Operations | Monitoring | ITSM | DevOps | Cloud

I’m a big fan of service mocking. I’ve been working in and around software for about 25 years, and one thing never changes: when you sit down to work on your code, you almost never have everything available. The database, the third-party API, the message queue, the service two teams over. Something’s missing. So you’ve got to stub it out or mock it out and keep moving.

In reliability engineering, being ‘mostly right’ is a liability. An AI SRE that sometimes misses the root cause or gives a confident, wrong answer at 2:17 AM has no place in an enterprise cloud environment. In this context, silence is better than noise. That’s the bar Klaudia is built to clear: genuine reliability that you can trust in production. The kind of reliability that earns a place alongside your best engineers. Getting there requires more than just a capable model.

Most engineering organizations already run something they call an operational review. It usually looks like a cousin of the quarterly business review: a deck assembled every few months, walked through team by team, anchored on whatever incidents happened to land in the previous quarter. By the time leadership sees the data, the systems it describes have moved on and the next set of risks is already accumulating in the gap.