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Jiaqi Li
Junior AI Engineer specializing in healthcare analytics and compliance AI
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About
Built and shipped a production LLM-driven multi-agent platform (ciATHENA) at CustomerInsights.AI to automate analytics/ML/compliance workflows in healthcare and life sciences. Implemented LangGraph/LangChain orchestration with strong backend-style rigor (schemas, Pydantic validation, retries, auditability) and optimized latency/cost while keeping the system usable for non-technical users via guided natural-language interactions and structured/visual outputs.
Experience
Education
Key Strengths
- Built and deployed production LLM-driven multi-agent analytics platform (ciATHENA) for healthcare/life sciences
- Strong focus on reliability: strict schemas, Pydantic validation, node-level output checks, fallback/repair logic
- Designed stateful, multi-step agent workflows with LangGraph (state passing, retries, session tracking)
- Performance/cost optimization via prompt optimization, metadata caching, and reducing unnecessary model calls
- End-to-end quality approach: unit + E2E testing, SQL safety checks, business-rule validation, logging for audit/debug
- Improved non-technical UX with guided NL interface, structured action/result displays, and visualizations
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