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May 10, 2026 · Artificial Intelligence

Designing Progressive Large‑Model Agents: Architecture, Frameworks, and Real‑World Practices

This article examines the evolution of large‑model agents, outlines four development stages, compares workflow, collaborative, and evolutionary frameworks, details core components such as perception, memory, planning, tools, and reflection, and explains how a progressive, loop‑based architecture can be applied across verticals like research, code generation, and complex workflow automation.