Cisco team builds multi-agent coordination framework based on LangSmith and LangGraph

ME News Report, April 18 (UTC+8), recently, Cisco team members Renuka Kumar and Prashanth Ramagopal built a multi-agent coordination framework based on LangSmith and LangGraph, designed to simulate real-world software team collaboration. The framework falls under the category of “agent engineering,” aiming to accelerate the entire software process from requirements to deployment through simulation of engineering team collaboration, not just code generation. The system includes work agents that perform development, testing, debugging, and other tasks, as well as leadership agents responsible for coordination, governance, and providing shared resources and long-term memory. Preliminary practice shows that in over 20 debugging workflow pilots, root cause localization time was reduced by 93% compared to the historical baseline, saving over 200 engineering hours in a single month with 512 sessions; execution time for development workflows decreased by 65%, mainly due to compression of downstream testing stages. (Source: InFoQ)