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Kun-Yu Lee
CV (PDF)

Benchmarking and Advancing Agentic Orchestration

Capstone practicum with Research Net.AI: systematically benchmarking deployed LLM agents that turn research into production-grade software.

Northwestern University × Research Net.AI (industry capstone) · In progress

Research question

How can the performance of deployed multi-agent systems for automated software engineering be measured systematically, and where do their natural language understanding (NLU) pipelines break down?

Methods

  • Standardized benchmark suites to quantify agent performance
  • Stress-testing of existing agentic architectures
  • Analysis of NLU bottlenecks in artifact generation
  • Multi-agent orchestration in a production environment