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

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ME News Report, April 18 (UTC+8), recently, Renuka Kumar and Prashanth Ramagopal from the Cisco team 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 simulating engineering team collaboration, not just code generation. The system includes work agents responsible for executing 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 analysis 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 phases. (Source: InFoQ)
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BreadthHunter
· 6h ago
The idea of simulating software team collaboration is interesting, but the communication cost between humans and agents hasn't been factored in, right?
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Stop-LossForBluePeony
· 7h ago
The term "proxy engineering" is quite new; how does it differ from MLOps?
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RugcheckRoommate
· 7h ago
Are you brave enough to release data with just 20 debugging workflows? Isn't the sample size a bit small?
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GateUser-318a7dc8
· 7h ago
Root cause identification 93%... Reminded me of the last P1 incident that took three hours to investigate, I was craving it to the point of tears.
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FloatingTeacup
· 7h ago
How to prevent contamination of the leadership proxy's long-term memory? Previously encountered pitfalls
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ALampInMistyValley
· 7h ago
A 93% drop is a bit outrageous; can it be reproduced in real-world scenarios?
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