The proxy system built with LangGraph essentially allows AI to run Scrum on its own, with leadership proxies managing memory and governance. Architecturally, it's much more advanced than a single agent stacking prompts.

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 is reduced by 93%, saving over 200 work hours in a single month with 512 sessions; development workflow execution time is reduced by 65%, benefiting from compressed downstream testing.