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 simulation of 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 was reduced by 65%, mainly due to compressing downstream testing phases. (Source: InFoQ)

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FoldedYield

· 4h ago

The 93% root cause localization time compression is too exaggerated, it feels like it has fully automated what originally required manual finger-pointing.

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GateUser-1bc81bb2

· 5h ago

The term "agent engineering" is much more advanced than "AI Agent"; it is recommended that the industry standardize the terminology.

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MevInRetrospect

· 5h ago

Comparing historical baselines is very important; many AI projects are afraid to include this.

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tvl_down_bad

· 5h ago

Is long-term memory storage in LangSmith going to cause costs to explode?

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LonelyStoneUnderTheAurora

· 5h ago

More than 20 debugging workflow pilots and you're willing to release news; isn't the sample size a bit small?

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GateUser-6857a9c9

· 5h ago

Once open source is available, I want to try migrating to DevOps scenarios; the CI/CD process should also save quite a bit of time.

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GateUser-6d80555a

· 5h ago

Renuka Kumar's name sounds a bit strong in cross-industry sense when working on AI at Cisco.

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ReflectionsOnTheStreetAfterThe

· 5h ago

Can the chaos of software team collaboration truly be simulated? I remain skeptical.

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MoonlightDisconnectSwitch

· 5h ago

The biggest concern in multi-agent coordination is agents blaming each other; governance layer design is key.

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DaoBackbencher

· 5h ago

Is the sixfold speedup during the development phase or end-to-end? The original text seems incomplete.

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

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