When Agents Implement Systems: A Case Study in Defects, Detection, and Evaluation Rigor

Explain Like I'm Normal

Researchers analyzed how LLM agents handle complex systems engineering beyond just writing snippets of code. The study found that while agents can build entire multi-component systems, they frequently introduce critical defects in schema design and async orchestration that traditional tests often miss. This highlights a major gap between 'coding' and actual 'engineering' in current agentic workflows.