Morning Edition · Tuesday, July 28, 2026Published at 1:31 AM EDT · New York
The method co-evolves reusable workflows and executable skills so that useful procedures an agent discovers persist rather than being regenerated on every task.

A paper titled FlowEvo addresses a recurring inefficiency in agent design. Large language model agents solve complex tasks by constructing inference-time workflows that combine reasoning, tool use, and code execution, but those workflows ar…
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Agentic AI Moves Into Enterprise and Government Workflows
Over the next 3-9 months, AI agents move from demos into real enterprise and public-sector workflows, with deployment success tied to domain and task understanding more than raw model capability.
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