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#artificial intelligence Review Sep 2026

SkillGym: Training Skill-Use Agents with Automatic Verifiable Environment Generation

Skills equip LLM agents with professional knowledge and guidance to complete long-horizon and complex tasks. Although skills have been widely adopted in recent agent paradigms and harnesses, how to synthesize reliable training data and how to train agents for skill use remain underexplored. In this work, we propose Ski...

Renxi Wang, M. Hee, Fajri Koto et al. · 0 citations
#machine learning Preprint Dec 2025

K2-V2: A 360-Open, Reasoning-Enhanced LLM

K2-V2 is introduced, a 360-open LLM built from scratch as a superior base for reasoning adaptation, in addition to functions such as conversation and knowledge retrieval from general LLMs, to empower the community with a capable, reasoning-centric foundation.

K2 Team Zhengzhong Liu, Liping Tang, Ling-Hao Jin et al. · 0 citations

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