I agree, we automated in the Mendral agent what is time consuming for human (like debugging a flaky test), but it will need permission to confirm the remediation and open a PR.

But it's night and day to fix your CI when someone (in this case an agent) already dug into the logs, the code of the test and propose options to fix. We have several customers asking us to automate the rest (all the way to merge code), but we haven't done it for the reasons you mention. Although I am sure we'll get there sometimes this year.

Shameless plug here for Lexega—a deterministic policy enforcement layer for SQL in CI/CD :) https://lexega.com

There are bridges here that the industry has yet to figure out. There is absolutely a place for LLMs in these workflows, and what you've done here with the Mendral agent is very disciplined, which is, I'd venture to say, uncommon. Leadership wants results, which presses teams to ship things that maybe shouldn't be shipped quite yet. IMO the industry is moving faster than they can keep up with the implications.