CodeFuse

SKU: codefuse

CodeFuse is an open-source multi-agent framework developed by Ant Group's CodeFuse team, aiming to enhance the capabilities of large language models (LLMs) in diverse, complex scenarios. By incorporating knowledge graph engines for agent orchestration and collaboration, CodeFuse simplifies standard operating procedures (SOPs) and accelerates the development of AI agents. It offers a canvas-based drag-and-drop interface and supports simple text inputs, allowing users to execute various complex tasks under human guidance. CodeFuse is compatible with existing frameworks and has been validated in multiple complex DevOps scenarios within Ant Group.

Developing AI agents with enhanced reasoning and collaboration capabilities.
Automating complex workflows in software development and DevOps.
Integrating knowledge graph engines for improved agent orchestration.
Simplifying the creation and management of multi-agent systems.
CodeFuse demonstrates high-level automation through its multi-agent framework capable of handling design requirements, code generation, testing workflows (TestGPT), and DevOps integration. It supports automated code analysis at scale via CodeFuse-Query (10B+ lines daily) and offers sandboxed code execution environments. However, human oversight remains required for configuring agent workflows (via drag-and-drop canvas), validating complex outputs, and setting reward functions - preventing full Level 5 autonomy. The system operates at SAE Level 3 equivalent in coding automation through its combination of RAG-enhanced code generation (CodeLLaMA-34B), knowledge graph-driven document analysis, and multi-agent collaboration.
Open Source
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