN
to
serve
as
an
effective
neurode,
the
VM
must
be
dynamically
programmable
and
reprogrammable.
HCN
VMs
communicate
payment
instructions,
data,
and
code
to
other
VMs.
VMs
are
paid
to
execute
the
code
on
the
data,
controlling
the
execution
of
the
AIMs
and
initialing
further
communication.
The
initial
HCN
Virtual
Machine
will
be
based
on
Python.
Millions
of
programmers
use
Python,
including
many
of


key: chroma:document
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will
be
based
on
Python.
Millions
of
programmers
use
Python,
including
many
of
our
potential
users:
developers
in
the
blockchain,
data
analytics,
machine
learning
and
AI
communities.
Python
is
modular
and
composable,
and
it
supports
embedding
code
from
other
languages,
including
many
powerful
libraries.
And
crucially,
Python
is
a
dynamic
language
that
can
execute
its
own
source
code,
which
can
be
sent
as
messages
to
and
from
HCN
VMs.
In
this
way
one
VM
can
in
fact
dynamically
transmit
code
to
be
executed
on
another
VM.
So
what
we
have
here
is
a
network
of
computational
agents
communicating
code,
data,
and
payments
to
other
agents.
This
empowers
nodes
to
establish
spontaneous
transactional
relationships
on-the-fly.
This
dynamic
formation
of
ad
hoc
connections
between
nodes
ensures
flexible


key: chroma:document
string_value:
This
dynamic
formation
of
ad
hoc
connections
between
nodes
ensures
flexible
and
efficient
collaboration
in
the
negotiation
and
execution
of
contracts
and
subcontracts
for
artificial
intelligence
work.
2.3
Securely
Getting
Funds
into
the
HyperCycle
Network
6


key: chroma:document
string_value:
Provable
provenance
of
funds
is
crucial
within
the
HyperCycle
network,
as
it
requires
the
conversion
of
various
currencies
into
native
tokens
(HyPC)
while
maintaining
traceability.
The
provenance
of
funds
encompasses
two
elements.
The
first
involves
existing
methods
for
establishing
the
provenance
of
fiat
currency,
bridging
to
stablecoins
or
cryptocurrencies,
and
transferring
tokens
across
blockchains.
HyperCycle
does
not
rely
on
any
specific
method
but
requires
a
provable
provenance
from
the
fund
source.
The
Ethereum
blockchain
is
very
useful
in
this
respect,
because
users
can
convert
fiat
into
ETH
or
ERC20
tokens,
which
can
easily
be
converted
into
HyPC.ETH
or
c_HyPC.ETH
(NFTs
corresponding
directly
to
unique
native
tokens),
providing
a
borderless
means
of
payment
for
services
on
the


key: chroma:document
string_value:
native
tokens),
providing
a
borderless
means
of
payment
for
services
on
the
internet
using
the
Ethereum
blockchain.
This
kind
of
token
bridging
is
of
course
not
exclusive
to
Ethereum,
and
can
be
extended
to
other
programmable
blockchains
such
as
Polygon,
Cardano,
or
BNB
Chain.
The
second
element
of
provable
provenance
relates
to
the
native
HyPC
token
in
its
true
form
as
a
Sato-Server,
which
employs
TODA/IP
to
ensure
integrity
by
preventing
double
spending
while
maintaining
a
proof
of
provenance
within
the
data
structure.
This
ensures
traceability
of
funds
throughout
the
entire
transaction
history
in
the
HyperCycle
network.
Together,
these
two
elements
establish
provable
provenance
for
all
funds
within
the
HyperCycle
network.
To
illustrate,
Alice
could
use
one
of
many
exchanges
to
convert


key: chroma:document
string_value:
network.
To
illustrate,
Alice
could
use
one
of
many
exchanges
to
convert
USD
into
ETH,
which
can
be
used
to
purchase
HyPC.ETH
using
a
decentralized
exchange.
She
can
then
use
our
swap
contract
to
convert
her
HyPC.ETH
into
c_HyPC.ETH
on
the
Ethereum
network
with
which
to
form
her
node's
identity
or
to
pay
for
AI
services
on
HyperCycle.
Similarly
Bob
could
convert
BTC
or
even
hypothetically
USD
or
GBP
(£)
to
GBPT
using
a
regulated
bridge
from
the
central
bank
of
England,
and
use
a
decentralized
exchange
to
swap
GBPT
for
HyPC.ETH.
Whatever
the
origin
of
funds,
there
will
be
a
provable
provenance
onto
the
blockchain
and
into
and
throughout
the
HyperCycle
network.
It
is
important
to
appreciate
that
each
native
HyPC
Sato-Server
holds
both
value
and
functions
as
a
container,
which
allows
HyPC
to


key: chroma:document
string_value:
Sato-Server
holds
both
value
and
functions
as
a
container,
which
allows
HyPC
to
carry
payments
in
other
token
types
through
various
bridges.
Incorporating
an
Ethereum
Virtual
Machine
(EVM)
into
HyperCycle
nodes
as
a
TM
makes
this
even
easier,
facilitating
the
use
of
ETH
and
other
ERC20
tokens
for
payments
in
the
HyperCycle
network
and
allowing
revenue
to
be
cashed
out
directly
to
Ethereum.
2.4
Enabling
Cooperative
AI
for
Beneficial
Emergence
Nodes
in
the
HyperCycle
network
possess
dual
functionality:
running
AI
machines
to
offer
services
and
making
requests
for
services
from
other
nodes.
This
unique
capacity
enables
nodes
to
contract
and
subcontract
work,
allowing
ad
hoc
networks
of
nodes
to
dynamically
solve
problems
more
effectively
and
efficiently,
fostering
beneficial
emergence


key: chroma:document
string_value:
solve
problems
more
effectively
and
efficiently,
fostering
beneficial
emergence
through
novel
node
combinations.
7


key: chroma:document
string_value:
Work
requests
in
HyperCycle
involve
three
elements:
the
HyPC
Sato-Server
containing
the
payment,
instructions
for
the
task,
and
the
relevant
data.
When
Bob
receives
a
request
from
Alice,
he
validates
the
Sato-Server
to
ensure
its
authenticity.
To
claim
the
payment,
Bob
needs
to
provide
proof
of
completing
the
task
using
the
instructions
and
data
provided
by
Alice.
For
example,
suppose
Alice
wants
to
process
presentations
by
converting
images
and
audio
to
text.
While
she
has
AI
machines
for
text
processing,
she
lacks
image
OCR
and
audio-to-text
capabilities.
Alice
discovers
that
Bob
can
perform
these
tasks
and
contracts
him,
paying
with
HyPC
micropayments
per
image
and
audio
file.
If
Bob
encounters
challenges,
such
as
Latin
text
or
noisy
audio,
he
can
subcontract
to
other
nodes
on
the


key: chroma:document
string_value:
such
as
Latin
text
or
noisy
audio,
he
can
subcontract
to
other
nodes
on
the
network.
Bob
searches
and
finds
Charlie
for
Latin
OCR
and
Dana
for
audio
enhancement,
and
subcontracts
the
problematic
cases
to
them.
This
collaborative
approach
allows
Bob
to
overcome
obstacles
instead
of
being
blocked
by
them,
allowing
the
network
to
provide
a
comprehensive
solution
to
Alice's
initial
request.
HyperCycle
enables
dynamic
problem-solving
through
cooperative
networking
of
compute
units
and
AI.
It
provides
a
distinct
and
novel
capability
for
the
Internet
of
AI,
allowing
arbitrary
nodes
to
securely
contract
and
subcontract
at
a
microtransaction
level.
This
enhances
global-scale
emergence
in
collaborative
task
completion,
distinguishing
it
from
centralized
environments
like
AWS,
GCP,
and
Azure.
2.5


key: chroma:document
string_value:
distinguishing
it
from
centralized
environments
like
AWS,
GCP,
and
Azure.
2.5
Competitive
AI
for
Progressive
Evolution
To
promote
a
naturally
progressive
evolution
of
the
Internet
of
AI
that
benefits
humanity
as
a
whole,
fostering
competition
between
nodes
providing
similar
services
is
crucial.
The
HyperCycle
network's
ad
hoc
P2P
structure
facilitates
this
process
by
design.
Suppose
Alice
discovers
a
new
node
called
Hannah,
which
outperforms
Bob's
devices
in
accuracy
and
performance
but
on
a
smaller
scale.
By
allocating
a
small
amount
of
work
to
Hannah's
service,
Alice
enables
Hannah
to
grow
and
improve
over
time.
This
encourages
Bob
to
innovate
and
enhance
his
own
service
quality,
generating
market
signals
that
contribute
to
improvement
of
the
overall
capabilities
and
functioning
of
the


key: chroma:document
string_value:
contribute
to
improvement
of
the
overall
capabilities
and
functioning
of
the
network.
Enabling
competition
among
nodes
offering
similar
services
is
not
a
new
concept,
having
existed
in
the
AI
field
for
decades
and
in
economics
for
centuries.
However,
what
sets
HyperCycle
apart
is
the
ability
to
achieve
this
beneficial
evolutionary
behavior
with
high
speed,
scalability,
and
minimal
friction.
This
achievement
is
made
possible
by
addressing
long-standing
bottlenecks,
particularly
designing
secure
communication
protocols
that
scale
linearly
and
transmit
microvalues
at
negligible
cost.
In
this
regard,
the
foundational
technology
of
TODA/IP
8


key: chroma:document
string_value:
plays
a
pivotal
role,
as
it
overcomes
these
challenges
to
enable
HyperCycle's
beneficial
self-evolution
and
emergence.
3
HyperCycle
Computation
Nodes
The
Internet
of
AI
necessitates
seamless
networking
between
AI
software
components.
HyperCycle
Computation
Nodes
act
as
specialized
agents,
enabling
communication
and
transactions.
This
section
explores
the
structure
and
functionality
of
HCNs,
accommodating
any
AI
software
and
facilitating
inter-node
communication.
We
discuss
operating
requirements
and
revenue
collection,
as
well
as
wealth
creation
using
unique
node
identities
that
track
nodes’
quality
of
service
and
allow
high-quality
machines
to
split
licenses,
creating
two
nodes
from
one.
Let’s
begin
by
taking
a
look
at
what
is
inside
an
HCN.
3.1
Node
Structure
and
Function
As
mentioned


key: chroma:document
string_value:
a
look
at
what
is
inside
an
HCN.
3.1
Node
Structure
and
Function
As
mentioned
above,
an
HCN
comprises
three
essential
components:
the
VM,
TM,
and
AIM.
The
VM
interacts
with
the
TM
for
handling
payments
and
the
AIM
for
AI
computation.
These
components
collaborate
to
enable
nodes
to
perform
their
function
within
the
network.
Upon
installing
the
node
software,
the
operator
selects
AI
modules
to
run
within
the
AIM,
utilizing
Docker
container
images
or
other
means
of
software
provisioning.
Using
the
VM,
the
node
informs
other
network
nodes
about
its
software
capabilities
and
corresponding
pricing.
When
Alice
requests
computation
from
Bob,
she
sends
an
HyPC
Sato-Server
containing
a
payment
commitment
along
with
instructions,
and
data.
The
payment
commitment
is
irreversible
but
remains


key: chroma:document
string_value:
with
instructions,
and
data.
The
payment
commitment
is
irreversible
but
remains
unspendable
by
Bob
until
a
proof
of
computation
is
provided,
which
may
be
the
computed
output.
Bob's
VM
verifies
the
payment
validity
with
his
TM,
sends
the
instructions
and
data
to
the
AIM
for
computation,
and
receives
the
result.
Bob
sends
the
output
to
Alice
and,
with
proof
of
computation
in
hand,
his
TM
can
release
the
payment.
Bob’s
VM
can
subcontract
parts
of
the
work
to
Charlie
and
Dana
in
a
similar
way,
as
depicted
in
the
image
below.
9


key: chroma:document
string_value:
Using
TODA/IP,
the
TMs
can
transact
with
each
other
in
parallel
to
the
communications
handled
by
the
VM.
The
diagram
below
visually
depicts
the
network's
functionality
from
the
TMs’
perspective.
In
this
system,
payments
and
payment
commitments
are
established
within
the
TODA/IP
network
(node
→
node
and
node
→
TODA/IP
messages
in
the
diagram)
to
ensure
the
integrity
of
the
exchanged
Sato-Servers.
These
payments
and
commitments
attain
finality
within
a
segment
of
the
network
by
being
included
in
a
TODA/IP
cycle
(TODA/IP
→
TODA/IP
messages),
thereby
guaranteeing
immutability
and
finality
within
the
validating
node
set.
Subsequently,
proof
of
inclusion
in
a
cycle
is
communicated
to
the
participating
nodes
(TODA/IP
→
node
messages),
instilling
confidence
in
the
firmness
of
the
transaction.


key: chroma:document
string_value:
→
node
messages),
instilling
confidence
in
the
firmness
of
the
transaction.
These
cycles
are
eventually
consolidated
into
a
network
block
(interior
spiral
messages
in
the
diagram)
at
regular
intervals
of
6-30
seconds,
thereby
establishing
the
ultimate
finality
of
payments
within
the
network
and,
because
each
asset
can
only
transact
once
per
block,
permitting
the
reuse
of
funds.
10


key: chroma:document
string_value:
Negotiations
between
nodes
for
contract
terms
occur
infrequently,
and
once
established,
work
requests
can
be
sent
as
P2P
transactions
using
Sato-Servers
without
third-party
involvement.
Renegotiation
becomes
necessary
only
when
there
are
changes
in
services,
availability,
capacity,
or
prices.
AI
Agents
in
a
unified
setting
can
also
switch
their
mode
to
directly
work
on
a
single
task
for
as
long
as
needed
and
switch
back.
11


key: chroma:document
string_value:
3.2
Starting
Operation
of
a
Node
To
set
up
a
functioning
HCN,
several
preliminary
steps
are
required.
Firstly,
the
node
needs
powerful
hardware
to
run
competitive
AI
software.
Secondly,
a
HyperCycle
license
is
necessary
for
network
operation.
Lastly,
1024
HyPC
are
needed
to
establish
each
node's
identity.
The
combination
of
a
license
and
a
certain
quantity
of
HyPC
appropriate
for
that
license
is
called
a
Provenance
Marriage.
This
marriage
activates
a
license
and
enables
a
cryptographic
quality
of
service
score
and
other
benefits,
as
described
in
Sections
3.4
and
3.5
below.
These
three
pieces—hardware,
license,
and
native
tokens—are
essential
for
a
fully
operational
node
on
the
HyperCycle
network.
Activating
a
HyperCycle
license
involves
a
Provenance
Marriage,
where
the
license
is
combined


key: chroma:document
string_value:
license
involves
a
Provenance
Marriage,
where
the
license
is
combined
with
the
required
HyPC
identity
token,
forming
the
node’s
identity.
The
married
license
and
token
are
then
integrated
into
the
node
software.
This
allows
the
node
to
communicate
its
capacities,
cryptographically
record
its
behavior,
and
commence
operations.
Although
all
three
pieces
are
necessary
for
a
fully
operating
node,
they
can
be
obtained
separately
by
different
parties.
Collaborations
between
owners
of
hardware,
licenses,
and
tokens
enable
joint
node
operation
at
reduced
costs
for
each
individual.
Pools
or
marketplaces
facilitate
bringing
together
pieces
owned
by
different
parties,
providing
HyPC
tokens,
licenses,
or
hardware
to
those
seeking
specific
elements
to
initiate
and
sustain
a
node.
It
is
important
to


key: chroma:document
string_value:
seeking
specific
elements
to
initiate
and
sustain
a
node.
It
is
important
to
note
that
these
pools
or
marketplaces,
while
vital
to
the
ecosystem,
are
distinct
from
the
HyperCycle
core
and
are
not
owned
or
managed
by
HyperCycle.
3.3
Revenue
From
a
Node
/
Incentive
Model
An
HCN
generates
revenue
by
providing
AI
services
and
receiving
payment
in
HyPC
tokens,
possibly
along
with
other
value
instruments
such
as
AGIX,
ADA,
EUR
and
USDC.
The
HyperCycle
network
operates
without
transaction
fees
but
collects
a
1%
royalty
on
node
revenue
to
support
network
participants,
including
HyperCycle
itself.
Royalties
are
distributed
securely
and
fairly
using
an
automated,
deterministic
algorithm.
Nodes
gain
value
through
a
score
that
reflects
their
uptime,
computation,
and
reputation.
A
higher
score


key: chroma:document
string_value:
a
score
that
reflects
their
uptime,
computation,
and
reputation.
A
higher
score
increases
the
likelihood
of
receiving
work,
thereby
increasing
the
node's
value.
12


key: chroma:document
string_value:
When
a
licensed
node
achieves
a
score
of
2,
it
can
split
into
two
licensed
nodes,
further
enhancing
its
worth.
3.4
Node
Score
=
Uptime
·
Computation
·
Reputation
The
HyperCycle
network
relies
on
nodes
proving
their
availability
(proof
of
uptime),
accurate
and
timely
computations
(proof
of
computation),
and
responsible
behavior
(proof
of
reputation)
to
ensure
high
quality
network
functionality
and
security.
Data
records
for
uptime,
computation,
and
reputation
are
regularly
recorded
in
cryptographic
form
within
network
intervals
ranging
from
6
to
30
seconds.
These
records
serve
as
evidence
of
a
node's
behavior
by
demonstrating
their
inclusion
in
the
cryptographic
records
for
each
6-30
second
block
of
network
time.
Using
the
recorded
data,
any
one
can
calculate,
and
the
network
can


key: chroma:document
string_value:
time.
Using
the
recorded
data,
any
one
can
calculate,
and
the
network
can
deterministically
confirm,
ratios
for
three
properties:
uptime;
computation;
and
reputation.
These
ratios
provide
insights
into
a
node's
performance
for
each
corresponding
property.
Each
ratio
is
calculated
as
a
measured
percentage
for
the
property
multiplied
by
a
scaling
factor:
property_ratio
=
property_%
*
scaling_factor
where
the
initial
percentage
for
each
property
starts
at
100%
but
can
vary
over
time,
while
the
scaling
factor
starts
at
1
and
gradually
increases
to
a
maximum
of
2
after
18
months.
As
a
result,
each
ratio
starts
out
at
1
but
can
range
in
value
from
0
up
to
2.
The
overall
score
for
a
node
is
obtained
by
multiplying
the
three
ratios―Uptime,
Computation,
and
Reputation―together,
with
the
maximum


key: chroma:document
string_value:
the
three
ratios―Uptime,
Computation,
and
Reputation―together,
with
the
maximum
score
capped
at
2:
score
=
min ( Uptime
*
Computation
*
Reputation,
2 )
Consequently,
the
node's
score
also
initially
starts
at
1
and
takes
values
in
the
range
from
0
to
2
over
time.
The
role
of
the
scaling
factor
in
the
computation
of
each
ratio
is
to
increase
the
maximum
possible
value
of
each
ratio
as
time
progresses.
In
particular,
after
six
months
the
scaling
factor
for
each
ratio
reaches
up
to
∛
2
≈
1.26.
This
enables
a
node's
score
to
reach
2
after
a
six-month
period
if
it
maintains
the
maximum
values
for
uptime,
computation,
and
reputation
during
that
time.
Even
if
a
node
doesn't
achieve
a
perfect
score
for
one
or
more
properties,
it
still
has
the
opportunity
to
increase
its
score
to
2
because
the


key: chroma:document
string_value:
properties,
it
still
has
the
opportunity
to
increase
its
score
to
2
because
the
maximum
value
of
each
ratio
continues
to
rise
past
∛
2
after
six
months.
This
provides
various
paths
for
the
product
of
the
ratios
to
reach
2.
13


key: chroma:document
string_value:
This
continual
increase
in
the
ratios’
maximum
value
gives
particular
significance
to
the
uptime.
The
Computation
and
Reputation
ratios
are
transaction-based,
meaning
that
they
depend
on
external
factors
beyond
what
the
node
can
fully
control.
On
the
other
hand,
having
excellent
uptime
on
its
own
can
grow
the
Uptime
ratio
to
2,
which
can
allow
the
node’s
score
to
accumulate
faster
if
a
very
high
uptime
is
maintained.
A
score
above
1
provides
benefits
to
a
node,
including
increased
confidence
from
the
network,
higher
likelihood
of
selection
for
work
assignments,
and
the
potential
to
split
into
two
licensed
nodes
when
the
score
reaches
2.
Although
we
are
working
on
a
cutting
edge
reputation
system,
the
scoring
scheme
remains
flexible,
allowing
for
the
adoption
of
improved
methods
to
measure


key: chroma:document
string_value:
remains
flexible,
allowing
for
the
adoption
of
improved
methods
to
measure
Uptime,
Computation,
and
Reputation
in
the
future.
3.5
Node
Splitting
Licensed
nodes
in
HyperCycle
have
the
unique
ability
to
undergo
two
types
of
splitting
to
expand
their
capabilities.
The
splitting
capacity
of
HyperCycle
licenses
and
HyPC
native
tokens
relies
on
the
splitting
capacity
of
the
Sato-Servers
that
instantiate
them.
Consequently,
as
each
node
undergoes
splitting,
the
process
follows
the
nested
model
of
the
Earth
64
data
structure,
while
also
maintaining
a
human-readable
prefix
indicating
the
size
of
the
node.
The
first
type
of
splitting
begins
with
a
Master
Node
license
of
AI
Distributed
Computation
Power
(AIDCP),
denoted
10AIDCP_1024.
Such
a
license
can
be
split
into
512
individual
node
licenses
by


key: chroma:document
string_value:
10AIDCP_1024.
Such
a
license
can
be
split
into
512
individual
node
licenses
by
its
owner
without
any
conditions,
meaning
that
it
can
be
split
into
its
constituent
licenses
whether
or
not
it
has
undergone
a
Provenance
Marriage
with
sufficient
HyPC
tokens
to
activate
it.
More
details
on
this
splitting
process
can
be
found
in
Appendix
A.1.
The
second
type
of
splitting
allows
individual
licensed
nodes
to
multiply
in
number.
An
individual
license
that
has
not
split
yet
is
denoted
1AIDCP_1024
or
AIDCP_1024.
To
be
able
to
split,
the
node
must
have
undergone
a
Provenance
Marriage
with
a
1024
HyPC
identity
token,
because
this
splitting
is
tied
to
the
value
of
the
node
quality
score,
which
must
reach
2
to
allow
a
split.
When
this
happens,
the
node
can
split
into
two
AIDCP_512
nodes,
each
with
512


key: chroma:document
string_value:
When
this
happens,
the
node
can
split
into
two
AIDCP_512
nodes,
each
with
512
HyPC
to
back
their
identity.
The
new
child
nodes
created
from
the
parent
node
start
with
a
score
of
1
and
initially
share
identical
genetics
obtained
from
their
parent’s
identity
(married
license
and
identity
tokens),
but
they
are
decoupled
from
each
other
in
operation.
Consequently,
their
scores
evolve
independently,
allowing
one
node
to
choose
to
split
while
the
other
may
opt
not
to.
However,
if
both
child
nodes
achieve
a
score
of
2
and
decide
to
split,
the
total
number
of
licensed
nodes
becomes
four,
all
AIDCP_256
nodes.
With
each
iteration
of
the
individual
node
splitting
process,
the
number
of
nodes
can
double.
14


key: chroma:document
string_value:
The
process
of
splitting
a
single
node
license
can
iterate
up
to
10
times,
resulting
in
the
generation
of
up
to
1024
licensed
nodes
from
the
original
one.
At
the
end
of
10
iterations,
each
of
the
nodes,
denoted
AIDCP_1,
only
needs
1
HyPC
to
back
its
identity.
The
Earth
64
data
structure
guarantees
that
no
further
splitting
is
possible
beyond
this
point.
Note
that
it
follows
from
this
design
that
the
multiplication
process
does
not
require
acquiring
additional
HyPC
or
licenses;
nodes
simply
adhere
to
HyperCycle’s
adaptation
of
the
Sato-Server
splitting
protocol
accordingly.
There
are,
however,
planned
variations
of
this
protocol
to
allow
expedited
splitting.
Despite
having
fewer
coupled
HyPC
for
their
identities,
the
split
individual
nodes
maintain
the
same
capabilities
as
their
parents.


key: chroma:document
string_value:
the
split
individual
nodes
maintain
the
same
capabilities
as
their
parents.
Node
owners
and
operators
are
incentivized
to
provide
high-quality
service
to
the
network,
allowing
their
nodes'
scores
to
consistently
increase
to
2
at
approximately
six-month
intervals.
By
actively
participating
in
the
node
splitting
process,
operators
can
participate
in
the
wealth
creation
opportunities
facilitated
by
HyperCycle.
It
is
important
to
appreciate
that
a
single
node
can
represent
either
a
small
computer
or
an
entire
HPC
cluster.
Growth
beyond
this
point
is
indefinitely
possible,
but
it
may
not
follow
the
same
genetic
markers
indicated
in
this
project
at
this
time.
This
limitation
is
influenced
by
factors
such
as
deterministic/finite
lookups,
efficiencies,
crypto-economics,
incentives,
relative


key: chroma:document
string_value:
lookups,
efficiencies,
crypto-economics,
incentives,
relative
utilities,
and
others.
Ultimately,
the
growth
of
the
network
is
bounded
by
the
laws
of
physics
(space,
time)
and
the
protocol
needs
to
be
in
line
with
the
full
growth
potential
this
entails.
15


key: chroma:document
string_value:
4
HyperCycle
Transactions
In
this
section
we
consider
how
the
different
components
of
an
HCN―the
VM,
TM
and
AIM―work
together
to
execute
transactions
in
the
HyperCycle
network.
In
any
such
situation,
no
matter
how
complex
a
transaction
is
and
how
many
layers
of
subcontracting
it
involves,
the
transaction
can
be
broken
down
into
pieces
involving
one
node
requesting
work
from
another
node,
and
sending
it
a
payment
commitment
along
with
data
and
the
instructions
for
how
to
process
it.
The
node
requesting
work
is
called
the
requestor
and
the
node
performing
the
work
the
executor,
and
any
node
can
be
a
requestor
or
an
executor
or
both.
Suppose
for
simplicity,
then,
a
simple
transaction
involving
two
parties.
Let
Alice
be
the
requestor
and
Bob
be
the
executor.
The
data
flow
diagram
below


key: chroma:document
string_value:
Let
Alice
be
the
requestor
and
Bob
be
the
executor.
The
data
flow
diagram
below
illustrates
at
a
high
level
the
kinds
of
messages
exchanged
between
different
components
to
execute
a
transaction
in
the
HyperCycle
network.
We
will
focus
on
the
core
elements
of
a
transaction,
but
communication
with
one
or
more
service
networks
may
be
needed
for
Alice
and
Bob
to
find
each
other
based
on
the
services
needed
and
offered
and
at
what
prices.
16


key: chroma:document
string_value:
Following
discovery,
Alice
and
Bob
negotiate
their
terms
for
the
transaction,
which
can
involve
exchanging
messages,
such
as
what
Alice
is
willing
to
pay
(
makePayOffer
)
and
what
Bob
is
willing
to
compute
(
makeComputeOffer
).
Once
this
has
been
worked
out,
the
transaction
can
begin.
Note
that
this
negotiation
step
need
not
happen
every
time
Alice
wants
Bob
to
do
some
work,
as
long
as
the
assumptions
on
which
the
agreement
is
based
are
still
valid.
To
execute
a
transaction,
Alice
must
verify
she
has
sufficient
funds
to
pay
for
Bob’s
work,
so
her
VM
asks
her
TM
to
tell
her
what
her
balance
is
(
getBalance
),
and
the
TM
replies
(
sendResult
).
If
this
passes,
she
can
execute
the
transaction
by
having
her
VM
instruct
her
TM
to
proceed
(
executeTx
)
and
sending
the
instructions
and
data
to


key: chroma:document
string_value:
her
TM
to
proceed
(
executeTx
)
and
sending
the
instructions
and
data
to
Bob’s
VM
(
executeComputeTx
).
Her
TM
will
send
Bob’s
TM
the
payment
data
(
paymentData
)
as
a
Sato-Server
and
will
register
on
the
TODA/IP
network
her
commitment
to
pay
Bob
if
he
returns
her
the
output
(
commitPayment
).
On
Bob’s
end,
his
VM
receives
the
data
and
instructions
from
Alice,
his
TM
receives
the
payment
data
from
Alice,
and
his
TM
receives
a
proof
from
the
TODA/IP
network
that
Alice
has
committed
payment
to
him
provided
that
he
returns
her
the
output
(
commitmentProof
).
Upon
receipt
of
the
instructions
and
data,
Bob’s
VM
waits
for
a
message
from
his
TM
(
fundsReceived
)
indicating
that
the
payment
has
been
confirmed
to
be
committed
to
him.
At
this
point
Bob
proceeds
by
sending
the
data
and
instructions


key: chroma:document
string_value:
to
him.
At
this
point
Bob
proceeds
by
sending
the
data
and
instructions
to
his
AIM
(
executeCompute
),
who
does
the
requested
computation
and
returns
the
result
to
Bob’s
VM
(
returnOutput
),
which
we
assume
includes
an
attestation
that
this
is
the
correct
output
that
Bob
can
use
to
satisfy
the
conditions
for
the
release
of
payment.
At
this
point,
Bob’s
VM
returns
the
output
to
Alice
and
sends
the
attestation
to
his
TM
(
executeTx
)
to
release
the
payment.
Bob’s
TM
updates
the
state
of
the
payment
data
with
the
proof
that
computation
has
completed,
sending
this
to
the
TODA/IP
network
to
register
this
fact
(
computationProof
).
At
the
end
of
the
TODA/IP
cycle
(less
than
a
second),
Bob’s
TM
receives
back
a
proof
from
the
TODA/IP
network
that
the
payment
is
complete
(
paymentProof
).
This


key: chroma:document
string_value:
from
the
TODA/IP
network
that
the
payment
is
complete
(
paymentProof
).
This
completes
the
transaction.
Alice
has
received
the
requested
output
and
Bob
has
received
the
payment.
But
note
that
Bob
cannot
spend
the
funds
received
from
Alice
until
the
end
of
the
next
network
block,
which
takes
6-30
seconds.
17


key: chroma:document
string_value:
5
Conclusion
HyperCycle
Computation
Nodes
function
as
the
core
agents
within
the
HyperCycle
network.
Their
ability
to
rapidly
contract
and
subcontract
each
other
P2P
in
adaptive
ways
fosters
cooperation
and
competition
for
beneficial
emergence
and
progressive
self-evolution.
Their
marriage
of
a
HyperCycle
license
and
the
native
HyPC
token,
along
with
value
generation
and
proof
mechanisms
that
result
from
the
marriage,
incentivize
node
operators
to
contribute
to
the
network's
quality
of
service,
functionality,
and
security.
Beyond
the
core
functionality,
the
HyperCycle
ecosystem
offers
vast
possibilities.
SingularityNET
envisions
an
AI
marketplace
where
humans
and
machines
can
transact,
advancing
machine
intelligence
and
paving
the
way
for
true
AGI.
Additionally,
marketplaces
for


key: chroma:document
string_value:
intelligence
and
paving
the
way
for
true
AGI.
Additionally,
marketplaces
for
high-performance
computing
can
leverage
HyperCycle
as
a
service,
supporting
advancements
in
various
fields
such
as
science,
medicine,
and
technology.
The
ecosystem
also
incorporates
practical
services
like
pools
and
marketplaces
that
enable
nodes
to
efficiently
advertise
and
negotiate
services.
With
HyperCycle's
decentralized
interoperability
built
upon
TODA/IP
and
Earth
64
's
Sato-Servers,
the
potential
for
synergistic
emergence
is
boundless.
The
diverse
participants
in
the
HyperCycle
ecosystem
can
collaboratively
build
an
internet
of
AI
and
high-performance
computing,
serving
the
betterment
of
humanity
and
the
planet
as
a
whole.
18


key: chroma:document
string_value:
6
FAQ
Question
:
Does
the
node
operator
have
to
provide
the
license
and
identity
tokens
or
can
these
be
delegated
to
the
operator?
Answer
:
The
license
and
identity
tokens
can
be
owned
by
the
node
operator
but
can
also
be
delegated
to
the
node
operator
by
others.
License
and
c_HyPC
pools
can
be
used
for
this
purpose,
for
example.
Question
:
Does
the
splitting
of
a
node
into
two
child
nodes
mean
that
three
nodes
are
now
in
operation?
Answer
:
No,
the
splitting
of
a
node
generally
means
that
the
parent
node
no
longer
exists.
There
are,
however,
deployment
exceptions
where
the
parent
node
becomes
a
worker
for
the
children,
but
the
parent
nevertheless
does
not
function
as
a
node
on
the
network.
Question
:
When
a
node
splits
after
having
increased
its
score
to
2,
are
more
tokens
required
to
run


key: chroma:document
string_value:
splits
after
having
increased
its
score
to
2,
are
more
tokens
required
to
run
one
of
the
new
nodes?
Answer
:
No,
this
is
the
reason
for
needing
1024
HyPC
to
back
the
identity
of
a
node.
When
a
1024
HyPC
node
splits
into
two,
the
two
new
nodes
have
512
HyPC
each
backing
their
identity.
Each
time
a
node
splits
in
this
way,
the
new
nodes
have
half
the
amount
of
HyPC
backing
their
identity
as
the
parent
did,
down
to
the
level
at
which
the
nodes
have
a
single
HyPC
backing
their
identity,
at
which
point
no
further
splits
are
possible.
Question
:
Can
multiple
nodes
be
running
on
a
single
device?
Answer
:
Yes,
the
protocol
allows
many
nodes
to
run
on
a
single
device.
There
are
physical
limitations
to
how
many
nodes
can
run
on
a
single
device,
in
terms
of
processing
power,
memory,
networking,


key: chroma:document
string_value:
can
run
on
a
single
device,
in
terms
of
processing
power,
memory,
networking,
energy
consumption,
etc.,
but
the
protocol
places
no
such
limitations
on
how
many
nodes
per
device.
Question
:
Can
a
512
node
package
run
on
a
single
computer?
And
is
512
x
1024
=
524,288
HyPC
needed
to
run
this
fully?
Answer
:
As
explained
in
the
previous
answer,
yes,
512
nodes
can
run
on
a
single
node
provided
that
the
machine
is
powerful
and
efficient
enough
to
do
so.
To
run
the
full
package
with
the
full
benefits
of
the
measurement
of
uptime,
computation
and
reputation,
yes,
each
of
the
512
nodes
must
be
backed
by
1024
HyPC.
The
node
can
operate
in
this
way
without
splitting
the
package
into
individual
nodes,
allowing
all
of
the
nodes
together
to
accumulate
the
same
node
score.
Question
:
How
is
proof
of


key: chroma:document
string_value:
nodes
together
to
accumulate
the
same
node
score.
Question
:
How
is
proof
of
reputation
of
a
node
calculated
and
used
in
the
network?
Answer
:
Anton’s
team
is
working
on
a
cutting
edge
reputation
system,
on
which
there
are
published
whitepapers.
Whichever
system
is
developed,
it
will
take
six
months
to
increase
a
node’s
reputation
from
1
to
∛
2,
which
is
the
crucial
factor
in
determining
the
multiplicative
node
score
that
determines
whether
a
node
can
spit
into
two.
The
detailed
reputation
calculation
itself,
however,
may
be
given
19


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more
weight
by
certain
sections
of
the
network
for
the
purposes
of
building
trust
and
faster
transactions,
but
these
features
are
independent
of
node
splitting.
Question
:
How
does
a
node
know
that
another
node
has
multiplied?
And
how
does
the
reputation
of
the
parents
factor
into
the
reputation
of
the
children?
Answer
:
Every
node
that
has
split
is
the
descendant
of
a
node
formed
from
the
marriage
of
a
single
license
and
1024
HyPC.
When
the
node
splits,
it
carries
the
genetics
of
the
parent
as
cryptographic
proof
of
the
marriage
and
of
the
conception
of
the
two
child
nodes,
which
any
node
can
inspect
to
obtain
a
proof
that
a
node
has
multiplied.
In
terms
of
reputation,
the
parents
will
also
have
proof
that
they
reached
a
score
of
2
before
multiplying,
and
therefore
a
reputation
of
∛
2


key: chroma:document
string_value:
they
reached
a
score
of
2
before
multiplying,
and
therefore
a
reputation
of
∛
2
before
multiplying.
So
even
though
the
new
children
only
have
a
score
and
reputation
of
1,
it
is
known
that
their
parents
were
highly
reliable
nodes,
which
can
potentially
be
utilized
in
some
sections
of
the
network
to
give
higher
trust
to
the
new
children.
Question
:
What
are
HyperCycle’s
sources
of
revenue?
Answer
:
HyperCycle
has
two
sources
of
revenue.
One
is
from
the
sale
of
software
licenses
and
tokens,
which
are
intended
to
grow
the
company.
The
second
is
the
1%
royalty
on
all
node
revenue
that
is
collected
to
incentivize
all
parties
in
the
ecosystem
including
HyperCycle.
The
royalty
system
is
a
subset
of
payments,
to
yield
more
progressive
evolution
of
the
ecosystem
as
a
whole
rather
than
purely
to


key: chroma:document
string_value:
more
progressive
evolution
of
the
ecosystem
as
a
whole
rather
than
purely
to
generate
profit
for
HyperCycle.
Question
:
Is
the
use
of
HyPC
to
back
the
identity
of
a
node
scalable
with
a
large
rise
in
the
token
price?
Answer
:
For
the
identity
tokens,
the
rise
in
price
of
HyPC
increases
the
cost
to
set
up
a
node
in
proportion
to
the
increase
in
HyPC
price.
For
large
increases
in
price
this
can
still
be
economical
for
large
centralized
operations
relying
on
a
small
number
of
nodes,
but
is
less
so
for
those
requiring
a
large
number
of
nodes.
In
either
case,
operations
do
benefit
from
being
early
adopters
of
the
ecosystem.
20


key: chroma:document
string_value:
A
Appendix
A.1
Various
Kinds
and
Forms
of
HyperCycle
Tokens
The
different
types
of
tokens
and
their
representations
require
clarification
to
avoid
confusion.
In
this
context,
it
is
important
to
understand
that
true
node
licenses
and
native
tokens
are
Sato-Servers,
and
as
such
exist
independently
of
any
blockchain.
However,
for
convenience
and
network
functionality,
these
Sato-Servers
have
NFT
token
representations
on
various
blockchains.
The
node
licenses
available
on
ledgers
like
ADA,
MATIC,
and
ETH
are
merely
NFTs
that
point
to
a
specific
license
using
the
globally
unique
binary
address
of
the
corresponding
Sato-Server.
Mastern
Node
licenses,
with
the
prefix
10AIDCP_1024
,
represent
Sato-Servers
containing
a
package
of
512
node
licenses.
These
Master
Node
licenses
can
be
divided
down
9


key: chroma:document
string_value:
package
of
512
node
licenses.
These
Master
Node
licenses
can
be
divided
down
9
iterations
(9
levels
of
the
Earth
64
tree),
resulting
in
individual
node
1AIDCP_1024
licenses.
Further
splits
occur
when
the
quality
score
of
such
a
node
reaches
2,
generating
two
1AIDCP_512
licenses.
This
process
can
iterate
up
to
10
times,
ultimately
reaching
1AIDCP_1
licenses
at
the
bottom
of
the
Earth
64
tree,
which
cannot
be
split
further.
Note
that
the
identifiers
for
the
licenses
on
chain
also
contain
a
suffix
that
gives
the
integer
equivalent
of
the
binary
Sato-Server
address
that
instantiates
the
license.
For
example,
the
Master
node
with
identifier
10AIDCP_1024.17593259786358
has
17593259786358
as
the
address
of
its
Sato-Server.
This
integer
determines
the
license’s
precise
location
in
the
Earth
64


key: chroma:document
string_value:
This
integer
determines
the
license’s
precise
location
in
the
Earth
64
binary
tree
and
its
unique
geographical
location
on
Earth’s
surface.
There
is
a
similar
divide
between
on-chain
representations
of
the
native
token
and
their
true
form
as
Sato-Servers.
Fungible
HyPC.X
tokens
and
non-fungible
c_HyPC.X
tokens
represent
the
native
token
on-chain.
c_HyPC.X
tokens
directly
correspond
to
specific
Sato-Servers
based
on
their
globally
unique
binary
Sato-Server
address,
making
them
the
true
on-chain
representation
of
the
native
token.
The
fungible
HyPC.X
tokens
serve
only
as
a
convenience
token.
The
symbol
"HyPC",
without
the
“.X”,
is
reserved
for
the
native
token
Sato-Servers
themselves
and
the
unit
of
value
they
carry.
Each
HyPC
token
carries
a
specific
value
determined
by
its
location
in
the


key: chroma:document
string_value:
Each
HyPC
token
carries
a
specific
value
determined
by
its
location
in
the
Earth
64
tree.
As
such,
the
value
of
each
HyPC
token
Sato-Server
is
always
a
power
of
2
HyPC,
ranging
from
2
-18
to
2
19
.
Thus,
the
smallest
denomination
of
HyPC
is
about
4
millionths
of
an
HyPC.
This
partially
satisfies
the
6
decimal
points
in
the
current
pointers
of
HyPC.ETH,
HyPC.BNB,
HyPC.ADA,
HyPC.ALGO,
HyPC.AVA
and
HyPC.MATIC.
Because
c_HyPC.X
tokens
directly
point
to
HyPC
21


key: chroma:document
string_value:
tokens,
their
value
is
also
restricted
to
a
quantity
of
HyPC
that
is
a
power
of
2.
As
of
this
writing,
only
c_HyPC.X
tokens
with
2
19
=
524,288
HyPC
are
available,
though
smaller
denominations
and
a
limited
on-chain
splitting
ability
of
these
tokens
are
planned.
It
is
worth
noting
that
the
“c”
in
“c_HyPC"
stands
for
“containerized”.
This
is
because
the
HyPC
Sato-Servers
not
only
carry
a
certain
value
in
HyPC
based
on
their
location
in
the
Earth
64
tree
but
also
are
containers
that
can
hold
other
tokens.
A.2
Provenance
System
A
key
part
of
the
technical
side
of
HyperCycle
is
the
provenance
system
that
provides
rigorous,
cryptographic
provenance
for
the
native
token
and
the
licenses.
As
described
in
the
previous
subsection,
there
are
pointers
to
the
node
licenses
and
native
token
available


key: chroma:document
string_value:
subsection,
there
are
pointers
to
the
node
licenses
and
native
token
available
for
purchase
and
management
in
limited
ways
on
chain.
The
node
license
pointers
are
NFTs
and
the
native
tokens
have
fungible
and
non-fungible
versions.
As
of
the
time
of
writing
the
fungible
native
token
pointers
are
hosted
on
Ethereum
(ETH)
and
Binance
(BNB),
while
the
non-fungible
native
token
pointers
are
only
available
on
Ethereum;
the
license
pointers
are
available
on
Cardano
(ADA).
In
the
near
future
licenses
will
also
be
available
on
Polygon
(MATIC).
Availability
of
fungible
token
pointers
will
be
extended
to
Polygon,
Cadano
and
Bitcoin
(BTC).
The
licenses
available
on
chain
at
the
time
of
writing
are
only
the
Master
Node
10AIDCP_1024
licenses,
which
are
a
package
of
512
single
node
1AIDCP_1024
licenses.


key: chroma:document
string_value:
licenses,
which
are
a
package
of
512
single
node
1AIDCP_1024
licenses.
Smaller
license
packages
and
limited
on-chain
splitting
of
license
pointers
is
planned.
The
c_HyPC.ETH
tokens
available
are
NFTs
representing
packages
of
512
×
1024
=
524,288
=
2
19
HyPC
which
is
the
amount
of
HyPC
required
to
back
the
identity
for
10AIDCP_1024
licenses
in
a
Provenance
Marriage.
Smaller
value
c_HyPC.X
tokens
and
limited
on-chain
splitting
of
native
token
pointers
are
also
planned.
The
fungible
form
of
the
native
HyperCycle
token
was
initially
released
on
Ethereum
(ETH)
as
an
ERC20
token
with
ticker
symbol
HyPC,
which
we
denote
by
HyPC.ETH.
There
is
also
a
Binance
version
HyPC.BNB
available.
To
use
this
HyPC
in
the
HyperCycle
network
it
first
needs
to
be
converted
into
its
non-fungible,
on-chain
c_HyPC


key: chroma:document
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network
it
first
needs
to
be
converted
into
its
non-fungible,
on-chain
c_HyPC
form,
which
can
be
done
on
Ethereum
using
a
swap
contract
we
have
developed.
This
contract
ensures
that
the
amount
of
HyPC.X
in
circulation
(either
in
fungible
or
non-fungible
form)
is
always
fixed
by
locking
up
units
of
HyPC.ETH
in
the
contract
to
make
a
c_HyPC.ETH
available.
The
c_HyPC.ETH
can
later
be
redeemed,
returning
ownership
of
the
c_HyPC.ETH
to
the
contract
and
releasing
the
locked
HyPC.ETH.
22


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string_value:
In
terms
of
proofs
of
provenance,
the
provenance
system
relies
on
the
proofs
of
provenance
provided
by
the
various
blockchains
involved
and
as
well
as
the
Earth
64
Sato-Server
data
structure
and
TODA/IP.
Provable
provenance
of
licenses
and
native
tokens
in
this
context
is
ensured
by
the
cryptographic
properties
of
the
Sato-Server
data
structure,
which
ensures
that
each
state
update
of
an
asset
is
hash-chained
to
the
previous
ones
and
that
these
state
changes
are
unique
(no
double
spend).
This
latter
capability
is
ensured
by
incorporating
into
Sato-Servers
elements
of
the
TODA/FP
(TODA
File
Protocol),
developed
by
TODAQ
and
T.R.I.E.,
to
allow
the
integrity
(single
spend)
of
assets
to
be
maintained
by
an
external
integrity
provider
without
the
integrity
provider
needing
to
know
the
state
of


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string_value:
integrity
provider
without
the
integrity
provider
needing
to
know
the
state
of
the
asset
(so-called
integrity-at-a-distance).
The
integrity
provider
for
the
Sato-Servers
utilized
in
HyperCycle
is
TODA/IP,
which
ensures
that
efficient,
secure
distributed
consensus
is
reached
on
the
state
of
all
assets
it
maintains
globally,
without
needing
to
know
the
asset
state
(ledgerless).
In
this
way,
Sato-Servers,
TODA/FP
and
TODA/IP
all
work
harmoniously
together
to
provide
efficient
and
secure
proofs
of
provenance
for
licenses
and
native
tokens
in
the
HyperCycle
system.
Note
that
once
HyPC
tokens
and
licenses
are
converted
to
their
Sato-Servers
they
can
be
held
directly
on
the
device
that
is
operating
a
node.
Moreover,
the
HyPC
used
in
transactions
can
be
exchanged
directly
between
nodes
P2P
at
the


key: chroma:document
string_value:
HyPC
used
in
transactions
can
be
exchanged
directly
between
nodes
P2P
at
the
network
level,
without
involving
a
third
party
in
the
transaction.
We
have
covered
the
on-chain
provenance
and
the
Sato-Server
provenance.
The
only
missing
piece
is
the
transition
between
the
two.
This
transition
from
the
on-chain
representation
of
a
license
or
c_HyPC.ETH
token
to
its
Sato-Server
is
managed
by
Earth
64
to
ensure
this
process
happens
with
integrity.
This
process
relies
on
the
same
method
that
Sato-Servers
in
general
are
converted
from
an
on-chain
form
to
Sato-Server
data
form.
A.3
HCN
Virtual
Machine
The
heart
of
the
HCN
software
is
the
virtual
machine
(VM),
which
provides
programmable
functionality
for
executing
a
wide
range
of
transactions
involving
different
arrangements
of
nodes.
The
VM
also


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range
of
transactions
involving
different
arrangements
of
nodes.
The
VM
also
provides
seamless
communications
between
internal
components
within
a
node
and
external
connections
with
other
nodes
to
negotiate
and
execute
contracts.
Internally
to
a
node,
the
VM
is
responsible
for
communicating
with
the
TM
to
ensure
that
the
appropriate
conditions
are
met
to
send
or
receive
payments
and
that
sufficient
proof
can
be
provided
to
the
TODA/IP
network
to
release
payment
after
computational
work
has
been
done.
The
VM
also
communicates
with
the
AIM,
to
execute
computational
work,
to
determine
based
on
responses
from
the
AIM
whether
subcontracting
work
to
other
nodes
needs
to
occur,
and
to
collect
attestations
of
computational
work
to
construct
the
proofs
needed
by
the
TM.
23


key: chroma:document
string_value:
Externally,
the
VM
is
responsible
for
a
range
of
different
communications.
This
includes
publishing
the
node’s
service
capacities
and
prices,
and
discovering
those
of
other
nodes.
This
can
happen
P2P
between
nodes
but
may
also
make
use
of
secondary
networks.
It
also
includes
conducting
negotiations
with
other
nodes
to
establish
the
service
requirements
for
some
kind
of
computation
that
a
network
of
nodes
wants
to
participate
in.
This
is
essential
to
establish
reliable
subcontracting
between
nodes
to
ensure
that
a
larger
computation
can
be
completed
for
a
given
user
or
user
group.
And
the
VM
must
also
conduct
the
actual
transactions
between
nodes,
by
transferring
instructions
and
data
between
nodes,
while
ensuring
that
the
TMs
in
question
send
and
receive
the
required
payment
information


key: chroma:document
string_value:
that
the
TMs
in
question
send
and
receive
the
required
payment
information
and
proofs.
High-performance
computation
is
paramount,
and
zero
knowledge
remains
prohibitively
expensive,
so
we
attest
to
the
correct
execution
of
the
VM
and
AIM
via
the
secure
enclave
technology
available
on
some
modern
CPUs
and
GPUs.
This
technology
supports
native-speed
execution
on
encrypted
data,
at
the
cost
of
a
chain
of
trust
going
back
to
the
manufacturer.
Going
forward,
our
own
and
other
recent
research
shows
the
way
towards
leveraging
hardware
and
zero-knowledge
for
trustless
security
with
low
impact
on
performance.
A.4
HCN
Transaction
Machines
The
HCN
software
incorporates
one
or
more
Transaction
Machines
(TMs)
that
establish
their
own
connectivity
to
a
transaction
network,
while
being
loosely
coupled


key: chroma:document
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their
own
connectivity
to
a
transaction
network,
while
being
loosely
coupled
or
decoupled
from
other
components
within
the
node.
A
TM
facilitates
interactions
with
various
network
components,
including
the
TMs
of
other
nodes
and
network
protocols
such
as
the
TODA/IP
heartbeat.
Notably,
the
management
of
the
transaction
network
operates
independently
of
the
communications
within
and
between
nodes.
Within
an
HCN,
a
TM
serves
as
a
critical
interface
for
the
VM.
It
enables
the
VM
to
send
payment
commitments
to
the
TM
for
validation
and
allows
the
VM
to
construct
Sato-Server
state
update
data.
The
TM
can
then
package
and
sign
this
data.
These
functionalities
empower
the
VM
to
negotiate
agreements
with
networked
nodes
and
ensure
the
appropriate
establishment
of
payment
contracts
for
requested


key: chroma:document
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and
ensure
the
appropriate
establishment
of
payment
contracts
for
requested
work.
The
TM,
in
conjunction
with
Sato-Servers
and
TODA/IP,
ensures
secure
and
efficient
P2P
payments
within
the
HyperCycle
network.
By
leveraging
Sato-Servers
and
the
decentralized
consensus
protocol
of
TODA/IP,
the
system
offers
flexibility
in
facilitating
payments,
supporting
the
exchange
of
various
currencies
within
HyPC
Sato-Servers
while
upholding
robust
security
and
incurring
minimal
costs.
HyperCycle
nodes
will
be
able
to
secure
their
transactions
by
using
a
TM
kitted
with
a
zero-knowledge
EVM
to
handle
communications
and
tokens
on
Ethereum-compatible
blockchains.
24


key: chroma:document
string_value:
The
TMs
of
a
node
will
not
be
addressable
directly
to
prevent
DDoS
attacks.
Consequently,
addressing
will
make
use
of
the
node
license
ID
(Sato-Server
address),
which
must
then
be
appropriately
resolved
into
a
URL
by
the
payment
network.
A.5
HCN
AI
Machine
The
Artificial
Intelligence
Machine
(AIM)
acts
as
a
versatile
interface
responsible
for
managing
and
executing
AI
modules
for
computational
tasks.
These
AI
modules
are
contained
within
separate
containers,
providing
modularity
and
flexibility
to
the
system.
The
containers
can
use
Docker
or
other
containerized
software
platforms.
The
AIM
will
seamlessly
integrate
with
the
VM
to
receive
instructions
and
data
for
processing
and
return
outputs,
despite
the
fact
that
the
VM
and
AIM
are
loosely
coupled
by
design.
The
AIM
has
the
capability
to


key: chroma:document
string_value:
the
VM
and
AIM
are
loosely
coupled
by
design.
The
AIM
has
the
capability
to
dynamically
switch
between
different
modes,
including
"inference
mode"
and
"training
mode."
In
inference
mode,
the
AIM
will
process
instructions
and
data
using
pre-packaged
containers,
while
in
training
mode,
it
will
orchestrate
ad
hoc
clusters
of
machines
for
intensive
computations
over
extended
periods.
To
maximize
performance,
the
AIM,
under
the
control
of
the
VM,
will
leverage
available
networking
hardware,
such
as
RDMA/Infiniband
connections
and
DPUs.
As
part
of
the
larger
ecosystem,
beyond
the
core,
AI
module
marketplaces
are
already
being
established
by
ecosystem
partners
such
as
SingularityNET.
Node
operators
will
have
the
ability
to
download
software
containers
from
these
marketplaces
and
install
them
on


key: chroma:document
string_value:
to
download
software
containers
from
these
marketplaces
and
install
them
on
their
nodes.
Once
installed,
operators
can
advertise
their
AI
microservices
availability
within
the
network,
specifying
the
offered
services
and
corresponding
pricing.
These
marketplaces
may
take
various
forms,
including
centralized
sites
or
distributed
P2P
marketplaces
based
on
distributed
hash
tables.
We
emphasize
that
the
marketplace
infrastructure
operates
independently
from
the
core
HyperCycle
system,
allowing
for
progressive
enhancements
and
improved
services
over
time.
A.6
HCN
Node
Manager
The
Node
Manager
(NM)
plays
a
vital
role
in
the
node
software,
serving
as
a
central
component
for
effective
node
management.
Its
primary
purpose
is
to
oversee
the
software
installed
on
a
node,
including
the


key: chroma:document
string_value:
primary
purpose
is
to
oversee
the
software
installed
on
a
node,
including
the
configurations,
versions,
and
options
of
the
VM,
TM
and
AIM.
This
ensures
seamless
operation
and
optimal
performance
of
the
node.
The
NM
can
be
configured
to
allow
secure
remote
system
management.
The
NM
will
incorporate
an
administration
panel
that
provides
a
user-friendly
interface
for
node
operators.
This
administration
panel
will
serve
as
a
centralized
hub
for
managing
and
25


key: chroma:document
string_value:
configuring
various
aspects
of
the
node.
It
will
empower
operators
with
convenient
tools
to
streamline
administrative
tasks,
monitor
performance,
and
customize
settings
according
to
their
requirements.
A.7
HCN
Merklizer
HyperCycle
employs
a
method
called
Tilling,
which
processes
the
state
information
of
the
network
in
a
decentralized
way
using
distributed
computing,
providing
efficient
network
state
summaries
and
the
ability
to
prove
prior
state
at
later
times.
As
part
of
the
Tilling
process,
the
node
software
includes
a
critical
component
called
the
Merklizer,
designed
to
uphold
the
integrity
of
the
node's
state
records
over
time.
The
Merklizer
performs
periodic
tasks,
following
the
system
6-30
second
block
production
time,
by
generating
a
record
of
the
node’s
machine
state.
This
local


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string_value:
production
time,
by
generating
a
record
of
the
node’s
machine
state.
This
local
machine
state
record,
represented
as
a
Merkle
root
hash,
is
then
shared
with
the
network.
The
local
state
data
and
its
inclusion
in
the
published
hash
form
the
basis
for
proofs
related
to
uptime,
computation,
and
reputation,
crucial
for
maintaining
a
highly
secure
and
reliable
network.
As
these
local
records
on
each
node
need
to
be
maintained
for
the
whole
network,
a
service
to
ensure
the
integrity
of
all
of
these
records
is
required.
This
is
the
function
of
the
Merkle
Service,
another
component
of
the
Tilling
process,
which
consolidates
all
of
the
hashes
published
by
each
node
by
collecting
all
the
local
hashes
and
combining
them
into
a
single
global
Merkle
root
hash,
incorporating
and
summarizing
the
entire


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into
a
single
global
Merkle
root
hash,
incorporating
and
summarizing
the
entire
network
state
in
each
block’s
time
window.
The
Merkle
Service
communicates
this
global
root
hash
to
every
node
in
the
network,
along
with
concise
Merkle
proofs
demonstrating
the
inclusion
of
each
active
node
in
the
global
root
hash.
The
Merklizer
operates
by
aggregating
data
from
various
components
of
the
node,
including
the
VM,
TM,
AIM
and
NM.
It
combines
this
data
in
a
structured
manner,
facilitating
future
verification
of
the
inclusion
of
specific
data
for
each
component
in
a
given
local
Merkle
root
hash
for
a
particular
cycle.
To
ensure
the
ability
to
give
such
proofs
when
needed
in
the
future,
the
Merklizer
also
maintains
a
comprehensive
database
of
historical
state
and
Merkle
proof
data.
In
the
ultimate


key: chroma:document
string_value:
database
of
historical
state
and
Merkle
proof
data.
In
the
ultimate
design,
the
Merkle
Service
will
be
run
as
a
decentralized
P2P
networking
protocol,
utilizing
TODA/IP
for
efficient
and
secure
distributed
consensus
on
the
global
root
hash.
This
decentralized
approach
ensures
scalability
as
the
network
expands
while
maintaining
a
consistent
global
block
time.
It
is
crucial
to
understand
that
the
global
block
time
refers
to
the
full
immutability
and
finality
of
transactions
at
the
network
level,
which
determines
the
re-spendability
of
tokens.
This
is
separate
from
the
cycles
and
threads
leading
up
to
the
blocks.
Transactions
achieve
immediate
irrefutability,
while
the
localized
record
that
establishes
their
immutability
and
finality
is
published
at
the
end
of
each
transaction
cycle,
which


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string_value:
and
finality
is
published
at
the
end
of
each
transaction
cycle,
which
happens
nearly
instantaneously.
Many
such
cycles
are
folded
into
a
single
global
block,
which
when
published
finalizes
for
the
network
as
a
whole
26


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all
the
transactions
contained
within
the
block,
confirming
the
re-spendability
of
all
the
tokens
transacted.
The
envisioned
design
emphasizes
the
Merklizer's
and
Merkle
Service’s
pivotal
role
in
maintaining
the
network's
state
records
and
ensuring
the
integrity
of
transactions,
providing
a
robust
and
reliable
infrastructure
for
the
network's
operation.
While
all
this
part
of
the
Tilling
process,
it
is
crucial
to
understand
the
necessity
of
structuring
the
data
in
each
moment
of
network
time
and
not
after
the
fact.
This
is
because
to
gain
the
security
benefits
of
network
state
records,
the
records
for
each
moment
must
be
provably
coupled
to
a
particular
network
time
(cycle
and/or
block),
which
cannot
be
done
after
the
fact.
The
state
data
provides
records
of
events
as
they
happen,
leaving


key: chroma:document
string_value:
the
fact.
The
state
data
provides
records
of
events
as
they
happen,
leaving
traces
in
the
network
that
are
structured
in
the
Tilling
process.
This
structure
provided
by
Tilling
will
be
crucial
in
further
securing
the
network
as
time
goes
on.
27


key: chroma:document
string_value:
Glossary
agent
a
HyperCycle
Computation
Node
that
can
act
autonomously
to
negotiate
contracts
for
computational
work
with
other
agents
per
computational
task
using
micropayments
AIDCP
AI
Distributed
Computation
Power
•
a
measure
of
the
size
of
a
node
license
package
that
can
range
from
10xAIDCP
(512
license
package)
to
1xAIDCP
(single
node
license)
AIM
AI
Machine
•
a
component
of
a
HyperCycle
Computation
Node
that
is
responsible
for
taking
instructions
and
data
from
the
VM,
processing
the
data
appropriately,
and
returning
the
result
to
the
VM
Computation
as
a
capitalized
term
refers
to
the
ratio
that
measures
a
node’s
performance
in
terms
of
its
consistency
and
reliability
for
providing
computation
services
container
a
term
used
variously
to
refer
to
a
Sato-Server
container,
that
is


key: chroma:document
string_value:
container
a
term
used
variously
to
refer
to
a
Sato-Server
container,
that
is
capable
of
holding
value
on
its
own
and
containing
other
forms
of
value,
and
to
refer
to
a
Docker
container,
a
containerized
form
of
software
application
or
microservice
that
incorporates
its
software
dependencies
into
a
single
package
c_HyPC.X
on-chain
pointer
to
a
fixed
amount
of
native
HyPC
•
an
NFT
on
blockchain
X,
e.g.
ETH,
that
corresponds
directly
to
a
native
HyPC
Sato-Server
token
and
contains
the
unique
Sato-Server
address
of
the
native
token
it
points
to
Earth
64
a
finite
data
structure
that
combines
a
mathematically
nested
and
unique
global
numbering
system
with
physical
relatability
to
humans,
capable
of
holding
existing
and
emergent
values,
such
as
money
and
AI
computation
(see
the
Earth
64


key: chroma:document
string_value:
and
emergent
values,
such
as
money
and
AI
computation
(see
the
Earth
64
whitepaper
)
executor
any
HCN
in
its
role
as
a
performer
of
computational
work,
taking
instructions,
data
and
payment
from
a
requestor
HCN
see
HyperCycle
Computation
Node
HyPC.X
on-chain
pointer
to
a
variable
amount
of
native
HyPC
•
a
fungible
token
on
blockchain
X,
e.g.
ETH,
which
provides
a
convenient
way
of
acquiring
and
managing
units
of
the
native
token
that
can
be
converted
into
the
native
token
via
c_HyPC.X
HyPC
the
native
HyperCycle
network
token
•
refers
to
both
the
units
of
the
native
token
and
the
actual
native
token
Sato-Server,
which
carries
a
certain
value
(power
of
2)
in
HyPC
units
and
can
contain
other
value
instrument
tokens
inside
it
28


key: chroma:document
string_value:
HyperCycle
Computation
Node
the
core
element
of
the
HyperCycle
network,
responsible
for
requesting
and
executing
computational
work
for
other
nodes
in
the
network
identity
token
the
HyPC
token
needed
to
back
the
identity
of
a
HyperCycle
license,
forming
a
node’s
identity
in
a
Provenance
Marriage
Master
Node
A
10AIDCP
license
package
containing
512
HyperCycle
Node
licenses
Merkle
Service
a
service
operated
by
the
HyperCycle
network
that
is
responsible
for
maintaining
a
ledgerless,
network-wide
record
of
the
state
of
the
network
that
enables
individual
nodes
to
prove
their
uptime,
computation
and
reputation
to
the
network
Merklizer
a
component
of
a
HyperCycle
Computation
Node
that
is
responsible
for
computing
a
cryptographic
record
of
the
local
machine
state
for
each
cycle
of
its
operation


key: chroma:document
string_value:
cryptographic
record
of
the
local
machine
state
for
each
cycle
of
its
operation
that
can
be
sent
to
the
Merkle
Service
for
inclusion
in
the
global
network
state
record
native
token
see
HyPC
neurode
another
term
for
a
HyperCycle
Computation
Node,
connoting
its
role
in
the
network
of
interconnected
artificial
neurons
that
form
the
HyperCycle
global
brain.
NM
Node
Manager
•
a
component
of
a
HyperCycle
Computation
Node
that
is
responsible
for
the
management
(installation,
configuration,
updates,
uninstallation,
etc.)
of
the
components
of
a
node
node
short
form
for
a
HyperCycle
Computation
Node
when
this
is
clear
from
context
node
license
variously
refers
to
the
on-chain
representation
of
a
license
to
operate
one
or
more
HyperCycle
Computation
Nodes
and
to
the
actual
Sato-Server
licenses
for


key: chroma:document
string_value:
or
more
HyperCycle
Computation
Nodes
and
to
the
actual
Sato-Server
licenses
for
the
same;
the
conventional
name
for
the
Master
Node
license
has
its
unique
global
number
embedded
in
it
(e.g.
10AIDCP_1024.17593259786358)
and
as
it
divides
to
single
licenses
it
follows
the
Earth
64
data
structure
protocol
which
ensures
they
are
nested
node
operator
the
individual
that
controls
the
ability
to
configure
a
node’s
components
and
modes
of
operation
node
score
a
measure
of
a
node’s
quality
computed
as
the
product
of
three
performance
ratios
for
uptime,
computation
and
reputation
Provenance
Marriage
A
combining
of
an
HCN
license
and
a
certain
quantity
of
HyPC
to
form
the
identity
of
a
node,
allowing
the
node
to
acquire
a
node
quality
score
and
single
node
licenses
to
multiply;
e.g.,
a
512
node


key: chroma:document
string_value:
a
node
quality
score
and
single
node
licenses
to
multiply;
e.g.,
a
512
node
10AIDCP_1024
license
package
is
married
with
524,288
29


key: chroma:document
string_value:
HyPC,
a
single
AIDCP_1024
node
is
married
with
1024
HyPC,
and
a
AIDCP_64
node
is
married
with
64
HyPC
ratio
a
scaled
proportion
measuring
the
quality
of
service
of
a
node’s
uptime,
computation
or
reputation
Reputation
as
a
capitalized
term
refers
to
the
ratio
that
measures
a
node’s
performance
in
terms
of
its
reputation
on
the
network
requestor
any
HCN
in
its
role
as
a
requestor
of
computational
work,
sending
instructions,
data
and
payment
to
an
executor
Sato-Server
a
data
structure
and
associated
protocols
provided
by
Earth
64
that
enables
the
state
of
assets
to
be
held
in
a
transmissible
container
that
can
divide
into
smaller
parts
and
change
the
system
responsible
for
maintaining
its
integrity
(non-equivocation
or
single
spend)
over
time
Sato
Tree
another
name
for
the
binary
tree
of


key: chroma:document
string_value:
or
single
spend)
over
time
Sato
Tree
another
name
for
the
binary
tree
of
Sato-Servers
defined
by
the
Earth
64
data
structure;
the
binary
tree
is
also
a
binary
trie
where
the
keys
are
the
binary
addresses
and
the
values
are
Sato-Servers
SingularityNet
A
project
enabling
any
AI
developer
to
monetize
their
code;
this
can
have
several
deeper
integration
points
in
HyperCycle,
such
as
where
initially
the
code
runs
in
the
AIM,
and
subsequently
the
AGIX
token
can
be
carried
out
and
managed
inside
the
HyPC
native
token
Tilling
A
concept
borrowed
from
the
Earth
64
data
structure,
Tilling
is
a
process
of
recording
and
structuring
state
information
of
the
network
in
a
way
that
state
data
produced
at
a
given
moment
of
network
time
(cycle
or
block)
can
be
proved
to
have
been
produced
at
that
moment
of


key: chroma:document
string_value:
time
(cycle
or
block)
can
be
proved
to
have
been
produced
at
that
moment
of
time;
a
crucial
element
of
securing
the
network,
all
nodes
in
the
network
participate
in
this
process
in
a
decentralized,
distributed
computation,
which
also
builds
the
ratio
needed
for
the
node
to
split:
For
more
on
Tilling,
see
the
Earth
64
whitepaper
TM
Transaction
Machine
•
a
component
of
a
HyperCycle
Computation
Node
responsible
for
validating
and
executing
payment
transactions
between
nodes
on
the
HyperCycle
network
TODA/FP
TODA
File
Protocol
•
a
data
structure
and
associated
protocols
provided
by
T.R.I.E.
and
TODAQ
that
enables
the
state
of
an
asset
to
be
maintained
independently
of
its
integrity
(non-equivocation
or
single
spend)
TODA/IP
TODA
Internet
Protocol
•
a
data
structure
and
communications
protocol


key: chroma:document
string_value:
TODA/IP
TODA
Internet
Protocol
•
a
data
structure
and
communications
protocol
for
distributed
consensus
across
P2P
networks
of
arbitrary
size;
TODA/IP
utilizes
a
distributed
proof-of-work
that
minimizes
the
cost
of
securing
the
network
and
maximizes
transaction
30


key: chroma:document
string_value:
throughput
while
ensuring
the
cost
scales
linearly
with
network
size,
becoming
more
secure
the
larger
the
network
Uptime
as
a
capitalized
term
refers
to
the
ratio
that
measures
a
node’s
performance
in
terms
of
its
availability
on
the
network
VM
Virtual
Machine
•
a
component
of
a
HyperCycle
Computation
Node
responsible
for
enabling
programmable
ability
for
nodes
to
form
ad
hoc
networks
to
solve
computational
problems
and
securely
set
up
the
requisite
contracts
between
the
nodes,
as
well
as
to
request
work,
execute
work
and
subcontract
work
to
other
nodes
as
required
31


key: source
string_value:
C:\Users\VICTORCORREAGOMES\Documents\DataScienceMachineLearning\Projetos\OpenAI\data\Jam_Galaxy_Lightpaper_V1.2.pdf


key: chroma:document
string_value:
Table
of
Contents
Welcome
to
the
Jam
Galaxy
3
The
Music
Industry
at
a
Crossroads
4
The
Jam
Galaxy
Platform
7
Creator
Portal
7
Publisher
Portal
8
Streaming
App
and
Fan
Portal
8
NFT
Marketplace
9
Jam
World
Metaverse
9
Tokenomics
10
The
Jam
Galaxy
Band
12
Transcending
the
Competition
14
Learn
more
about
Jam
Galaxy
16
“
The
Jam
Galaxy
platform 
provides
a
concrete
path
to 
a
decentralized,
democratic 
and
diverse
music
industry.
”
-
Ben
Goertzel 
Co-founder
of
Jam
Galaxy
2


key: chroma:document
string_value:
W elcome
to
the
Jam
Galaxy
Bridging
the
gap
between
the
technological
and
the
artistic
*in
the
best
way
possible
Jam
Galaxy
is
an
out-of-this-world
AI-driven
Web3
music
platform
that
is
about
to
revolutionize
the
music
industry
by
★
providing
a
powerfully
decentralized,
blockchain-based
economic
framework
for
anyone
in
the
industry
and
fans
to
participate
in
★
empowering
artists
and
fans
to
train
and
use
AI-music
models
in
innovative
and
amazing
ways
★
allowing
artists
and
music
communities
to
beneﬁt
from
and
contribute
to
the
rapid
growth
of
AI-for-music
technology
.
AI
is
coming
for
music
–
for
composition,
improvisation
and
production,
for
lyrics
generation,
for
matching
of
music
to
videos
and
advertisements,
and
more.
Jam
Galaxy
intends
to
revolutionize
the
music
industry
in
the
same


key: chroma:document
string_value:
and
more.
Jam
Galaxy
intends
to
revolutionize
the
music
industry
in
the
same
way
as
DALL-E
and
Stable
Diffusion
have
affected
the
graphic
arts,
and
ChatGPT
and
its
ilk
are
affecting
the
world
of
writing;
Jam
Galaxy
will
affect
the
music
industry
with
a
speed
that
will
shock
even
the
most
jaded
observers.
The
last
big
disruption
the
music
business
saw
–
the
advent
of
the
internet
and
digital
music
ﬁles
–
at
ﬁrst
seemed
like
it
was
going
to
democratize
the
music
business
and
massively
beneﬁt
artists
and
fans,
but
in
the
end
had
a
more
complex
effect.
It’s
now
unprecedentedly
easy
to
produce
new
music
and
put
it
online
–
but
distribution
and
industry
economics
are
controlled
by
a
small
number
of
streaming
services
that
are
even
more
hegemonic
than
the
record
labels
and
radio
stations
of
old.


key: chroma:document
string_value:
that
are
even
more
hegemonic
than
the
record
labels
and
radio
stations
of
old.
How
can
we
ensure
the
new
music
revolution
that’s
unfolding
–
the
AI-music
revolution
–
ends
up
differently
than
the
shift
to
digital,
and
brings
us
a
next-phase
music
world
that
meets
the
needs
of
artists
and
listeners,
more
than
corporate
intermediaries?
Blockchain
technology
provides
the
tools
needed
to
ensure
the
AI
revolution
transforms
the
music
world
in
a
positive
way.
It
must
also
be
appropriately
deployed
and
deeply
integrated
with
AI,
in
a
manner
akin
to
the
way
musicians
and
fans
think.
This
is
where
the
Jam
Galaxy
platform
and
toolsets
stand
out!
Carefully
designed
by
a
team
of
AI
specialists,
software
engineers
and
musicians
–
bridging
the
gap
between
the
technological
and
the
artistic
–
Jam
Galaxy


key: chroma:document
string_value:
–
bridging
the
gap
between
the
technological
and
the
artistic
–
Jam
Galaxy
is
uniquely
positioned
to
lead
the
music
world
into
the
future.
3


key: chroma:document
string_value:
Jam
Galaxy’s
revolutionary
platform
allows
musicians,
producers
and
any
other
industry
participants
to
earn
tokens
by
providing
musical
creations
to
listeners,
and
also
by
providing
their
creations
as
inputs
to
musical
AIs
running
on
the
platform.
When
an
AI
trained
on
an
artist’s
output
creates
a
piece
of
music,
or
assists
with
the
creation
of
a
piece
of
music,
then
the
artist
gets
tokens
as
reward
for
this
usage
of
the
AI.
Traditional
and
AI-era
strategies
for
monetization
are
thus
seamlessly
woven
into
a
common
tokenomic
model.
The
result
is
a
framework
in
which
musicians
can
increase
their
income,
reach
a
wider
audience,
participate
in
the
growth
of
the
next
phase
of
technology,
and
keep
in
touch
with
their
supporters
in
a
more
impactful
way
than
ever
before.
The
Music
Industry
at
a


key: chroma:document
string_value:
supporters
in
a
more
impactful
way
than
ever
before.
The
Music
Industry
at
a
Crossroads
The
crux
of
the
music
market
today,
from
a
consumer
perspective,
lies
in
streaming
apps.
According
to
the
Global
Web
Index,
today
67%
of
all
adults
make
use
of
a
music
streaming
service.
With
48.3%
of
the
global
music
subscriber
market,
Spotify
is
far
ahead
of
its
nearest
competitor,
Apple
Music,
which
has
only
13.7%.
An
additional
13.4%
of
users
listen
to
music
on
Tencent
Music,
13.3%
listen
to
music
on
Amazon
Music,
and
8.9%
listen
to
music
on
YouTube
Music
(MIDIA
2023).
Music
sales
hit
a
new
high
of
26.2B
in
2022,
up
9.1%
from
a
previous
high
in
2021
–
and
this
was
mainly
due
to
the
streaming
industry,
which
saw
paying
subscribers
rise
17.8%
from
523
million
in
2021
to
616
million
in
2022.


key: chroma:document
string_value:
paying
subscribers
rise
17.8%
from
523
million
in
2021
to
616
million
in
2022.
Sixty-seven
percent
of
revenue
currently
comes
from
streaming.
The
music
streaming
industry
is
estimated
to
generate
$27.14B
in
revenue
in
2023
and
increase
at
a
compound
annual
growth
rate
(CAGR
2022-2026)
of
15.67%
by
2027.
There
are
various
estimates
that
suggest
the
total
number
of
users
would
reach
1.2
billion
by
the
year
2027
(Statista
1
).
1
https://www.statista.com/statistics/653926/music-streaming-service-subscriber-share/
4


key: chroma:document
string_value:
Global
recorded
music
revenues
by
segment
2022
2
Streaming
apps
provide
considerable
convenience
and
a
large
volume
of
music
to
listen
to.
However,
it
is
observed
that
these
apps
do
not
allow
for
artistic
creativity,
as
they
are
mainly
based
on
corporate
proﬁt,
and
they
limit
the
users’
listening
experience.
Before
the
advent
of
streaming
services,
record
labels
acted
as
middlemen
to
separate
both
the
revenue
and
control
of
music
from
artists
and
fans.
Unfortunately,
and
similar
to
many
other
industries,
this
position
of
“middleman”
was
consistently
thoroughly
abused.
Now
that
streaming
apps
have
joined
record
labels
in
the
middleman
role,
the
pattern
of
abusive
behavior
has
not
decreased,
nor
has
the
propensity
to
foster
wide-ranging
artistic
creativity
and
diversity.
The
vast
majority
of


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to
foster
wide-ranging
artistic
creativity
and
diversity.
The
vast
majority
of
artists
make
less
than
$23
per
month
from
streaming.
There
is
no
simple
way
for
fans
to
pay
artists
directly,
and
while
current
Web3
technology
is
2
IFPI_Global_Music_Report_2022-State_of_the_Industry.pdf
5


key: chroma:document
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focused
on
decentralization
and
user
ownership,
it
is
not
user-friendly
for
most
musicians
or
listeners.
Live
music
performance
has
also
succumbed
more
and
more
to
centralization
as
technology
has
developed.
Oligopolistic
control
by
companies
such
as
Ticketmaster/LiveNation,
iHeart
Media,
and
Liberty
Media
has
led
to
signiﬁcant
price
increases
and
rampant
price
gouging.
Live
Nation
has
70%
of
the
ticketing
and
live
event
venue
market;
therefore,
to
avoid
using
them
is
nearly
impossible
for
both
artists
and
fans.
iHeartMedia
controls
over
860
live
broadcast
stations
in
160
markets
across
America
and
is
the
largest
radio
station
group
owner
in
the
United
States,
both
by
number
of
stations
and
by
revenue.
As
these
companies
give
preferential
airplay
and
venue
access/promotion
to
their
own


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string_value:
companies
give
preferential
airplay
and
venue
access/promotion
to
their
own
signed
artists,
everyone
else
suffers,
and
more
diverse
voices
are
squeezed
out
of
music
distribution.
Overall,
the
current
music
industry
does
a
mediocre-at-best
job
for
both
musicians
and
fans,
with
a
broken
business
model,
inadequate
tech
tools,
and
a
lack
of
fairness
and
accessibility.
This
is
the
situation
into
which
AI
music
tools
are
currently
entering,
with
a
bang
–
a
grand
entrance
that
can
go
one
of
two
ways:
★
Centralized,
exploitative
and
repetitive:
If
AI
based
music
is
controlled
by
record
labels
and
streaming
services,
it
will
serve
to
cement
their
domination
even
more
thoroughly,
and
will
lead
to
a
degradation
of
musician
and
fan
interests,
as
well
as
a
precipitous
decline
in
artistic
quality
and


key: chroma:document
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and
fan
interests,
as
well
as
a
precipitous
decline
in
artistic
quality
and
diversity
of
music.
Music
generated
and
produced
by
bottom-line-driven
corporations
will
be
composed
in
the
manner
of
online
ads
–
devised
to
feed
listeners’
addictions
rather
than
to
challenge
them
or
expand
their
minds.
Record
labels
and
streaming
services
will
see
no
point
in
paying
human
artists
who
have
frailties
and
lives
and
needs
and
unpredictable
habits,
when
they
can
use
fully
owned
and
controlled
AI
artists
instead.
★
Decentralized,
democratic
and
diverse
:
On
the
other
hand,
what
if
AI
tools
are
placed
in
the
hands
of
artists
and
fans,
in
a
framework
encouraging
them
to
be
deployed
and
developed
in
a
ﬂexible
and
diverse
way?
We
can
then
see
a
music
world
with
dramatically
greater
diversity,
in
which
AI


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We
can
then
see
a
music
world
with
dramatically
greater
diversity,
in
which
AI
is
used
to
make
it
easier
for
each
artist
to
achieve
their
vision.
And
we
can
see
this
happen
with
a
democratic
and
decentralized
economic
model,
in
which
AI
models
trained
on
artists’
work
feed
portions
of
their
revenue
back
to
these
artists
in
an
honest
and
straightforward
way.
6


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Blockchain
technology
eliminates
the
need
for
exploitative
middlemen
and
makes
it
easy
for
fans
to
compensate
artists
directly,
or
for
fans
to
compensate
AIs
which
then
compensate
the
artists
who
fueled
their
artiﬁcial
creativity.
The
potential
of
an
amazing
new
music
industry
lies
before
us.
The
Jam
Galaxy
Platform
The
Jam
Galaxy
platform
provides
a
concrete
path
to
a
decentralized,
democratic
and
diverse
music
industry.
Through
an
interlinked
collection
of
online
tools,
musicians
and
fans
are
free
to
create
and
connect
in
a
multitude
of
ways.
Beginning
with
a
powerful
initial
set
of
functions
–
the
Creator,
Publisher
and
Fan
portals,
NFT
Marketplace,
and
the
Jam
Galaxy
Streaming
App
and
Metaverse
–
it
is
designed
to
evolve
and
grow
along
with
its
community
and
the
advance
of
AI
and


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string_value:
designed
to
evolve
and
grow
along
with
its
community
and
the
advance
of
AI
and
blockchain
technologies
and
music
itself.
Creator
Portal
Musicians
can
simply
upload
music
to
the
Jam
Galaxy
Music
Commons,
from
which
point
they
can
publish
it
in
various
ways
and
make
it
available
to
fans.
This
portal
also
allows
for
incredible
innovation,
leveraging
AI
tools
and
models
trained
on
datasets.
AI
functions
in
the
works,
via
collaboration
with
parent
organization
SingularityNET
and
sister
ﬁrms
Musaic
and
Incantio,
include
the
ability
to:
7


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★
Generate
a
different
ending
for
a
song
3
★
Create
a
smooth
loop
from
a
snippet
of
a
song
★
Create
a
segue
from
one
passage
of
music
into
another
★
Generate
new
music
broadly-similar
to
a
set
of
chosen
songs/snippets
★
Generate
music
based
on
verbal
cues
★
Convert
a
mouthed
beatbox
rhythm
to
a
drum
track,
then
compose
music
over
it
★
Create
backing
music
for
solo
track,
in
speciﬁed
style
★
Generate
music
to
match
a
scene
in
a
movie
or
video-game,
with
verbal
stylistic
guidance
★
Generate
tracks
and
sound
elements
based
on
the
musician-user’s
personal
sample
library
★
Generate
a
fully
mixed-down
/
produced
song
from
a
bunch
of
raw
tracks
of
individual
instruments
★
Take
a
sketched-out
song
played
on
a
single
instrument
and
turning
it
into
a
fully-orchestrated
song
with
a
selected
set
of


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instrument
and
turning
it
into
a
fully-orchestrated
song
with
a
selected
set
of
instruments
and
style
3
All
music
created
through
this
Portal
does
not
violate
any
claimed
rights
of
other
artists.
8


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Publisher
Portal
Once
an
artist
has
created
a
piece
of
music,
the
next
steps
are
to
disseminate
and
monetize.
This
may
take
multiple
forms,
e.g.
★
Simply
pushing
the
music
out
to
fans
via
the
Jam
Galaxy
streaming
app
–
earning
tokens
via
being
listened
to,
and
receiving
extra
tokens
via
fan
donations
★
Creating
NFTs
from
pieces
of
the
music,
and
offering
them
for
sale
on
the
Jam
Galaxy
marketplace
★
Adding
video
and/or
artwork
to
one’s
music,
which
may
be
sourced
from
human
network
members
or
generated
via
AI
★
Offering
music
for
sync
licensing
to
video
creators
via
Jam
Galaxy’s
sister
ﬁrm
Incantio
which
is
dedicated
precisely
to
this
Streaming
App
and
Fan
Portal
The
Jam
Galaxy
streaming
app,
the
primary
face
of
Jam
Galaxy
to
the
typical
music
listener,
will
allow
users
to
★
Listen
to


key: chroma:document
string_value:
of
Jam
Galaxy
to
the
typical
music
listener,
will
allow
users
to
★
Listen
to
music
uploaded
and
created
by
Jam
Galaxy
artists
★
Sign
up
as
SuperFans
of
artists
and
reap
associated
rewards
★
Use
AI
tools
to
remix
and
otherwise
modify
artists’
music
(in
accordance
with
each
artist’s
individual
preferences
and
licensing
terms)
and
potentially
publish
their
creations
to
the
community
The
fan
portal
will
allow
the
music
fan
to
monitor
and
manipulate
their
holdings
of
various
Jam
Galaxy
tokens,
and
participate
in
Jam
Galaxy
governance
actions.
NFT
Marketplace
The
Jam
Galaxy
NFT
marketplace
is
a
space
where
artists
and
creators
can
mint,
showcase,
and
sell
their
unique
digital
assets
to
a
global
audience.
This
can
include
anything
from
songs
and
playlists,
to
digital
collectibles,
art,
and
even


