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Deterministic and probabilistic agents: the architecture choice behind every AI agent that survives production

Most AI agents are probabilistic all the way down. The ones that reach enterprise production are not. Here is the architectural difference behind the 95% of pilots that fail and the 5% that don't.

Berwin Singh

Architecture

Field notes

What happens when an agent's workflow gets interrupted?

Real workflows run for hours, days or weeks. They hit failures, retries and restarts. Durable orchestration is what keeps them from losing their place.

Scalong Engineering

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