Swift package (Expression2, Essence2Kit, Essence2)2.18.0
iPhone and iPad on a physical device, and Mac on Apple silicon (Xcode 26+)
Renders on the device.
Swift Package Manager: https://github.com/bithuman-product/homebrew-bithuman.git
Embedded devices
Essence 2 and Expression 2 ship as SDKs that render on the device's own processor: Android (arm64, Maven Central), iPhone, iPad and Mac (Swift package), and Linux or macOS (CLI and Python).
Devices check in when a session starts and keep rendering through a network drop of up to 5 minutes. On Android, after the one-time model download, the only network traffic is usage reporting. Fully disconnected operation is available on Linux under an offline license.
Essence 1 runs fully offline on Linux (x86_64 and ARM64) today. Essence 2 and Expression 2 offline come later. Expression 1 runs in the bitHuman cloud only.
Each device authenticates with an API secret when a session starts. Use a separate secret for each device fleet, and rotate it if a device is lost.
| Device | Essence 2 | Expression 2 |
|---|---|---|
| macOS · CLIApple M4 | 4.24× real time2026-09-27 | 8.4× real time2026-09-27 |
| macOS · PythonApple M4 | 6.96× real time2026-09-25 | 8.45× real time2026-09-25 |
| macOS · Swift packageApple M4 | 4.8× real time2026-09-24 | 8.85× real time2026-09-24 |
| Linux · CLIIntel Core i7-13700F (x86_64) | 2× real time2026-09-27 | 2.2× real time2026-09-27 |
| Linux · PythonIntel Core i7-13700F (x86_64) | 1.96× real time2026-09-26 | 2.35× real time2026-09-26 |
| iPhone · Swift packageiPhone 15 | 2.16× real time2026-09-27 | 5.55× real time2026-09-27 |
| AndroidSamsung Galaxy S25+ | 2.08× real time2026-09-25 | 2.4× real time2026-09-23 |
| Web browser (WebGPU)Chrome on Apple M4 | 1.72× real time2026-09-27 | 1.95× real time2026-09-27 |
| iPhone · Swift package · held 10 miniPhone 15 | 1.32× real time2026-09-25 | 5.15× real time2026-09-25 |
| Android · held 10 minSamsung Galaxy S25+ | 1.48× real time2026-09-27 | 2.2× real time2026-09-27 |
| Web browser (WebGPU) · held 10 minChrome on Apple M4 | 2.16× real time2026-09-27 | 2.05× real time2026-09-25 |
iPhone and iPad on a physical device, and Mac on Apple silicon (Xcode 26+)
Renders on the device.
Swift Package Manager: https://github.com/bithuman-product/homebrew-bithuman.git
Android arm64-v8a on a physical device
Renders on the device.
Maven Central: ai.bithuman:expression2-android, ai.bithuman:essence2-android
Python 3.10-3.14 on Linux x86_64, Linux arm64 and macOS on Apple silicon; Windows through WSL2 only
Renders on your machine.
pip install "bithuman[expression-2]"
macOS on Apple silicon, Linux x86_64 and arm64
Renders on your machine.
curl -fsSL https://install.bithuman.ai | sh
Python 3.10-3.14
Renders in the bitHuman cloud, or on your own server.
pip install livekit-plugins-bithuman
Any language; any browser
Renders in the bitHuman cloud, or in the tab with WebGPU.
https://api.bithuman.ai with the api-secret header; the embed at https://www.bithuman.ai/embed/<CODE>