KNIRV D-TEN Self-Healing AI Network Architecture with 12 Sovereign Layers

The World's First
Self-Healing AI Network

KNIRV D-TEN transforms AI failures into collective knowledge through twelve sovereign layers: KNIRV-ORACLE, KNIRV-ROUTER, KNIRVGRAPH, KNIRVCHAIN, KNIRV-NEXUS DVE, KNIRV-INFERENCE, KNIRV-WALLET, KNIRV-GATEWAY, KNIRV-CLI, KNIRV-SDK, KNIRV-TESTNET, and KNIRVANA - creating a compounding global intelligence.

Watch Demo See the D-TEN in Action
KNIRV D-TEN Decentralized Trusted Execution Network Framework Illustration

? What is the KNIRV D-TEN

The Key Notarized Inference Recursion Vectors (KNIRV) Decentralized Trusted Execution Network (D-TEN) is a revolutionary framework that transforms AI failures into collective knowledge, creating a self-healing, continuously evolving intelligence ecosystem.

Through twelve sovereign layers working in harmony, the D-TEN enables AI systems to learn from every mistake collectively and autonomously. When an AI fails, that failure becomes a structured ErrorNode within our global knowledge graph, incentivizing solutions that become composable, monetizable Skills.

Powered by the NRN token and secured through cryptographic proofs, the D-TEN creates a permissionless, transparent, and incentivized network where intelligence compounds exponentially through verified, collaborative problem-solving.

The D-TEN Ecosystem

Experience the future of AI through our comprehensive ecosystem of interconnected components, each designed to contribute to the collective intelligence and self-healing capabilities of the KNIRV D-TEN.

KNIRV D-TEN Ecosystem Components and Twelve Sovereign Layers Visualization

The KNIRV D-TEN ecosystem consists of twelve sovereign layers, each contributing unique capabilities to create a unified, self-improving AI network that transforms failures into collective knowledge.

  • KNIRV-INFERENCE: Autonomous self-improving AI agents
  • KNIRV-WALLET: Seamless user gateway with XION integration
  • KNIRV-CLI: Comprehensive command-line interface
  • KNIRV-SDK: Multi-language development kit
  • KNIRVANA: Cross-platform strategy game interface
  • KNIRV-NEXUS DVE: Verifiable execution environments
  • KNIRV-TESTNET: High-fidelity testing environment

Twelve Sovereign Layers

The KNIRV D-TEN consists of twelve interconnected sovereign layers, each contributing unique capabilities to create a unified, self-improving AI ecosystem.

KNIRV-ORACLE

The sovereign GoLang-based blockchain serving as the canonical NRN token ledger and network oracle, orchestrating the entire D-TEN economy.

KNIRV-ROUTER

The network integrity layer producing NRNs via "Proof-of-Connectivity" and embedding URI path certificates for verified network pathways.

KNIRVGRAPH

The GoLang-based Graphchain serving as the decentralized knowledge fabric for ErrorNodes and SkillNodes, chronicling AI learning.

KNIRVCHAIN

The sovereign Rust-based blockchain hosting the canonical CodeT5 Base LLM and authoritative SkillRegistry for the network.

KNIRV-NEXUS DVE

The network of Decentralized Validation Environments providing verifiable execution and cryptographic proofs through CLEAN paradigm.

KNIRV-INFERENCE

Autonomous, Rust WASM-powered AI agents capable of self-improving through SEAL loop, contributing to collective intelligence.

KNIRV-CONTROLLER

The user-friendly gateway leveraging XION's Meta Accounts for seamless interaction with the entire D-TEN ecosystem.

KNIRV-GATEWAY

Unified web portal and serverless API gateway serving as the primary entry point for all ecosystem interactions.

KNIRV-CLI

Comprehensive GoLang-based command-line interface providing developer and power user access to the entire D-TEN.

KNIRV-SDK

Multi-language software development kit offering unified developer access through high-level abstractions.

KNIRV-TESTNET

High-fidelity testing environment providing a scaled-down but comprehensive simulation of the production network.

KNIRVANA

Immersive cross-platform Real-Time Strategy game built with Rust and Bevy, serving as the experiential gateway.

NRN Economics

The Network Resolution Notice (NRN) token powers the entire KNIRV D-TEN ecosystem through a self-sustaining economic loop that incentivizes collective problem-solving and network growth.

Token Generation

Proof-of-Connectivity by KNIRV-ROUTERs

Token Utility

Skill Invocation & Network Operations

Economic Model

Self-Sustaining Deflationary Loop

Reward Distribution

Solvers, DVE Operators, Observers

Development Testnet Access

USDC Faucet via XION Integration

Governance

NRN Staking & Reputation-Based Voting

Token
Distribution

Token Distribution

Network Fee
Allocation

Network Fee Allocation

Our Roadmap

Q2 2026

Phase 1: Core Mainnet Launch & Interoperability

Q2 2026

Deploy KNIRV-ORACLE, KNIRVCHAIN, KNIRVGRAPH

Q2 2026

Launch KNIRV-CONTROLLER, KNIRV-SDK & KNIRV-CLI

Q4 2026

Phase 2: Enhanced Intelligence & Agent Capabilities

Q4 2026

Advanced KNIRV-NEXUS DVE specialization

Q4 2026

Skill licensing & automated royalty payments

Q2 2027

Phase 3: Experiential Integration & Advanced Learning

Q2 2027

Full KNIRVANA integration & launch

Q2 2027

Formal verification & Zero-Knowledge Proofs

2028+

Phase 4: Cross-Ecosystem Expansion

2028+

Autonomous Governance & Universal AI Layer

Join the Revolution

The KNIRV Network is transitioning from corporate deployment to community ownership. Be part of building the world's first truly democratic AI infrastructure.

Currently Deployed by KNIRV Corporation

The KNIRV Network is currently being deployed and managed by KNIRV Corporation, our founding team of experienced blockchain architects, AI specialists, and distributed systems engineers. We're building the foundational infrastructure that will power the future of decentralized AI.

But this is just the beginning. Our vision is to create a network owned and operated by its community.

The Path to Community Ownership

We're committed to a gradual transition to full DAO (Decentralized Autonomous Organization) governance, ensuring the KNIRV Network becomes truly owned and operated by its community:

Phase 1: Foundation

Years 1-2: Core team leads development with community input, open source all components, establish governance processes

Phase 2: Community Leadership

Years 3-4: Transition to elected governance council, community-led development, delegate operational decisions to DAO

Phase 3: Full Autonomy

Years 5+: Complete DAO governance, self-sustaining economic model, community-owned and operated network

We're Now in Open Recruitment

Join us in building the future of decentralized AI infrastructure. We're looking for passionate individuals across multiple disciplines:

Developers

Build the core infrastructure, smart contracts, AI agents, and decentralized applications that power the KNIRV ecosystem.

  • Blockchain developers (Rust, Go, Solidity)
  • AI/ML engineers (PyTorch, TensorFlow)
  • Full-stack developers (React, Node.js)
  • WebAssembly specialists
  • Smart contract auditors

Earn: Development bounties, token rewards, governance rights

Node Operators

Run validator nodes, DVE nodes, and router nodes to secure and scale the network infrastructure.

  • Validator node operators
  • DVE (Decentralized Validation Engine) hosts
  • Router node operators
  • Storage providers
  • Infrastructure specialists

Earn: Staking rewards, transaction fees, network incentives

Gamers & Community

Participate in KNIRVANA, our RTS game that makes AI accessible through engaging gameplay, and help grow the community.

  • KNIRVANA players and testers
  • Community moderators
  • Content creators and educators
  • Regional ambassadors
  • Governance participants

Earn: Gameplay rewards, community tokens, NFT assets

Built on Democratic Principles

  • Distributed Ownership: No single entity controls the network
  • Transparent Governance: Community votes on all major decisions
  • Open Source: All core components are publicly auditable
  • Economic Democracy: Value flows to contributors, not just capital holders
  • Fair Token Distribution: 40% reserved for community development
  • Anti-Whale Mechanisms: Quadratic voting prevents centralization
  • Contribution Weighting: Active participation increases governance power
  • Revenue Sharing: Network fees distributed to all participants

Ready to Shape the Future of AI?

Join our community and be part of the transition to democratic AI infrastructure.

Learn more about our founding team at KNIRV Corporation

D-TEN Ecosystem Partners

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As seen in

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KNIRV D-TEN News

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Introducing the KNIRV D-TEN

The world's first Decentralized Trust Execution Network transforms AI failures into collective knowledge...

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NRN Economics: Self-Sustaining AI Economy

How the Network Resolution Notice token creates a deflationary economic loop that incentivizes collective AI learning...

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KNIRV-INFERENCE: Autonomous Self-Improving AI

Discover how KNIRV-INFERENCE agents continuously learn and adapt through the SEAL loop, contributing to collective intelligence...

Frequently Asked Questions

Below we've provided answers about the KNIRV D-TEN, NRN token, AI agents, and the ecosystem. If you have any other questions, please get in touch using the contact form below.

? What is KNIRV D-TEN

KNIRV D-TEN is the world's first Decentralized Trusted Execution Network that transforms AI failures into collective knowledge through twelve sovereign layers, creating a self-healing, continuously evolving intelligence ecosystem.

You can acquire NRN tokens through the USDC Faucet via XION integration using your KNIRV-WALLET. NRN tokens are also earned by participating as a Solver, DVE operator, or Observer in the network.

You can join the D-TEN network as a Solver, DVE operator, or Observer. Access NRN tokens through the USDC Faucet via XION integration, and start contributing to the collective AI intelligence.

NRN tokens enable you to invoke Skills, participate in network governance, earn rewards for solving problems, and access premium features across the KNIRV D-TEN ecosystem.

? What makes the D-TEN self-healing

The D-TEN transforms AI failures into structured ErrorNodes within KNIRVGRAPH, incentivizing solutions that become composable Skills. This creates a continuous learning loop where every failure strengthens the network.

KNIRV-INFERENCE agents use the SEAL loop (Sense, Evaluate, Act, Learn) to continuously improve. They access the collective knowledge in KNIRVGRAPH and contribute their learnings back to the network.

The twelve layers are: KNIRV-ORACLE (NRN Oracle), KNIRV-ROUTER (Network Integrity), KNIRVGRAPH (Knowledge Fabric), KNIRVCHAIN (Base LLM), KNIRV-NEXUS DVE (Execution), KNIRV-INFERENCE (AI Agents), KNIRV-WALLET (User Gateway), KNIRV-GATEWAY (Unified Portal), KNIRV-CLI (CLI), KNIRV-SDK (Development Kit), KNIRV-TESTNET (Testing Environment), and KNIRVANA (Gaming Interface).

NRN tokens are generated through Proof-of-Connectivity by KNIRV-ROUTERs. They're used for Skill invocation, creating a deflationary loop where network usage burns tokens while problem-solving generates new ones.

? What is KNIRV-NEXUS DVE

KNIRV-NEXUS DVE provides Decentralized Validation Environments for verifiable execution. It ensures cryptographic proofs of computation through the CLEAN paradigm, enabling trusted AI operations.

KNIRVGRAPH uses a GoLang-based Graphchain to store ErrorNodes and SkillNodes, creating a decentralized knowledge fabric that chronicles AI learning and enables skill composition.

KNIRVCHAIN is the Rust-based sovereign blockchain hosting the canonical CodeT5 Base LLM and the authoritative SkillRegistry, serving as the foundation for AI model evolution.

KNIRV-WALLET leverages XION's Meta Accounts for seamless, user-friendly interaction with the entire D-TEN ecosystem, eliminating complex blockchain interactions for end users.

? What is Proof-of-Connectivity

Proof-of-Connectivity is KNIRV-ROUTER's consensus mechanism that generates NRN tokens by verifying network pathways and embedding URI path certificates for trusted connections.

When Solvers create successful solutions to ErrorNodes, they become composable Skills in the registry. Other agents pay NRN tokens to invoke these Skills, creating revenue for the original Solver.

CLEAN (Cryptographic Ledger for Execution, Attestation, and Notarization) ensures verifiable computation in KNIRV-NEXUS DVE environments through cryptographic proofs and attestations.

KNIRVANA provides a real-time strategy game interface that makes interacting with the D-TEN ecosystem engaging and intuitive, gamifying AI collaboration and learning.

Contact KNIRV D-TEN

Ready to join the future of AI? Reach out to us and weโ€™ll get back to you shortly.

  • +44 0123 4567
  • info@knirv.network
  • Join us on Telegram