Our AI Schema Learning Framework (ASLF) now incorporates a full AI-driven normalization engine.
This update moves ASLF beyond static schema mapping — it can now interpret, infer, and normalize blockchain, exchange, and DeFi transaction payloads in real time using deterministic AI logic powered by GPT-4o Mini.
Each inbound transaction payload is analyzed, parsed, and converted into a canonical schema, complete with:
• Dynamic field recognition (from, to, amount, asset, timestamp, network)
• Model-based confidence scoring
• Automatic error handling and data sanitation
• Live logging and trace visibility through the demo UI
The new normalization pipeline replaces the last hard-coded version and introduces adaptive reasoning, enabling ASLF to learn and respond intelligently to varied data formats across multiple chains.
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🔹 Why It Matters
This milestone represents the first live AI integration into Grey Hat Labs’ core architecture.
It lays the foundation for:
• Persistent schema versioning and long-term learning (ASLF v0.3)
• Automated evaluation and confidence tracking
• Seamless RLIE (Reinforcement Learning Integration Engine) feedback loops
The result: a platform that continuously improves its own understanding of blockchain data.
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🔹 Developer Insights
• Implemented aiResolver.ts for intelligent normalization
• Integrated OpenAI’s gpt-4o-mini for structured schema inference
• Enhanced observability with detailed AI call tracing
• Deployed a live demo page showcasing real-time AI-powered normalization
• Tested across complex, “messy” DeFi payloads with accurate canonical results
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🔹 Next Steps
Work is already underway on:
• Schema persistence and versioning — long-term learning memory
• Automated evaluation pipeline — continuous validation of AI outputs
• RLIE integration — reinforcement learning feedback to refine schema precision
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🧩 Summary
With ASLF’s AI integration now operational, Grey Hat Labs’ data pipeline has taken its first step toward autonomous schema intelligence — a key component in the company’s universal, blockchain-agnostic platform vision.
