Portrait of Jiaao Sun

AI-native Web3 builder

Jiaao Sun

Building intelligent systems for crypto markets, on-chain data, and model-driven automation.

专注 AI 与 Web3 结合,探索量化交易系统、大模型 Agent、链上数据智能和加密原生产品。

Profile

AI, markets, and decentralized infrastructure are becoming one product surface.

I work on systems that turn fragmented data into decisions: market signals, wallet behavior, protocol activity, LLM workflows, and risk-aware automation. My focus is practical engineering, not buzzwords.

我的方向是把市场数据、链上行为、协议事件和大模型能力组合成真正可运行的工具,让 AI 在 Web3 产品中承担研究、分析、监控和自动化执行的角色。

Selected Work

Projects around AI, quant, and Web3 intelligence.

The thread across my work is clear: build systems that can observe, score, explain, and improve.

02

Quant Trading Systems

Researching modular trading infrastructure: market data ingestion, factor research, backtesting, risk controls, and execution boundaries.

研究模块化量化交易系统,包括行情数据、因子研究、策略回测、风险控制和执行边界。

03

LLM Agent Workflows

Building agent flows for market research, structured reporting, tool use, retrieval, and long-running monitoring.

构建用于投研、报告、工具调用、检索增强和持续监控的大模型 Agent 流程。

Systems

Technical focus areas.

01

Risk-aware automation

Agents should assist decisions through clear boundaries, observable outputs, and human-review checkpoints.

02

On-chain intelligence

Wallet behavior, token flows, approvals, bridges, and protocol events can become practical product signals.

03

Model-driven products

Good AI products need typed outputs, eval loops, retrieval quality, and interfaces built for repeated use.

Stack

Tools I care about.

Python TypeScript JavaScript React FastAPI PostgreSQL LLM APIs RAG Agents Backtesting Risk Engines On-chain Data Wallet UX Web3 Security

Contact

Building where AI systems meet crypto-native infrastructure.

View GitHub