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All experiments
AutomationGitLabCI/CD

GitLab AI Automation

Pipeline helpers that summarize MRs, draft release notes, and triage CI failures using repository context.

GitHubDemo

Problem

MR review and CI triage consume hours that could be automated with repository-aware AI assistants.

Architecture

  1. 1GitLab webhook receiver
  2. 2Context builder from MR diffs + jobs
  3. 3LLM summarization and triage prompts
  4. 4Comments posted back via GitLab API

Screenshots

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Lessons Learned

  • Diff size limits and file filters keep prompts within budget.
  • CI failure classification works best with log snippets + job metadata.

Technologies

GoGitLab APIPythonRedis