Bootstrap: Triaging Open Source with Agents (blog.getbootstrap.com)

Bootstrap has launched an innovative internal tool called twbs/triage, powered by language models (LLMs), to automate the triaging of open issues and pull requests in their repository. With over 230 open items—many of which were languishing for years—this tool is designed to analyze submissions, draft responses, and prepare fixes efficiently while maintaining human oversight for decision-making. The system meticulously organizes each issue or pull request into clearly defined steps, allowing maintainers to review and act faster, significantly alleviating the bottleneck caused by time constraints. This development is significant for the AI/ML community as it showcases how AI-driven automation can enhance software maintenance processes without replacing human contributors. By utilizing LLMs for analysis and categorization, Bootstrap can streamline project management, keep issues organized, and expedite responses, ultimately fostering a more collaborative and efficient development environment. The impact of this tool is already evident, with over 200 items processed quickly, gaps identified in GitHub labeling, and an improved approach to addressing old issues and pull requests, ensuring that both maintainers and contributors can engage more effectively with the project.