One API call gives the DeepSeek iterative bugfix harness a real Linux machine to loop in — run, observe, patch, rerun — until the task exits clean or the budget runs out.
The harness is a loop, not a single call: run the reproduction, read the failure, patch, rerun. Long-running, iteration-heavy and shell-heavy — the profile that most needs a hard boundary around it.
Create an API key and run your first session in the next few minutes.