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# Introduction

OriginTrail is an ecosystem building **collective, trusted memory** for AI. The core ecosystem technology is the **Decentralized Knowledge Graph (DKG)**, a decentralized, permissionless network of nodes, through which both humans and machines can share knowledge, reason together, and preserve context across time.

Modern AI is powerful but ungrounded. It predicts without knowing, hallucinates, forgets what it said, and relies on data controlled by a few centralized platforms. LLMs in particular have an "explainability" problem - why did an LLM respond a certain way, based on what knowledge, coming from which source? 

The **Decentralized Knowledge Graph (DKG)** hosts **Knowledge Assets** that encode facts, data provenance, and meaning in a tamper-proof way. The network is hosted by a set of independent **DKG Nodes**. Anyone can run a **DKG network Node** - organizations and individuals - contributing to the DKG and at the same time building upon their knowledge in a **privacy-preserving** way. Thus the DKG ensures that no single entity can rewrite, censor, or monopolize the collective memory. Decentralization keeps AI accountable, bias-resistant, and aligned with human diversity.

OriginTrail’s **neuro-symbolic approach** combines the structure and reasoning of **symbolic AI** with the creativity and pattern recognition of **neural AI**. This enables AI systems to think with context, grounding their outputs in verifiable knowledge rather than probabilistic guesses.

The DKG grows through human participation. Researchers, developers, and citizens can all publish, link, and improve knowledge — ensuring that the world’s intelligence is shaped by the many, not the few.

**Core operations**

* **Publishing knowledge:** Turning data into structured, verifiable Knowledge Assets
* **Knowledge Discovery:** Querying, traversing, and monetizing knowledge in the decentralized graph and its _paranets_
* **Trusted sharing:** Cryptographically verify authenticity and provenance of knowledge
* **Neuro-symbolic Reasoning**: Infer new facts based on rules, leveraging graph-based reasoning in combination with LLMs and GenAI models

We encourage developers to [try out the DKG Node](getting-started/decentralized-knowle-dge-graph-dkg.md) and build their first DKG based agent with it, to get a feel of what the technology can do.

### Three ways to get started

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="image">Cover image</th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><a href="getting-started/decentralized-knowle-dge-graph-dkg.md">Build your DKG Agent</a></td><td>Begin your journey on the Decentralized Knowledge Graph by staking TRAC and setting up your first DKG Node. This is your entry point into the verifiable knowledge economy</td><td><a href=".gitbook/assets/Delegated Staking.png">Delegated Staking.png</a></td><td></td></tr><tr><td><a href="broken-reference">Contrubute to the DKG</a></td><td>Activate your DKG Node and join the decentralized knowledge economy by staking TRAC.</td><td><a href=".gitbook/assets/DKG key concepts.png">DKG key concepts.png</a></td><td><a href="dkg-knowledge-hub/learn-more/readme/dkg-key-concepts.md">dkg-key-concepts.md</a></td></tr><tr><td><a href="broken-reference">Learn more about the DKG</a></td><td>Explore the core concepts behind the DKG and how it powers verifiable, intelligent AI.</td><td><a href=".gitbook/assets/DKG under the hood.png">DKG under the hood.png</a></td><td></td></tr></tbody></table>

{% hint style="success" %}
This site is a constantly updated, work-in-progress official OriginTrail documentation built by the OriginTrail community and core developers.&#x20;

Find the "Edit on GitHub" button in the upper-right corner and submit your updates as pull requests (or do it directly in the [docs GitHub repo).](https://github.com/OriginTrail/dkg-docs)&#x20;

We appreciate any feedback, improvement ideas, and comments.
{% endhint %}

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# Table of contents

* [Introduction](README.md)
* [DKG - Key concepts](dkg-key-concepts.md)

## Getting Started

* [Installation](getting-started/decentralized-knowle-dge-graph-dkg.md)
* [Interacting with your DKG Agent](getting-started/interacting-with-your-dkg-agent.md)
* [DKG Node Services](getting-started/dkg-node-services.md)
* [Basic Knowledge Asset operations](getting-started/basic-knowledge-asset-operations.md)
* [Security](getting-started/security.md)
* [Troubleshoot](getting-started/troubleshoot.md)

## Build a DKG Node AI agent

* [Architecture](build-a-dkg-node-ai-agent/architecture.md)
* [Essentials Plugin](build-a-dkg-node-ai-agent/essentials-plugin.md)
* [Customizing your DKG agent](build-a-dkg-node-ai-agent/customizing-your-dkg-agent.md)
* [Evaluating agent responses](build-a-dkg-node-ai-agent/evaluating-agent-responses.md)
* [Set up your custom DKG Node fork & update flow](build-a-dkg-node-ai-agent/set-up-your-custom-dkg-node-fork-and-update-flow.md)
* [Advanced features & toolkits](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/README.md)
* [Query the DKG](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/querying-the-dkg.md)
* [SDKs](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/README.md)
* [Development environment setup](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/setting-up-your-development-environment.md)
* [DKG Javascript SDK (dkg.js)](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-js-client/README.md)
* [Interact with DKG paranets](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-js-client/interact-with-dkg-paranets.md)
* [Permissioned paranets](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-js-client/permissioned-paranets.md)
* [Knowledge submission & curation](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-js-client/knowledge-submission-and-curation.md)
* [Paranet's incentives pool implementation](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-js-client/paranets-incentives-pool-implementation.md)
* [DKG Python SDK (dkg.py)](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-py-client/README.md)
* [Interact with DKG paranets](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-sdk/dkg-v8-py-client/interact-with-dkg-paranets.md)
* [Paranets](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/README.md)
* [Deploy a Paranet](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/deploying-a-dkg-paranet.md)
* [Build with Paranets](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/building-with-dkg-paranets.md)
* [Sync a Paranet](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/syncing-a-dkg-paranet.md)
* [Initial Paranet Offerings (IPOs)](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/initial-paranet-offerings-ipos/README.md)
* [IPO specification](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/initial-paranet-offerings-ipos/ipo-specification.md)
* [Launch an IPO](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/initial-paranet-offerings-ipos/launching-your-ipo.md)
* [Incentives pool](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/initial-paranet-offerings-ipos/paranets-incentives-pool.md)
* [IPO voting](build-a-dkg-node-ai-agent/advanced-features-and-toolkits/dkg-paranets/initial-paranet-offerings-ipos/ipo-voting.md)
* [Contributing a plugin](build-a-dkg-node-ai-agent/contributing-a-plugin.md)

## Contribute to the DKG&#x20;

* [Delegated staking](contribute-to-the-dkg/delegated-staking/README.md)
* [Step-by-step staking](contribute-to-the-dkg/delegated-staking/step-by-step-staking.md)
* [Redelegating stake](contribute-to-the-dkg/delegated-staking/redelegating-stake.md)
* [Whitepapers & RFCs](contribute-to-the-dkg/whitepapers-and-rfcs/README.md)
* [Whitepaper](contribute-to-the-dkg/whitepapers-and-rfcs/origintrail-whitepaper.md)
* [RFCs](contribute-to-the-dkg/whitepapers-and-rfcs/origintrail-rfcs.md)
* [Contribution guidelines](contribute-to-the-dkg/contribute/README.md)
* [Guidelines](contribute-to-the-dkg/contribute/guidelines-for-automated-test-contributions.md)
* [Bounties & rewards](contribute-to-the-dkg/bounties-and-rewards/README.md)
* [General bug bounty](contribute-to-the-dkg/bounties-and-rewards/general-bug-bounty/README.md)
* [Staking security bounty](contribute-to-the-dkg/bounties-and-rewards/general-bug-bounty/staking-security-bounty.md)
* [Code contributions & V8 bug bounty](contribute-to-the-dkg/bounties-and-rewards/code-contributions-and-v8-bug-bounty.md)
* [Ecosystem call for papers](contribute-to-the-dkg/ecosystem-call-for-papers/README.md)
* [OriginTrail Ecosystem — Call for Papers (Coming Soon)](contribute-to-the-dkg/ecosystem-call-for-papers/origintrail-ecosystem-call-for-papers-coming-soon.md)

## Deploy your DKG Node To Production

* [From Edge Node To Core Node](deploy-your-dkg-node-to-production/from-edge-node-to-core-node.md)

## DKG Knowledge Hub

* [Learn more](dkg-knowledge-hub/learn-more/README.md)
* [Understanding OriginTrail](dkg-knowledge-hub/learn-more/readme/README.md)
* [The OriginTrail Decentralized Knowledge Graph (DKG)](dkg-knowledge-hub/learn-more/readme/decentralized-knowle-dge-graph-dkg.md)
* [Development principles](dkg-knowledge-hub/learn-more/readme/development-principles.md)
* [Linked data & knowledge graphs](dkg-knowledge-hub/learn-more/readme/kg.md)
* [Core DKG concepts](dkg-knowledge-hub/learn-more/readme/dkg-key-concepts.md)
* [$TRAC token](dkg-knowledge-hub/learn-more/readme/usdtrac-token.md)
* [The DKG Node + MCP](dkg-knowledge-hub/learn-more/dkg-key-concepts/README.md)
* [What is MCP? (Model Context Protocol)](dkg-knowledge-hub/learn-more/dkg-key-concepts/what-is-mcp-model-context-protocol.md)
* [Why DKG Node & MCP combo?](dkg-knowledge-hub/learn-more/dkg-key-concepts/why-dkg-node-and-mcp-combo.md)
* [Using MCP on your DKG Node](dkg-knowledge-hub/learn-more/dkg-key-concepts/using-mcp-on-your-dkg-node.md)
* [Network mechanics & systems](dkg-knowledge-hub/learn-more/introduction/README.md)
* [DKG codebase & structure](dkg-knowledge-hub/learn-more/introduction/dkg-codebase-and-structure.md)
* [How DKG synchronization works](dkg-knowledge-hub/learn-more/introduction/dkg-sync.md)
* [Random Sampling & proofs explained](dkg-knowledge-hub/learn-more/introduction/random-sampling-dkg-proof-system/README.md)
* [Random Sampling rollout](dkg-knowledge-hub/learn-more/introduction/random-sampling-dkg-proof-system/random-sampling-rollout.md)
* [Random Sampling FAQ](dkg-knowledge-hub/learn-more/introduction/random-sampling-dkg-proof-system/random-sampling-faq.md)
* [Rules & token thresholds](dkg-knowledge-hub/learn-more/introduction/rules-and-token-thresholds.md)
* [Connected Blockchains](dkg-knowledge-hub/learn-more/connected-blockchains/README.md)
* [NeuroWeb Parachain](dkg-knowledge-hub/learn-more/connected-blockchains/neuroweb.md)
* [Base Network (L2)](dkg-knowledge-hub/learn-more/connected-blockchains/base-blockchain/README.md)
* [Connect to Base](dkg-knowledge-hub/learn-more/connected-blockchains/base-blockchain/connect-to-base.md)
* [Gnosis Chain](dkg-knowledge-hub/learn-more/connected-blockchains/gnosis-chain/README.md)
* [Connect to Gnosis](dkg-knowledge-hub/learn-more/connected-blockchains/gnosis-chain/connect-to-gnosis.md)
* [On-chain deployments & contracts](dkg-knowledge-hub/learn-more/deployed-smart-contracts.md)
* [Node keys (wallets)](dkg-knowledge-hub/learn-more/node-keys-wallets.md)
* [Previous version release](dkg-knowledge-hub/learn-more/previous-updates/README.md)
* [What's new with OriginTrail V8](dkg-knowledge-hub/learn-more/previous-updates/whats-new-with-origintrail-v8.md)
* [DKG V8.0 update guidebook](dkg-knowledge-hub/learn-more/previous-updates/dkg-v8.0-update-guidebook/README.md)
* [Protocol updates](dkg-knowledge-hub/learn-more/previous-updates/dkg-v8.0-update-guidebook/protocol-updates.md)
* [Feature roadmap](dkg-knowledge-hub/learn-more/previous-updates/dkg-v8.0-update-guidebook/feature-roadmap.md)
* [How to upgrade to V8?](dkg-knowledge-hub/learn-more/previous-updates/dkg-v8.0-update-guidebook/how-to-upgrade-to-v8.md)
* [What is a DKG Node?](dkg-knowledge-hub/learn-more/decentralized-knowle-dge-graph-dkg.md)
* [How-tos & tutorials](dkg-knowledge-hub/how-tos-and-tutorials/README.md)
* [Fund your Web3 wallets](dkg-knowledge-hub/how-tos-and-tutorials/fund-your-web3-wallets.md)
* [DKG V8.1.X update guidebook](dkg-knowledge-hub/how-tos-and-tutorials/dkg-v8.1.x-update-guidebook.md)
* [Bridging to Moonbeam](dkg-knowledge-hub/how-tos-and-tutorials/bridging-to-moonbeam.md)
* [Builder tutorials](dkg-knowledge-hub/how-tos-and-tutorials/tutorials.md)
* [Useful resources](dkg-knowledge-hub/useful-resources/README.md)
* [Public nodes](dkg-knowledge-hub/useful-resources/public-nodes.md)
* [Test token faucet](dkg-knowledge-hub/useful-resources/test-token-faucet.md)
* [Community created resources](dkg-knowledge-hub/useful-resources/community-resources.md)
* [Available networks, network details and RPCs](dkg-knowledge-hub/useful-resources/networks.md)
* [DKG Engine implementation details](dkg-knowledge-hub/useful-resources/ot-node-engine-implementation-details/README.md)
* [Modules](dkg-knowledge-hub/useful-resources/ot-node-engine-implementation-details/modules.md)
* [Command Executor](dkg-knowledge-hub/useful-resources/ot-node-engine-implementation-details/command-executor.md)

## TO BE REPOSITIONED

* [DKG AI Agents](to-be-repositioned/ai-agents/README.md)
* [ElizaOS DKG agent](to-be-repositioned/ai-agents/elizaos-dkg-agent.md)
* [Custom DKG Python agent](to-be-repositioned/ai-agents/custom-dkg-python-agent.md)
* [Custom DKG JavaScript agent](to-be-repositioned/ai-agents/custom-dkg-javascript-agent.md)

## Graveyard

* [Everything](graveyard/everything/README.md)
* [DKG Edge Node](graveyard/everything/dkg-edge-node/README.md)
* [DKG Edge Node architecture](graveyard/everything/dkg-edge-node/dkg-edge-node-architecture.md)
* [Get started with the Edge Node boilerplate](graveyard/everything/dkg-edge-node/get-started-with-the-edge-node-boilerplate/README.md)
* [Automated setup with the installer](graveyard/everything/dkg-edge-node/get-started-with-the-edge-node-boilerplate/automated-setup-with-the-installer.md)
* [Manual setup](graveyard/everything/dkg-edge-node/get-started-with-the-edge-node-boilerplate/manual-setup.md)
* [Usage example](graveyard/everything/dkg-edge-node/get-started-with-the-edge-node-boilerplate/usage-example.md)
* [Customize & build with the Edge Node](graveyard/everything/dkg-edge-node/customize-and-build-with-the-edge-node.md)
* [Knowledge Mining and dRAG examples](graveyard/everything/dkg-edge-node/knowledge-mining-and-drag-examples.md)
* [Deploy your Edge Node based project](graveyard/everything/dkg-edge-node/deploy-your-edge-node-based-project/README.md)
* [Automated deployment via Google Cloud Marketplace](graveyard/everything/dkg-edge-node/deploy-your-edge-node-based-project/automated-deployment-via-google-cloud-marketplace.md)
* [Automated deployment with installer](graveyard/everything/dkg-edge-node/deploy-your-edge-node-based-project/automated-deployment-with-installer.md)
* [DKG Edge Node inception program](graveyard/everything/dkg-edge-node/dkg-edge-node-inception-program.md)
* [DKG Edge Node API documentation](graveyard/everything/dkg-edge-node/dkg-edge-node-api-documentation.md)
* [DKG V8 update guidebook](graveyard/everything/dkg-v8-update-guidebook.md)
* [DKG Core Node](graveyard/everything/dkg-core-node/README.md)
* [Upgrading from V6 to V8](graveyard/everything/dkg-core-node/upgrading-from-v6-to-v8.md)
* [Run a V8 Core Node on testnet](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-testnet/README.md)
* [Preparation for V8 DKG Core Node deployment](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-testnet/preparation-for-v8-dkg-core-node-deployment.md)
* [V8 DKG Core Node installation](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-testnet/v8-dkg-core-node-installation.md)
* [Run a V8 Core Node on mainnet](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-mainnet/README.md)
* [Preparation for V8 DKG Core Node deployment](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-mainnet/preparation-for-v8-dkg-core-node-deployment.md)
* [V8 DKG Core Node installation](graveyard/everything/dkg-core-node/run-a-v8-core-node-on-mainnet/v8-dkg-core-node-installation.md)
* [Deploy Core node via Google Cloud marketplace](graveyard/everything/dkg-core-node/deploy-core-node-via-google-cloud-marketplace.md)
* [How to open up your node for publishing](graveyard/everything/dkg-core-node/how-to-open-up-your-node-for-publishing.md)
* [Auto Updater](graveyard/everything/dkg-core-node/auto-updater.md)
* [Teleport instructions - NeuroWeb](graveyard/everything/teleport-instructions-neuroweb.md)
* [Powering AI minds: OriginTrail hackathon](graveyard/everything/powering-ai-minds-origintrail-hackathon.md)
* [Running DKG nodes](graveyard/everything/node-setup-instructions/README.md)
* [Installation prerequisites](graveyard/everything/node-setup-instructions/installation-prerequisites/README.md)
* [Hardware requirements](graveyard/everything/node-setup-instructions/installation-prerequisites/hardware-requirements.md)
* [Triple store setup](graveyard/everything/node-setup-instructions/installation-prerequisites/triple-store-setup.md)
* [Choosing blockchain networks](graveyard/everything/node-setup-instructions/installation-prerequisites/choosing-blockchain-networks.md)
* [Acquiring tokens](graveyard/everything/node-setup-instructions/installation-prerequisites/acquiring-tokens.md)
* [Acquire archive RPC endpoints](graveyard/everything/node-setup-instructions/installation-prerequisites/acquire-archive-rpc-endpoints.md)
* [DKG node installation](graveyard/everything/node-setup-instructions/dkg-node-installation.md)
* [Verify installation](graveyard/everything/node-setup-instructions/verify-installation.md)
* [OriginTrail DKG node NAT configuration](graveyard/everything/node-setup-instructions/origintrail-dkg-node-nat-configuration.md)
* [Running a full node](graveyard/everything/node-setup-instructions/running-a-full-node.md)
* [Running a gateway node](graveyard/everything/node-setup-instructions/running-a-gateway-node.md)
* [Houston - OriginTrail node command center](graveyard/everything/node-setup-instructions/houston-origintrail-node-command-center.md)
* [🔗 Switch DKG node to multichain](graveyard/everything/node-setup-instructions/switch-dkg-node-to-multichain.md)
* [Delegated Staking](graveyard/everything/delegated-staking/README.md)
* [Staking TRAC on Base](graveyard/everything/delegated-staking/staking-trac-on-base.md)
* [Staking TRAC on Neuroweb](graveyard/everything/delegated-staking/staking-trac-on-neuroweb.md)
* [Staking TRAC on Gnosis](graveyard/everything/delegated-staking/staking-trac-on-gnosis.md)
* [(NEW) Redelegating TRAC](graveyard/everything/delegated-staking/new-redelegating-trac.md)
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# Advanced features & toolkits

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