Open Source Activities to Enhance Corporate Value -- From Technology Management To Infrastructure...
summary
NEC applies 20M GitHub repos/year scale analysis to pick OSS for productization, using keyword-network clustering and a BERT-based classifier that reaches 0.998 validation accuracy on ~400 labeled projects; teams are top contributors (OpenStack and Kubernetes among top-10 contributors) and drive concrete upstream changes: consistent RBAC with project/service roles, a planned A→C upgrade path by 2024, expanded CI/e2e testing and API-coverage measurement, a split frontend/backend Kubernetes Dashboard with GraphQL/OpenID plans, and training that produced 160 Japanese contributors.
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chapters (14)
- 0:00Start
- 1:55INTRODUCTION
- 2:57Clustering for OSS Classification - METHOD
- 7:44Motivations of contributions as company
- 17:38Recent topics: Release Cadence Adjustment
- 19:41Overview of Continuous Testing in Open Source Projects
- 21:31Development Scalability with Continuous Testing
- 22:46E2E Test Patterns
- 24:57Community Asset for Open Source Continuous Testing
- 26:31Implement Good Tests for Many People
- 28:15What is Kubernetes Dashboard?
- 29:45Refactoring auth layer
- 30:01Roadmap
- 35:28Pros and Cons of Online Training
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