Editor's note: For the first article of the The Next Horizon of System Intelligence series, we invite the ADRS team from Berkeley to share their recent work which has raised very active discussions in the community. AI is no longer just tuning systems as a "black box." It's now rewriting their co| ACM SIGOPS