Cisco builds a multi-agent coordination framework based on LangSmith/LangGraph, belonging to agent engineering, aiming to accelerate the entire process from requirements to deployment by simulating software team collaboration. The system includes development/testing/debugging work agents and leadership agents responsible for coordination, governance, and long-term memory. Preliminary pilots show that in over 20 debugging workflows, root cause identification time decreased by 93%, saving over 200 work hours in a single month with 512 sessions; development workflow execution time decreased by 65%, benefiting from compressed downstream testing.

MeNews

2026-05-25 05:21:33

Abstract generation in progress

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 that coordinate, govern, and provide 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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ExitLiqNow

· 32m ago

93% is a bit outrageous, want to sit in and reproduce it

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BreadthHunter

· 3h ago

Development reduced by 65% but didn't specify quality standards, probably rushed to meet the deadline.

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ArbitrageIsn'tAsGoodAsGetting

· 3h ago

20 samples of debugging workflows are still a bit small; waiting for scaled-up data.

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InstantNoodlesWithContracts

· 3h ago

The idea of simulating team collaboration is quite interesting. How do we define the boundaries between humans and machines?

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TheNemesisOfFomo

· 3h ago

Cisco is stepping into this, and traditional IT vendors are also starting to compete in the Agent space.

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GasUnderTheMoonlight

· 3h ago

Testing compression yields the greatest benefit, indicating that previous testing phases truly held back progress.

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FloatingTeacupClub

· 3h ago

Root cause analysis reduced by 93%, so the operations team can sleep well now.

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StopRaisingGasFees.

· 4h ago

LangGraph acts as a coordination layer, making the logic much more elegant than hardcoding with a single Agent.

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GateUser-8e84d799

· 4h ago

From requirements to deployment, is this process meant to replace product managers as well?

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MintCondition

· 4h ago

Multi-agent systems doing software engineering, finally not just toy demos anymore

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