Introduction: The Arrival of the Era of Blurred Boundaries
Core Contradiction of Web3 Data Services: On-Chain Transparency vs. Off-Chain Data Islands
Positioning of Port3: AI-Based 'Boundary Seamstress'
AI-Driven Three-Dimensional Boundary Breakthrough
2.1 Data Dimension: Integration of Structured and Unstructured Data
Limitations of Traditional Oracles for Numeric Data
NLP Handling of Social Media, News, and Other Unstructured Data Cases
2.2 Time Dimension: From Snapshot to Real-Time Stream
AI Model Enhancement for TWAP Oracles
Market Sentiment Indicator with Minute-Level Update Capability
2.3 Spatial Dimension: Cross-Chain and Cross-Layer Aggregation
AI Solutions for Multi-Chain MEV Detection
Decoding Techniques for Layer2 State Compression Data
Core Technology Architecture Analysis
Hybrid Data Input Layer (On-Chain Logs + Off-Chain APIs + Dark Pool Data)
Federated Learning Applications in Feature Engineering
Implementation of Dynamic Weight Allocation Algorithm (DWA) in Aggregated Oracles
Discussion on Risks and Boundary Ethics
AI Verification Mechanism for Data Source Credibility
Balancing Model Interpretability and Decentralized Governance
AI Robustness Testing Under Adversarial Attacks (e.g., Flash Loan Manipulation Detection)
Future Outlook: Possibilities of an AI-Native Data Market
Adaptive Data Subscription Model
Predictive Data Preloading for Smart Contracts
Personalized Data Streams Based on User Behavior
#Port3 $Port3
