Building a Culture of Ethical Collaboration: InnerSource in Data Annotation
summary
Describes a concrete InnerSource workflow: connect Label Studio or CVAT to a private GitHub repo so annotation files and guidelines version with every export, and create GitHub Issues for ambiguous labels to route questions to coordinators and log resolutions. Uses Git/GitHub, Jira/GitHub Issues, Confluence/Notion, Slack/Teams and CI (GitHub Actions) for validation. Built live repos for guidelines, linked to annotation tools, and reports fewer errors, faster blocker resolution, reduced bias, and visible contributor credit.
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chapters (10)
- 0:00Introduction
- 1:12Why collaboration matters
- 3:42What is InnerSource
- 5:06Transforming workflows
- 7:11Tools for InnerSource
- 8:38Linking tools to GitHub
- 10:07Benefits of InnerSource
- 11:36Real-world examples
- 12:41Quick GitHub tutorial
- 13:24Getting started with InnerSource
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