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From Data to Deployed Edge AI
From data collection to on-device deployment, AI Tool Stack keeps the workflow in one controllable system.
Built for NE301. Open for all.
System Definition
Not a Training Interface.
A Deployment Pipeline.
AI Tool Stack is not another training interface. It is a system that takes models from raw data to real edge devices.
One workflow. Fully under your control.
Self-Hosted
Run the entire pipeline on your own infrastructure. No cloud dependency, no third-party data transfer.
Open Source
Fully open on GitHub. Modify, extend, and integrate — without vendor lock-in.
NE301-Native
Optimized for NE301 from quantization to deployment. No adaptation layer required.
Developer-First
Docker-based setup, standard formats, and a workflow you can inspect and control end-to-end.
Workflow Stages
From Data Ingestion to Device Deployment
Step 01
Collect
Capture and bring images data into the pipeline.
Step 02
Annotate
Label data and export standard formats.
Step 03
Train
Train and review model behavior.
Step 04
Quantize
Convert models for NE301 Execution
Step 05
Deploy
Run packaged models on-device
Execution Environment
Self-Hosted. Browser-Based.
No local installs beyond Docker. No local setup beyond Docker. The pipeline runs entirely in a self-hosted web interface — covering data, training, and deployment..
Project-based workspace — datasets, annotations, and models isolated per project
Import existing .pt models — run quantization without retraining
Real-time training logs — loss, accuracy, and sample inference per epoch
Fully self-hosted — no cloud, no third-party transfer
Raw Data
AI Tool Stack
NE301 Edge
NE301 Integration
NE301 Closes the Deployment Loop
Quantization and deployment are built around the NE301's STM32N6 Neural-ART NPU. If you're targeting edge AI that runs entirely on-device — NE301 is where the pipeline closes.
Chip
STM32N6 · 0.6 TOPS
AI Performance
25 FPS YOLOv8
Protection
IP67 · –20°C to +50°C
Connectivity
Wi-Fi / LTE / PoE
Wi-Fi
$199.90
$199.90
LTE Cat.1
$251.00
$251.00
PoE
$258.00
$258.00
Start Building
Build Your Edge AI Pipeline.
Start today.
Open source, self-hosted, no lock-in.
The full experience is one NE301 away.
Questions? Join us on Discord →