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Foster a culture of experimentation and rapid innovation by deploying and testing variants easily - while keeping production safely isolated.
While there many ways to ship the first version of any system, are you able to improve it and test new ideas quickly and confidently? This is a true litmus test of a mature data and AI/ML platform.
Winning systems are not perfect initially but they are amenable to continuous improvement.
Metaflow provides tools for safe experimentation: Use @project to bundle flows, namespaces to isolate deployments, and tagging to organize work
Deploy A/B experiments and shadow variants without interfering with production. Integrate variants to CI/CD systems to deploy pull requests automatically for testing.
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