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Skill-MAS introduces a method for evolving meta-skills in multi-agent systems to improve orchestration without modifying model weights, achieving transferable performance gains across tasks and LLMs.
Recommending an open-source meta-skill tool yao-meta-skill, more powerful than the official Skill-creator, built from Anthropic's leaked Claude code source code and other integrations.
OpenSquilla is an open-source, locally runnable AI agent that uses MetaSkill technology to automatically organize multiple skills into workflows and achieve cross-vendor intelligent model routing, significantly reducing usage costs.
This paper proposes a reinforcement learning approach to enable large language models to translate unseen languages by leveraging in-context linguistic knowledge, outperforming in-context learning and supervised fine-tuning.
OpenSquilla is an open-source, locally-hosted AI Agent with intelligent model routing that allocates tasks among different models to save token costs, and introduces the MetaSkill mechanism to let the Agent automatically organize skills.