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What Happens Behind the Scenes Every Time You Scroll Instagram

  • Companies like Discord, Netflix, and Meta are reassessing their technological strategies.
  • Instagram's recommendation system operates over 1,000 machine learning models for different aspects of the user experience.
  • Meta engineers introduced a central model registry to document each model's role, criticality, and technical metadata.
  • The model registry improved operational triage and enabled policy enforcement and automation.
  • Instagram introduced model stability as a core health metric to address inaccuracy issues.
  • The launch pipeline at Instagram has been automated end-to-end, reducing launch time significantly.
  • Meta created virtual capacity pools for teams at Instagram to manage resource allocation better.
  • The changes at Instagram highlight the complexities of operating with over 1,000 machine learning models.
  • The process ensures that important models don't become unstable, improving user experience.
  • The article gives insights into the technology behind Instagram's user experience and machine learning models.

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