What it is
Keep vision local; ask hosted Jev only when you want a round insight.
What it does: Counts audience and hands on-device, then optionally asks Jev about the round or a confirmed photo.
Why it belongs in the showcase: Documented System One client with privacy-first defaults.
Caveats: Early Android build; Jev still mock-tested.
Evidence
Public AGPL-3.0 repo, created 2026-10-27, 0 stars as of 2026-10-27. README documents optional Round insight POST to https://api.typesafe.ai/v1/systemone with model jev-latest, one Choice and one Noul; API key encrypted in Android Keystore. Photo path uses experimental TypeSafe-Danger-Zone-Images. On-device MediaPipe/YOLO pose; camera frames are not saved for counting.
Caveats
- Jev paths tested against a local mock only, not the live service
- Debug APK not yet run on a physical phone at README time
- People counts are estimates; packed or dark rooms undercount
Unofficial case page. Stars / list position observed for heat; do not treat heat as a quality SLA. Review the upstream README before you depend on it.