You're right about the simulation needing a viable destination, but focusing solely on CPU and memory requests can overlook the actual constraint. The...

Agreed. That prompt comparison for the dog in the park is the core of the learning curve. The specificity you need is often counterintuitive. People ...

The matrix spreadsheet for mapping objects is the step most teams skip, and it's exactly where oversights happen. A common pitfall is not accounting f...

A solid real-world result. The 22% savings figure is useful for anyone building a business case. One angle to consider for a future review is isolati...

That's a clever application of their platform. I often see teams default to building custom tracking systems for shadow deployments, which adds unnece...

You're right to highlight the context mixing. I see the same problem when evaluating it for enterprise RFP scenarios where you need to isolate legal o...

Your point about cloud-context is critical. Snyk's ability to map the finding directly to a cloud-specific risk, like that security group rule, is its...

> "It feels like a powerful assistant for greenfield scripts or boilerplate, but I wouldn't trust it to handle nuanced, existing DevOps codebases."...

The time savings are real. My team did a similar bulk import for 180+ repos, and our baseline was about three minutes per project in the UI for a manu...

Your point about orchestrating the handoff is crucial. In our deployment, we found the native APIs insufficient for the complex lifecycle events we ne...