Model to deployment in 15 Minutes
ModelForge bridges training and deployment. Quantize, compile, and merge neural networks with your firmware.
Hello world in three lines
We handle the mapping between our AI cores and the host controller invisibly. Stop fighting disconnected toolchains and simply drop your model straight into your existing application.
No Proprietary IDEs
Everything happens within the standard Eclipse IDE you already know with easy-to-use APIs.
A Single Line of Inference
Your heavy, quantized neural network is distilled into a highly optimized object file. You call it just like any other standard C function.
The End of Glue Code
ModelForge's dual-compiler architecture natively links your embedded DSP/sensor code with the AI execution in one seamless build.
Real-time AI at edge
The ModelForge Pipeline
From microwatt edge sensors running on coin cells to air-cooled high-performance compute arrays, the GPX architecture scales seamlessly across the physical world.
AI MODEL ZOO
Start from a model that works.
Don’t start from a blank file. Begin with a pre-trained model from the Ambient Model Zoo and adapt it to your data.
Now flash it to your board — from your phone.
Download ApplicationForge, pair with your kit over Bluetooth, and flash live demos in seconds — no laptop, no code.
Pair over BLE
Connect the app to your eval board in a tap.
Flash a model instantly
Push any Model Zoo model — VAD, gesture, fall detection, etc. straight to the board.
See results live
Watch inference results stream to your phone in real time.
on Android
on iOS
From bench validationto volume production.
A seamless toolchain is useless if hardware can't integrate. Move from software validation to deployment instantly with our modular edge ecosystem.
GPX Evaluation Kits(EVK)
Stop fighting with breakout boards. Our fully integrated Evaluation Kits come equipped with standard interfaces, allowing you to plug in your cameras, microphones, and industrial sensors out-of-the-box for immediate physical validation.
Production-Ready SOMs
Skip the nightmare of custom RF and power routing. Drop our high-density System-on-Modules (SOMs) directly into your custom carrier boards. They're engineered for extreme space-constrained environments, radically accelerating your time-to-market.
Your deployment co-pilots.
A seamless toolchain is useless if hardware can't integrate. Move from software validation to deployment instantly with our modular edge ecosystem.
Exhaustive Documentation
No disorganized wikis. Access the fully searchable ModelForge deployment guide, comprehensive DSP/Pre-processing C-libraries, and lower-level hardware API references.
Browse Developer Docs
10 Minutes to Mastery
Get up and running visually. Access our self-serve library of YouTube masterclasses walking you step-by-step through everything from model porting to integrated compilation.
View Training Playlist
Your Technical Copilots
Skip the generic help desk. Get direct, architectural-level support from our Field Application Engineers. We will handhold your team to help optimize your specific neural network and heterogeneous build.
Schedule Technical ConsultationModel to deployment in 15 Minutes
ModelForge bridges training and deployment. Quantize, compile, and merge neural networks with your firmware.
Hello world in three lines
We handle the mapping between our AI cores and the host controller invisibly. Stop fighting disconnected toolchains and simply drop your model straight into your existing application.
No Proprietary IDEs
Everything happens within the standard Eclipse IDE you already know with easy-to-use APIs.
A Single Line of Inference
Your heavy, quantized neural network is distilled into a highly optimized object file. You call it just like any other standard C function.
The End of Glue Code
ModelForge's dual-compiler architecture natively links your embedded DSP/sensor code with the AI execution in one seamless build.
Real-time AI at edge
The ModelForge Pipeline
From microwatt edge sensors running on coin cells to air-cooled high-performance compute arrays, the GPX architecture scales seamlessly across the physical world.
Train
Data Ingestion & Quantization
Native TFLite & BYOM
Bring your existing model. ModelForge handles conversion, quantization, and A-Cube mapping.
Direct Sensor Capture
Capture real sensor data directly from the DVK and move faster from raw signals to trained models.
Optimize
Integrate
Deploy
Start from a modelthat works.
Don’t start from a blank file. Begin with a pre-trained model from the Ambient Model Zoo and adapt it to your data.
A growing library of open-source and Ambient-built models, all tuned for GPX.
One-click deploy to your dev or eval kit.
Retrain or transfer-learn on your own data when you’re ready.
Now flash it to your board — from your phone.
Download ApplicationForge, pair with your kit over Bluetooth, and flash live demos in seconds — no laptop, no code.
Pair over BLE
Connect the app to your eval board in a tap.
Flash a model instantly
Push any Model Zoo model — VAD, gesture, fall detection, etc. straight to the board.
See results live
Watch inference results stream to your phone in real time.
on Android
on iOS
From bench validationto volume production.
A seamless toolchain is useless if hardware can't integrate. Move from software validation to deployment instantly with our modular edge ecosystem.
GPX Evaluation Kits(EVK)
Stop fighting with breakout boards. Our fully integrated Evaluation Kits come equipped with standard interfaces, allowing you to plug in your cameras, microphones, and industrial sensors out-of-the-box for immediate physical validation.
Production-Ready SOMs
Skip the nightmare of custom RF and power routing. Drop our high-density System-on-Modules (SOMs) directly into your custom carrier boards. They're engineered for extreme space-constrained environments, radically accelerating your time-to-market.
Your deployment co-pilots.
A seamless toolchain is useless if hardware can't integrate. Move from software validation to deployment instantly with our modular edge ecosystem.
Exhaustive Documentation
No disorganized wikis. Access the fully searchable ModelForge deployment guide, comprehensive DSP/Pre-processing C-libraries, and lower-level hardware API references.
Browse Developer Docs10 Minutes to Mastery
Get up and running visually. Access our self-serve library of YouTube masterclasses walking you step-by-step through everything from model porting to integrated compilation.
View Training PlaylistYour Technical Copilots
Skip the generic help desk. Get direct, architectural-level support from our Field Application Engineers. We will handhold your team to help optimize your specific neural network and heterogeneous build.
Schedule Technical Consultation
Start building with Ambient.
Everything from model to silicon, in one place — free to start.