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Before a single packet is served to the open web, code quality must be validated. Using advanced SAST (Static Application Security Testing) and SCA (Software Composition Analysis) tools allows systems to find vulnerabilities early. Modern platforms like Sonar use AI-assisted developer workflows to automatically patch bugs and commit fixes only when the build clears all testing rules. 2. Configure Resilient Monitoring and Observability

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