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GiGPO

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AliExpress Tech
AliExpress Tech
Aug 25, 2026 · Artificial Intelligence

How Can an Agent Strengthen Itself? A Full Overview of Skill‑to‑Weight Evolution

The article explains how traditional static models are limited and introduces a self‑evolution paradigm that lets AI agents continuously learn from interaction feedback, evolving not only model parameters but also prompts, skills, memory and workflows through a closed execution‑feedback‑adjustment loop, while discussing concrete mechanisms, algorithms, and remaining challenges.

AgentGiGPOMeta‑Evolution
0 likes · 21 min read
How Can an Agent Strengthen Itself? A Full Overview of Skill‑to‑Weight Evolution