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Skill Learning

4 articles · Page 1 of 1
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
o-ai.tech
o-ai.tech
Apr 17, 2026 · Artificial Intelligence

How Hermes Agent Self‑Evolves: Memory, Skills, and Offline Training Pipelines

This article dissects Hermes Agent’s self‑evolution mechanism, explaining how stable facts are stored in memory, reusable procedures become skills, and rollout trajectories are turned into training data through background review, context compression, and OPD‑based token‑level distillation.

Agent ArchitectureHermes AgentSelf-Evolution
0 likes · 33 min read
How Hermes Agent Self‑Evolves: Memory, Skills, and Offline Training Pipelines
AI2ML AI to Machine Learning
AI2ML AI to Machine Learning
Feb 24, 2026 · Artificial Intelligence

Optimizing Structured Processes in the Large‑Model Era: From Reasoning to Agentic RL

The article analyzes how large‑model development has moved from reasoning to the agentic stage, compares open‑source and closed‑source capabilities, details Reasoning RL versus Agentic RL designs, and proposes skill‑centric data and verification mechanisms to close the performance gap.

DeepSeekGLM-5Large Language Models
0 likes · 10 min read
Optimizing Structured Processes in the Large‑Model Era: From Reasoning to Agentic RL