Transforming Software Development with Multi-Agent Collaboration: CodeStory’s Aide Framework Sets State-of-the-Art on SWE-Bench-Lite with 40.3% Accepted Solutions
Recent developments in software engineering have led to significant advancements in productivity and teamwork. Codestory’s team of researchers has introduced Aide, a multi-agent coding framework that achieved a remarkable 40.3% accepted solutions on the SWE-Bench-Lite benchmark, setting a new standard in the field. This framework promises to revolutionize the way developers work with code by seamlessly integrating into development environments and enhancing productivity.
Practical Solutions and Value
The Aide framework is built on the concept of numerous agents, each responsible for a specific code symbol, such as a class, function, enum, or type. This architecture enables natural language communication among the agents, allowing them to focus on specific tasks. The Language Server Protocol (LSP) facilitates effective communication between the agents, ensuring accurate information transmission.
Practically, this means that up to 30 agents can collaborate during a single run, making decisions and sharing information. The framework’s capabilities were demonstrated through its exceptional performance on the SWE-Bench-Lite benchmark. The use of ClaudeSonnet3.5 and GPT-4o in the creation of an editor environment for the agents, along with the framework’s agentic behaviors, significantly improved its performance.
The benchmarking process highlighted the importance of agent collaboration in handling complex coding tasks. The team is working to overcome obstacles related to communication between human developers and agents, concurrent code modifications, and framework performance optimization.
The ultimate goal of the team is to enhance the capabilities of human developers by providing a swarm of specialized agents, allowing developers to focus on more complex problems while the agents handle detailed duties.
AI Solutions for Your Company
If you want to evolve your company with AI and stay competitive, consider leveraging the transformative capabilities of CodeStory’s Aide Framework. Discover how AI can redefine your way of work by identifying automation opportunities, defining KPIs, selecting an AI solution, and implementing AI gradually.
For AI KPI management advice and continuous insights into leveraging AI, connect with us at hello@itinai.com. Stay tuned for updates on leveraging AI on our Telegram channel or Twitter.
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