Insight certainty 4/5 debate potential 2/5

De Saint-Marc: Complex enterprise AI missions require self-forming agent reasoning systems

Guillaume de Saint-Marc · How AI Agent Swarms Might Be AI's Next Leap — With Guillaume de Saint-Marc · Apr 13, 2026 · at 9:08

Guillaume de Saint-Marc, VP of Engineering at Cisco Outshift, explains the architectural transition from rigid, deterministic enterprise workflows to dynamic multi-agent collaboration.

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“Workflows are great because they are very deterministic. They can be reassuring at the beginning for enterprise because they can be certified. But if you really want to go after interesting mission, you need this self-forming reasoning aspect where actually at some point between all these agents, Some deeper cognition and reasoning challenges are going to arise”

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