In August 2025, Ming developed a feature for the replicate/cog repository that streamlines pipeline initialization by automatically sourcing the llms.txt configuration file from Replicate documentation, with a fallback to a local template if the remote fetch fails. Ming implemented the downloadAgentsFile utility in Go and Python, integrating robust HTTP content retrieval and error handling into the cog init workflow. This approach ensures users always have up-to-date configuration files, reducing setup time and improving reliability for new pipelines. The work demonstrated depth in API integration, CLI development, and file handling, focusing on stability enhancements rather than bug fixes during this period.