agentic ci/cd
5 Surprising Ways Software Engineering Fails With Manual CI/CD
5 Surprising Ways Software Engineering Fails With Manual CI/CD In 2023, 78% of developers reported that manual CI/CD pipelines caused at least one deployment failure per sprint. Manual pipelines often miss early errors, produce flaky tests, and delay feedback, leading to costly rollbacks and lost developer time. Software