Even a well-planned DevOps initiative can drift from its original purpose and start creating the very silos, inefficiencies and bottlenecks it was meant to remove.

Sonar Vortex guides and verifies AI agent output in real time. SonarQube Remediation Agent is now GA. 92% fewer issues. Up to 36% lower token costs.

Pump has already built its name around cloud savings. The company says it now works with about 1,500 customers and saves them roughly 20 percent on average.

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The company’s latest agentic AI tools promise faster enterprise automation, but the more revealing story is the infrastructure AWS is building to monitor and contain them.