
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.

? 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.

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

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