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Solving the Serverless Paradox: How Hybrid Architectures and AI/ML Enhance Performance and Portability

  • Serverless computing offers agility, scalability, and cost efficiency by abstracting infrastructure management but faces challenges like cold start latency and vendor lock-in.
  • Hybrid architectures, combining serverless with traditional services, mitigate cold start latency by using each model for their strengths.
  • AI/ML plays a proactive role in predicting demand, avoiding cold starts, and optimizing serverless resource allocation.
  • Multi-cloud deployments and abstraction layers combat vendor lock-in, providing flexibility and portability in serverless architectures.
  • The serverless landscape is evolving with AI/ML integration, hybrid approaches, and multi-cloud strategies, making it more resilient and performant.
  • The future of serverless includes advancements in predictive scaling, seamless multi-cloud integration, and enhanced observability tools.

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