[BloodAndCode]

Super loved the idea about maintaining consistency! Artifacts will make it possible to not lose the thread and reproduce results when working in a team. Love it. If a cell happens to take a long time to compute (large dataset) — how does the agent behave? Does it wait or keep going?

[manzt]

Claude Code supports running long-lived shell commands in the background dynamically. Since marimo pair’s tool (run Python) is implemented as a bash script, the same applies. Also Ctrl-C ing the script interrupts the kernel so you can cancel various long-run tasks individually that way.