~/talk

AI for InnerSource & InnerSource For AI

Talkat InnerSource Summit 2025 · on Thursday, 2025-11-13· [ai-assisted-development, open-source]
name:Jerry Tan
links:none on file
slides:none on file

Claims that AI both speeds InnerSource contribution and that InnerSource is the right home for AI assets with concrete practices and results: Baidu’s AI coding tool and internal prompt hubs accelerate contribution, AI generates unit tests, automatic PR summaries and pre-merge vulnerability scans, and prompt versioning treats prompts as code. Centralized evaluation golden test dataset enforces quality; shared prompt libraries and reusable templates democratize capabilities (prompt-as-code). Reported outcomes include reduced development cycles from months to weeks and roughly 10x teamwork improvement.

AI-written summary · about

  1. 0:00Introduction to talk
  2. 1:16Three inner source challenges
  3. 3:02AI as contributor helper
  4. 5:16Smart code navigation with AI
  5. 7:23AI for quality and reviews
  6. 8:51Inner source for AI assets
  7. 10:44Prompt as code approach
  8. 11:48Unified AI evaluation datasets
  9. 12:33Case study BU company
  10. 14:43Inner source AI flywheel
  11. 16:25Actionable next steps
  12. 18:14Closing and future vision
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