KNIRVGRAPH - Decentralized Knowledge Graph with Economics



A comprehensive graph-based blockchain application featuring Network Resolution Vectors (NRV), Proof-of-Solution consensus, NRN token economics, and seamless integration with the KNIRV ecosystem.

Architecture




โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ KNIRVGRAPH Layer โ”‚
โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚ โ”‚ NRV System โ”‚ โ”‚ ErrorNodes โ”‚ โ”‚ SkillNodes โ”‚ โ”‚
โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚ โ”‚ Economics โ”‚ โ”‚ Proof-of- โ”‚ โ”‚ Graph Explorer โ”‚ โ”‚
โ”‚ โ”‚ Integration โ”‚ โ”‚ Solution โ”‚ โ”‚ (React) โ”‚ โ”‚
โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
โ”‚
โ”‚ HTTP/REST API + Economics
โ”‚
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ Backend (Go) โ”‚
โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚ โ”‚ RPC Server โ”‚ โ”‚ GraphChain โ”‚ โ”‚ NRV System โ”‚ โ”‚
โ”‚ โ”‚ +Economics โ”‚ โ”‚ Core โ”‚ โ”‚ (Vectors) โ”‚ โ”‚
โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚ โ”‚ Storage โ”‚ โ”‚ NRN Token โ”‚ โ”‚ KNIRVORACLE โ”‚ โ”‚
โ”‚ โ”‚ (BluntDB) โ”‚ โ”‚ Integration โ”‚ โ”‚ Integration โ”‚ โ”‚
โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜


Features



๐Ÿง  Network Resolution Vector (NRV) System


- Vector Management: Create, resolve, and maintain NetworkResolutionVectors
- ErrorNodes: Specialized nodes for tracking and resolving network errors
- SkillNodes: Capability-based nodes for AI agent skills and solutions
- Confidence Scoring: Cryptographic confidence verification for resolutions
- Signature Verification: Secure validation of vector authenticity

๐Ÿ’ฐ Economics Integration


- NRN Token Integration: Seamless integration with KNIRVORACLE for NRN operations
- Skill Confirmation: Skill validation for KNIRVCHAIN commitment
- Proof-of-Solution: Reward distribution based on solution quality and efficiency
- Economic Metrics: Real-time tracking of network economic activity
- Reward Distribution: Automated NRN rewards for network participation

๐Ÿงช Phase 7 Testing Infrastructure



Testing Architecture


KNIRVGRAPH implements comprehensive testing for both backend (Go) and frontend (React) components:

#### Frontend Testing (React + TypeScript)
bash

Run frontend tests


npm test

Run tests with coverage


npm run test:coverage

Run tests in watch mode


npm run test:watch

Lint code


npm run lint


#### Backend Testing (Go)
bash

Run Go backend tests


go test -v ./...

Run specific test packages


go test -v ./internal/...
go test -v ./pkg/...
go test -v ./cmd/...


#### Integration with Network Tests
bash

From project root - run KNIRVGRAPH network integration tests


cd integration-tests && go test -v -run TestKNIRVGRAPH

Run comprehensive KNIRVGRAPH test suite


make test-graph

Run KNIRVGRAPH comprehensive tests


cd KNIRVGRAPH && ./scripts/run-comprehensive-tests.sh


#### Test Structure

src/
โ”œโ”€โ”€ __tests__/ # Frontend unit tests
โ”‚ โ””โ”€โ”€ App.test.tsx
โ”œโ”€โ”€ test/ # Test utilities and setup
โ”‚ โ””โ”€โ”€ setup.ts
โ””โ”€โ”€ components/ # Component tests alongside source

backend/
โ”œโ”€โ”€ internal/ # Go backend tests
โ”œโ”€โ”€ pkg/ # Package tests
โ””โ”€โ”€ cmd/ # Command tests


๐Ÿ”— KNIRV Ecosystem Integration


- KNIRVORACLE Connectivity: Direct integration with KNIRV blockchain
- Cross-Component Communication: Seamless interaction with other KNIRV services
- Unified Authentication: Shared authentication across KNIRV ecosystem
- Real-time Synchronization: Live updates and state synchronization

๐Ÿ—๏ธ Backend (Go)


- Graph Consensus: Byzantine fault-tolerant consensus adapted for graph structures
- BluntDB Storage: High-performance graph data persistence with NRV support
- REST API: Complete graph data access with economics endpoints
- P2P Networking: Distributed node communication
- CLI Tools: Command-line interface for graph and NRV interaction
- Graph Operations: Node creation, edge management, path finding
- Multi-dimensional Relationships: Complex node interconnections with NRV vectors

๐ŸŽจ Frontend (React)


- Real-time Dashboard: Live graph and economics statistics
- NRV Explorer: Browse and manage Network Resolution Vectors
- ErrorNode Management: Track and resolve network errors
- SkillNode Registry: Manage AI capabilities and skills
- Economics Dashboard: Monitor NRN token flows and rewards
- Graph Visualization: Interactive graph structure display with NRV overlays
- Dark Theme: Modern UI inspired by ai.google.dev
- Responsive Design: Mobile-friendly interface

Quick Start



Prerequisites


- Go 1.21+
- Node.js 18+
- npm or yarn
- KNIRVORACLE running (for economics integration)

Development Setup



1. Clone and setup backend
bash
# Install Go dependencies
cd KNIRVGRAPH
go mod tidy

# Build KNIRVGRAPH node
go build -o bin/knirvgraph ./cmd/node/main.go


2. Setup frontend
bash
# Install frontend dependencies
npm install


3. Start KNIRVGRAPH with Economics Integration
bash
# From project root - starts KNIRVGRAPH with full economics integration
./scripts/start-knirvgraph-with-economics.sh


4. Alternative: Manual startup
bash
# Terminal 1: Start KNIRVGRAPH node
cd KNIRVGRAPH
./bin/knirvgraph --home ~/.knirvgraph --port 8081

# Terminal 2: Start frontend dev server
npm run dev


5. Access the application
- Frontend: http://localhost:5173
- Backend API: http://localhost:8081
- Economics Endpoints: http://localhost:8081/economics/
- NRV System: http://localhost:8081/nrv/

Using the CLI



bash

Build CLI tool


make build

Get GraphChain height


./build/graphchain-cli height

Get node information


./build/graphchain-cli node genesis

Get edge information


./build/graphchain-cli edge edge123

Get graph heads


./build/graphchain-cli heads

Get node neighbors


./build/graphchain-cli neighbors node1

Find path between nodes


./build/graphchain-cli path node1 node2

Create a new node


./build/graphchain-cli create-node --id node1 --parents genesis --weight 0.8

Create a new edge


./build/graphchain-cli create-edge --from node1 --to node2 --weight 0.5

Get account balance


./build/graphchain-cli account 0x1234567890123456789012345678901234567890

Send graph transaction


./build/graphchain-cli send-tx \
--from 0x1234567890123456789012345678901234567890 \
--to 0x0987654321098765432109876543210987654321 \
--amount 100 \
--fee 1 \
--type 5


API Endpoints



Graph REST API



| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | /height | Get current GraphChain height |
| GET | /node/{nodeID} | Get node by ID |
| GET | /edge/{edgeID} | Get edge by ID |
| GET | /graph/heads | Get current graph heads |
| GET | /graph/neighbors/{nodeID} | Get node neighbors |
| GET | /graph/path/{from}/{to} | Find path between nodes |
| POST | /graph/traverse | Execute graph traversal query |
| GET | /account/{address} | Get account information |
| POST | /transaction | Submit new graph transaction |
| POST | /node | Create new graph node |
| POST | /edge | Create new graph edge |

NRV System API



| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | /nrv/vectors | Get all NRV vectors |
| POST | /nrv/vectors | Create new NRV vector |
| GET | /nrv/vectors/resolve/{targetHash} | Resolve target hash to vectors |
| GET | /nrv/errors | Get all error nodes |
| POST | /nrv/errors | Create new error node |
| GET | /nrv/skills | Get all skill nodes |
| POST | /nrv/skills | Create new skill node |
| GET | /nrv/skills/for-error/{errorType} | Get skills for specific error type |

Economics API



| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | /economics/metrics | Get economic metrics and statistics |
| POST | /economics/skill/confirm | Confirm skill for KNIRVCHAIN commitment |
| POST | /economics/rewards/distribute | Distribute NRN rewards |
| POST | /economics/proof/solution | Submit proof of solution for rewards |

System API



| Method | Endpoint | Description |
|--------|----------|-------------|
| GET | /health | System health check with service status |

Example API Usage



#### Graph Operations
bash

Get current height


curl http://localhost:8081/height

Get node


curl http://localhost:8081/node/genesis

Get graph heads


curl http://localhost:8081/graph/heads

Find path between nodes


curl http://localhost:8081/graph/path/node1/node2

Create node


curl -X POST http://localhost:8081/node \
-H "Content-Type: application/json" \
-d '{
"id": "node1",
"parents": ["genesis"],
"weight": 0.8,
"data": {
"transactions": [],
"state_changes": [],
"edges": []
}
}'


#### NRV System Operations
bash

Create an error node


curl -X POST http://localhost:8081/nrv/errors \
-H "Content-Type: application/json" \
-d '{
"error_type": "network_timeout",
"description": "Connection timeout to external service",
"context": {
"service": "api.example.com",
"timeout": 30000,
"retry_count": 3
},
"severity": 2
}'

Create a skill node


curl -X POST http://localhost:8081/nrv/skills \
-H "Content-Type: application/json" \
-d '{
"skill_type": "network_diagnostics",
"capabilities": ["ping_test", "traceroute", "dns_lookup"],
"requirements": {
"min_confidence": 0.8,
"network_access": true
}
}'

Create NRV vector


curl -X POST http://localhost:8081/nrv/vectors \
-H "Content-Type: application/json" \
-d '{
"target_hash": "abc123def456",
"coordinates": [0.1, 0.2, 0.3, 0.4, 0.5],
"metadata": {
"error_type": "network_timeout",
"skill_type": "network_diagnostics"
}
}'

Get all error nodes


curl http://localhost:8081/nrv/errors

Get skills for specific error type


curl http://localhost:8081/nrv/skills/for-error/network_timeout


#### Economics Operations
bash

Get economic metrics


curl http://localhost:8081/economics/metrics

Confirm a skill for KNIRVCHAIN commitment


curl -X POST http://localhost:8081/economics/skill/confirm \
-H "Content-Type: application/json" \
-d '{
"skill_id": "skill456",
"nrv_id": "nrv789",
"creator_id": "creator123"
}'

Distribute rewards


curl -X POST http://localhost:8081/economics/rewards/distribute \
-H "Content-Type: application/json" \
-d '{
"recipient_id": "solver123",
"amount": "500000",
"reason": "successful_error_resolution"
}'

Submit solution proof


curl -X POST http://localhost:8081/economics/proof/solution \
-H "Content-Type: application/json" \
-d '{
"error_node_id": "error123",
"skill_node_id": "skill456",
"solver_id": "solver789",
"efficiency_score": 0.95,
"quality_score": 0.88
}'


#### System Health
bash

Check system health


curl http://localhost:8081/health


Testing Economics Integration



Automated Testing


bash

Run comprehensive economics integration tests


./scripts/test-knirvgraph-economics.sh

This will test:


- KNIRVGRAPH connectivity


- KNIRVORACLE integration


- NRV system operations


- Economics endpoints


- Skill confirmation for KNIRVCHAIN commitment


- Reward distribution


- Proof-of-Solution mechanism




Manual Testing Workflow


bash

1. Start KNIRVGRAPH with economics


./scripts/start-knirvgraph-with-economics.sh

2. In another terminal, test the integration


./scripts/test-knirvgraph-economics.sh

3. Monitor logs


tail -f KNIRVGRAPH/logs/knirvgraph.log


Environment Configuration


bash

Set KNIRVORACLE URL (default: http://localhost:1317)


export KNIRVORACLE_URL=http://localhost:1317

Set KNIRVGRAPH port (default: 8081)


export KNIRVGRAPH_PORT=8081

Enable/disable economics (default: true)


export ECONOMICS_ENABLED=true


Project Structure




KNIRVGRAPH/
โ”œโ”€โ”€ cmd/ # Command-line applications
โ”‚ โ”œโ”€โ”€ node/ # KNIRVGRAPH node with NRV and economics
โ”‚ โ””โ”€โ”€ cli/ # CLI tool for graph operations
โ”œโ”€โ”€ internal/ # Private application code
โ”‚ โ”œโ”€โ”€ app/ # Application logic with economics integration
โ”‚ โ”œโ”€โ”€ graphchain/ # GraphChain core
โ”‚ โ”œโ”€โ”€ nrv/ # Network Resolution Vector system
โ”‚ โ”œโ”€โ”€ economics/ # NRN token integration and Proof-of-Solution
โ”‚ โ”‚ โ”œโ”€โ”€ nrn_integration.go # KNIRVORACLE integration
โ”‚ โ”‚ โ””โ”€โ”€ proof_of_solution.go # Proof-of-Solution consensus
โ”‚ โ”œโ”€โ”€ network/ # Networking and RPC with economics endpoints
โ”‚ โ”œโ”€โ”€ storage/ # Data persistence with NRV support
โ”‚ โ””โ”€โ”€ types/ # Data structures for graph and NRV
โ”œโ”€โ”€ pkg/ # Public libraries
โ”‚ โ”œโ”€โ”€ crypto/ # Cryptographic functions
โ”‚ โ””โ”€โ”€ utils/ # Utility functions
โ”œโ”€โ”€ config/ # Configuration files
โ”œโ”€โ”€ docs/ # Documentation
โ”‚ โ””โ”€โ”€ NRV_SYSTEM.md # NRV system documentation
โ”œโ”€โ”€ src/ # React frontend
โ”‚ โ”œโ”€โ”€ components/ # React components with NRV and economics
โ”‚ โ”œโ”€โ”€ pages/ # Page components
โ”‚ โ”œโ”€โ”€ services/ # API services for graph, NRV, and economics
โ”‚ โ””โ”€โ”€ context/ # React context
โ”œโ”€โ”€ public/ # Static assets
โ”œโ”€โ”€ bin/ # Built binaries
โ”œโ”€โ”€ logs/ # Application logs
โ”œโ”€โ”€ go.mod # Go module definition
โ”œโ”€โ”€ package.json # Node.js dependencies
โ”œโ”€โ”€ Makefile # Build automation
โ””โ”€โ”€ README.md # This file


Development



Backend Development



bash

Run tests


make test

Format code


make fmt

Lint code


make lint

Build binaries


make build

Clean build artifacts


make clean


Frontend Development



bash

Start development server


npm run dev

Build for production


npm run build

Run linting


npm run lint


Full Stack Development



bash

Start both backend and frontend


make dev


Graph Testing



bash

Create genesis graph


make create-genesis-graph

Test graph operations


make test-graph


Configuration



Backend Configuration



Edit config/default.toml:

toml
[network]
listen_address = "tcp://0.0.0.0:26656"
seeds = []
max_peers = 50

[consensus]
timeout_propose = 3000
timeout_propose_delta = 500
timeout_prevote = 1000
timeout_precommit = 1000

[storage]
db_path = "./data/graphchain.db"

[rpc]
listen_address = "tcp://0.0.0.0:26657"
port = 8080

[graph]
max_nodes_per_level = 1000
max_edges_per_node = 100
allow_cycles = false
consensus_threshold = 0.67
traversal_depth_limit = 50
max_heads = 10
weight_decay_factor = 0.95

[bluntdb]
db_path = "./data/graphchain.db"
sync_writes = true
value_log_max_entries = 1000000
gc_interval = 300
backup_interval = 3600


Frontend Configuration



The frontend automatically connects to the backend API at http://localhost:8080. To change this, update src/services/api.ts.

Testing



Backend Tests


bash
make test


Frontend Tests


bash
npm test


Graph Operations Tests


bash

Test node creation


./build/graphchain-cli create-node --id test1 --weight 1.0

Test edge creation


./build/graphchain-cli create-edge --from test1 --to genesis --weight 0.5

Test path finding


./build/graphchain-cli path test1 genesis


Production Deployment



1. Build production assets
bash
make prod


2. Deploy backend
bash
# Copy binary to server
scp build/graphchain-node user@server:/usr/local/bin/

# Start service
graphchain-node -home /var/lib/graphchain -rpc-port 8080


3. Deploy frontend
bash
# Build and deploy static files
npm run build
# Deploy dist/ folder to web server


Graph Features



Node Operations


- Create Nodes: Add new nodes with parent relationships
- Update Nodes: Modify node properties and relationships
- Delete Nodes: Remove nodes and update graph structure
- Query Nodes: Retrieve node information and metadata

Edge Operations


- Create Edges: Establish weighted connections between nodes
- Update Edges: Modify edge weights and properties
- Delete Edges: Remove connections while maintaining graph integrity
- Query Edges: Retrieve edge information and traversal data

Graph Traversal


- Path Finding: Discover routes between any two nodes
- Neighbor Discovery: Find all connected nodes
- Subgraph Extraction: Extract portions of the graph
- Cycle Detection: Identify and prevent circular dependencies

Consensus Features


- Graph Validation: Ensure graph structure integrity
- Multi-dimensional Consensus: Consensus across graph topology
- Weight-based Validation: Consensus based on node and edge weights
- Byzantine Fault Tolerance: Maintain consistency despite failures

Contributing



1. Fork the repository
2. Create a feature branch
3. Make your changes
4. Add tests
5. Submit a pull request

License



MIT License - see LICENSE file for details.

Support



- Open issues on GitHub
- Check the documentation
- Contact the development team

Roadmap



โœ… Completed (August 2025)


- [x] NRV System Implementation - Complete Network Resolution Vector system
- [x] Economics Integration - Full NRN token integration with KNIRVORACLE
- [x] Proof-of-Solution - Reward mechanism for error resolution
- [x] ErrorNodes & SkillNodes - Specialized node types for AI capabilities
- [x] KNIRV Ecosystem Integration - Seamless integration with other KNIRV components
- [x] Economic Metrics Tracking - Real-time economics monitoring
- [x] Automated Testing - Comprehensive test suite for economics integration

๐Ÿ”„ In Progress


- [ ] Enhanced Graph Visualization - NRV-aware graph visualization tools
- [ ] Advanced NRV Algorithms - Improved vector resolution and confidence scoring
- [ ] Cross-Component DHT - Enhanced DHT integration with other KNIRV services

๐Ÿ“‹ Planned


- [ ] Graph Smart Contracts - Smart contract layer for graph operations
- [ ] Enhanced Graph Consensus - Multi-dimensional consensus mechanisms
- [ ] Cross-Graph Bridges - Inter-graph communication protocols
- [ ] Advanced Graph Algorithms - Machine learning-enhanced graph operations
- [ ] Mobile Applications - Mobile interface for KNIRVGRAPH
- [ ] Graph Analytics Dashboard - Advanced analytics and insights
- [ ] Multi-Language Support - SDK support for multiple programming languages
- [ ] Real-time Collaboration - Multi-user graph editing and collaboration
- [ ] Graph Machine Learning - AI-powered graph analysis and prediction