The problem
You're spending 25% of your debugging time waiting.
Logs are noisy. Finding the signal takes time — you grep, you filter, you scroll, you stare. Every cycle of copy-paste-ask-wait costs 45 seconds. Over a 4-hour debugging session, that's nearly an hour burned on the loop alone.
And that's assuming you can even use cloud AI. When your logs have production data, pasting into a cloud AI tool is a policy violation waiting to happen. You need answers. You don't need a security incident.