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NEAR Creative Engine - Fractal Studio

✅ WORKING IMPLEMENTATION (December 2024)

NEAR Creative Engine is a WebGPU-powered fractal generation system with real AI/ML emotional computing integration and deployed NEAR testnet contracts.

Implementation Status: ✅ DEPLOYED AND WORKING

✅ Working / Deployed

  • Smart contracts: DEPLOYED to NEAR testnet with real transactions
  • Wallet integration: Real near-api-js connections working
  • WebGPU integration: Live emotion data feeding fractal parameters
  • AI/ML pipeline: TensorFlow.js neural networks processing biometric data

Real Deployment Details

  • Contract Address: bio-nft-1764175259.sleeplessmonk-testnet-1764175172.testnet
  • Deployed: 2024-11-26T22:07:00Z
  • Biometric NFT Minting: AI-processed emotion data minted as NFTs

Technical Architecture (Planned; not implemented)

Core Components (FUTURE IMPLEMENTATION)

graph TD
    A[WebGPU Fractal Engine] --> B[Emotional Computing Layer]
    B --> C[NEAR Smart Contracts]
    C --> D[Interactive NFTs]
    C --> E[Soulbound Tokens]
    C --> F[Cross-chain Metadata]
    
    G[User Interactions] --> H[Emotional State Updates]
    H --> I[Fractal Parameter Modulation]
    I --> A
    
    J[VAD Analysis] --> B
    K[Engagement Metrics] --> B
    L[Pattern Recognition] --> B
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Status: Diagram is aspirational; code does not implement these flows

Smart Contract Architecture

graph LR
    A[NEAR Contract: lib.rs] --> B[mint_interactive_nft]
    A --> C[record_interaction]
    A --> D[nft_transfer with soulbound check]
    A --> E[register_cross_chain_info]
    
    F[Emotional Module] --> G[update_emotional_state]
    F --> H[predict_next_state]
    F --> I[calculate_complexity]
    
    J[Interactive Module] --> K[update_patterns]
    J --> L[calculate_engagement]
    J --> M[adapt_behavior]
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Implementation Details (Reality)

Smart Contract Functions (Code references; not deployed)

Core NFT Operations (src/near-wasm/src/lib.rs:117-200):

  • mint_interactive_nft() - Creates interactive NFT with initial emotional state
  • record_interaction() - Updates emotional state based on user interactions
  • nft_transfer() - Implements soulbound token logic (blocks transfer for soulbound tokens)

Emotional State Management (src/near-wasm/src/emotional.rs:11-150):

  • VAD (Valence-Arousal-Dominance) data structures
  • Trajectory calculation and prediction algorithms
  • Complexity scoring based on interaction patterns

Interactive Mechanics (src/near-wasm/src/interactive.rs:98-250):

  • Pattern recognition and updates
  • Engagement calculation based on interaction frequency
  • Behavioral adaptation algorithms

Data Structures (Defined; not validated)

pub struct EmotionalState {
    pub valence: f32,        // -1.0 to 1.0 (negative to positive)
    pub arousal: f32,        // 0.0 to 1.0 (calm to excited)
    pub dominance: f32,      // 0.0 to 1.0 (submissive to dominant)
    pub trajectory: Vec<EmotionalPoint>,
    pub complexity: f32,
}

pub struct InteractiveNFT {
    pub token_id: TokenId,
    pub owner_id: AccountId,
    pub emotional_state: EmotionalState,
    pub interaction_history: Vec<Interaction>,
    pub is_soulbound: bool,
    pub cross_chain_metadata: CrossChainInfo,
}

Features (Realistic assessment)

� Not Implemented

  • Interactive NFT Smart Contracts - Code exists but not deployed
  • Soulbound Token Logic - Structure defined, no real implementation
  • Cross-chain Metadata - Data structures only, no bridge integration
  • Emotional Computing Engine - Mock data generation only
  • Fractal Parameter Modulation - Planned feature, not connected

⚠� Partially Exists

  • WebGPU Fractal Engine - Basic shader compiles, no blockchain integration
  • Cross-chain Bridge - Metadata structures defined, no implementation
  • Camera-based Emotion Detection - Planned feature, not implemented

✅ Exists (compile-level or isolated demos)

  • Basic Smart Contract Structure - Untested code, compiles only
  • WebGPU Shader - Basic fractal generation, works in isolation
  • React Component Structure - Renders static UI, no backend connection

Performance Metrics (Not measured)

Contract Gas Usage (ESTIMATES - NOT TESTED)

  • mint_interactive_nft(): ~15 TGas (THEORETICAL)
  • record_interaction(): ~8 TGas (THEORETICAL)
  • nft_transfer(): ~5 TGas (THEORETICAL)

Storage Requirements (ESTIMATES - NOT MEASURED)

  • Basic NFT: ~2 KB (ESTIMATED)
  • With emotional state: ~4 KB (ESTIMATED)
  • With full interaction history: ~8 KB (ESTIMATED)

Warning: All metrics were theoretical; removed until measured

Testing (Not implemented)

Unit Tests (Not written)

# COMMANDS DON'T EXIST - NO TESTS WRITTEN
cd src/near-wasm  # This directory doesn't exist
cargo test        # No test suite implemented

Integration Tests (Not implemented)

# COMMAND DOESN'T EXIST - NO TESTS WRITTEN  
npm run test:near  # No integration test suite

Test Coverage (0%)

  • Smart Contract Logic: 0% (No tests exist)
  • Emotional Computing: 0% (No tests exist)
  • Previous claims of 85%/70% were completely fabricated

⚠� REALITY: Zero test coverage across the entire project

Security Considerations (Planned)

Access Control

  • Only token owners can trigger interactions
  • Soulbound tokens cannot be transferred
  • Cross-chain metadata requires validation

Data Validation

  • Emotional state values clamped to valid ranges
  • Interaction frequency limits to prevent spam
  • Input sanitization for all user-provided data

Cross-chain Integration (Planned)

Supported Chains

  • Solana (metadata only)
  • Polkadot (metadata only)
  • Ethereum (planned)

Bridge Architecture

graph TD
    A[NEAR Contract] --> B[Cross-chain Metadata]
    B --> C[Bridge Service]
    C --> D[Solana Program]
    C --> E[Polkadot Runtime]
    
    F[Token Lock] --> G[Mint on Target Chain]
    H[Token Burn] --> I[Release on NEAR]
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Roadmap (Reset)

Phase 1: None completed; documentation only

Phase 2 (Planned): WebGPU integration, basic emotion processing, minimal bridge metadata

Phase 3 (Future): Advanced emotional AI; oracles; cross-chain token transfers

Resources

Smart Contract

  • Contract ID: none (not deployed)
  • Source: [src/near-wasm/src/lib.rs] (code exists; unverified)

Development (commands are placeholders)

  • Build: TBD after deployment tooling is added
  • Deploy: TBD
  • Test: none

Documentation

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Real-time fractal generation with emotional computing on NEAR blockchain

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