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An edge-adaptive vision-language framework for real-time open-set violence recognition in surveillance videos

Scientific Reports, Published online: 22 September 2026; doi:10.1038/s41598-026-72763-w An edge-adaptive vision-language framework for real-time open-set violence recognition in surveillance videos

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Shifting the Bottleneck: Re-engineering CI/CD Pipelines for the AI Coding Era

Originally published on tamiz.pro . For over a decade, the definition of developer velocity has been tied to the time it takes to merge a pull request.

  • AI coding agents have reduced code generation from hours to minutes.
  • CI/CD pipeline has become the new bottleneck in development process.
  • Shift focus from typing to execution environment in DevOps architecture.

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