Prepare and reuse
Prepare once, reuse safely
Python SDK · Read the same prepared input in two independent runs.
Build and refresh a custom environment
CLI · Build an image, reuse it, and rebuild after a change.
Run and observe
Stream a build or test run
REST SSE · Watch test output, reconnect, and check the result.
Interact with a process
REST · Send two lines to a child and collect its response.
Generate and download a binary artifact
Python SDK · Download a gzip file and check its contents and digest.
Test and recover
Try two coding fixes
Python SDK · Compare two patches and continue from the passing one.
Verify with networking disabled
REST · Read prepared input in an operation with networking disabled.
Run a bounded evaluation batch
REST with Python · Separate passing tests, failing tests, and cancelled work.
Recover from a known-good image
Python SDK · Correct a failed check and retry from the saved image.