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Traditional CI/CD and pull request workflows are becoming critical bottlenecks under AI-generated code volume, necessitating stricter automated review processes and architectural shifts like microservices.

Impact: Companies that upgrade their deployment pipelines and review standards will maintain deployment velocity, while those relying on legacy Git workflows will face escalating bug rates and slower release cycles.

— from Shopify's AI Infrastructure & Auto-Research Strategies · Latent Space: The AI Engineer Podcast· Apr 22, 2026