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CI/CD Pipeline

A CI/CD (Continuous Integration / Continuous Deployment) pipeline automates the process of building, testing, and deploying software changes. CI automatically runs tests, linting, and type checking on every commit. CD automatically deploys validated changes to staging or production environments. In AI applications, CI/CD pipelines additionally handle model validation, prompt regression testing, embedding model updates, and vector database re-indexing. Popular tools include GitHub Actions, GitLab CI, and Jenkins. Well-designed CI/CD is critical for maintaining the reliability of production AI systems through frequent, safe updates.

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