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The Polylog AI Intelligence Brief

Morning Edition · Tuesday, July 28, 2026Published at 1:31 AM EDT · New York

FlowEvo Lets Agents Rewrite Their Own Workflows and Skills Instead of Rebuilding Them Each Run

The method co-evolves reusable workflows and executable skills so that useful procedures an agent discovers persist rather than being regenerated on every task.

FlowEvo Lets Agents Rewrite Their Own Workflows and Skills Instead of Rebuilding Them Each Run

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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Part of a tracked trend

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.