Modal
GPU and function lifecycle from Modal jobs.
PreviewServiceenv var

Source implementation only. Registry, marketplace, hosted installer, and publisher provenance remain unverified until the release checklist records a clean-machine receipt. Review and pin `python-sdk/`, minimize telemetry, and keep provider secrets outside Chirp payloads.
Setup
- 1Review and pin the source in
python-sdk/. - 2Inject a reviewed, narrowly scoped Chirp credential through the runtime's secret manager.
- 3Send only bounded status/usage metadata; never send the provider credential, prompts, source, or unredacted inputs.
- 4Verify provider acceptance and the phone's delivery acknowledgement separately. Never call an accepted event delivered.
shell
# Inject CHIRP_API_KEY from a Modal Secret, never from the image.
# Wrap the reviewed function with the source SDK.