Modern CI/CD pipelines are exceptionally good at automation. They compile code, run tests, build artifacts, scan dependencies, deploy infrastructure, and promote releases. But there is an important difference between automating a deployment and reasoning about whether a change should be deployed.
Source: [Dev.to](https://dev.to/nikhil_ramank_152ca48266/beyond-cicd-building-agentic-validation-and-inspection-layers-with-langgraph-mcp-and-a2a-30f0)