Paper page - AgentScope 1.0: A Developer-Centric Framework for Building Agentic Applications

Source: https://huggingface.co/papers/2508.16279 Published on Aug 22, 2025

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Submitted byhttps://huggingface.co/taesiri

taesirion Aug 25, 2025

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Abstract

AgentScope enhances agentic applications by providing flexible tool-based interactions, unified interfaces, and advanced infrastructure based on the ReAct paradigm, supporting efficient and safe development and deployment.

Driven by rapid advancements ofLarge Language Models(LLMs), agents are empowered to combine intrinsic knowledge with dynamic tool use, greatly enhancing their capacity to address real-world tasks. In line with such an evolution,AgentScopeintroduces major improvements in a new version (1.0), towards comprehensively supporting flexible and efficient tool-based agent-environment interactions for building agentic applications. Specifically, we abstract foundational components essential for agentic applications and provide unified interfaces and extensible modules, enabling developers to easily leverage the latest progress, such as new models and MCPs. Furthermore, we ground agent behaviors in theReAct paradigmand offer advanced agent-level infrastructure based on a systematicasynchronous design, which enriches both human-agent and agent-agent interaction patterns while improving execution efficiency. Building on this foundation, we integrate severalbuilt-in agentstailored to specific practical scenarios.AgentScopealso includes robust engineering support for developer-friendly experiences. We provide a scalable evaluation module with avisual studio interface, making the development of long-trajectory agentic applications more manageable and easier to trace. In addition,AgentScopeoffers aruntime sandboxto ensure safe agent execution and facilitates rapid deployment in production environments. With these enhancements,AgentScopeprovides a practical foundation for building scalable, adaptive, and effective agentic applications.

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