Every CI "platform" is trying to seduce you into breaking things out into steps so that you can see their little visualizations of what's running in parallel or write special logic in groovy or JS to talk to an API and generate notifications or badges or whatever on the build page. All of that is cute, but it's ultimately the tail wagging the dog— the underlying build tool should be what is managing and ordering the build, not the GUI.
What I'd really like for next gen CI is a system that can get deep hooks into local-first tools. Don't make me define a bunch of "steps" for you to run, instead talk to my build tool and just display for me what the build tool is doing. Show me the order of things it built, show me the individual logs of everything it did.
Same thing with test runners. How are we still stuck in a world where the test runner has its own totally opaque parallelism regime and our only insight is whatever it chooses to dump into XML at the end, which will be probably be nothing if the test executable crashes? Why can't the test runner tell the CI system what all the processes are that it forked off and where each one's respective log file and exit status is expected to be?