Projects

Selected systems and applied research projects across agentic AI, LLM applications, AI infrastructure, and reinforcement learning.

Agentic BI for Text-to-SQL
ZhongAn Insurance 2024

Agentic BI for Text-to-SQL

LLM agent workflows for structured analytics

Built an agent-powered business intelligence workflow that turns conversational requirements into structured analytical intents and SQL-oriented downstream tasks.

Agentic AI Text-to-SQL RAG LangChain FastAPI
  • Designed conversational intake flows that produced structured JSON for analytics automation.
  • Integrated retrieval and vector search components for more reliable schema and context grounding.
MeetAsk LLM Applications
MeetSocial 2024

MeetAsk LLM Applications

Enterprise Q&A and multi-agent workflows

Contributed to early LLM application systems for enterprise knowledge access, review insight extraction, and multi-agent topic understanding.

LLM Apps RAG Milvus Elasticsearch Multi-Agent
  • Implemented hybrid retrieval modules over vector and keyword search backends.
  • Improved prompt and agent workflows for keyword extraction and structured responses.
FinanceSmart
Tongji University 2024

FinanceSmart

Financial LLM system for data-driven decisions

Explored a comprehensive financial LLM workflow for research, analysis, and decision-support scenarios in financial data environments.

Financial AI LLM Data Mining Analytics
  • Organized financial information pipelines around retrieval, summarization, and decision support.
  • Connected data-centric modeling experience with practical LLM application design.
Cooperative MARL Research Systems
Research 2023 - 2026

Cooperative MARL Research Systems

Multi-agent reinforcement learning benchmarks and tooling

Worked on cooperative multi-agent reinforcement learning systems spanning value factorization, potentially optimal joint actions, and benchmark evaluation.

Multi-Agent RL Optimization SMAC Theory
  • Evaluated coordination methods across game, traffic, and multi-agent benchmark settings.
  • Connected algorithmic guarantees with empirical systems for cooperative decision making.