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Sep 28, 2026 · Artificial Intelligence

Building the Agent Self-Evolution Flywheel: Evaluation → Memory → Implementation → Control

This article presents a comprehensive four-stage flywheel methodology for agent self-evolution—evaluation, memory, implementation, and human-in-the-loop control—detailing core challenges, engineering practices, and integration patterns to create a continuous improvement loop for AI agents.