SEER LABS

Bare-metal Edge AI for Plasma Disruption Prediction in Tokamaks
> 300 ms Warning Time
99% Accuracy (MAST M9)
< 400 KB MCU Footprint
Zero OS Optimized ONNX

Proprietary Architecture

At Seer Labs, we transform complex plasma dynamics into lightning-fast Edge AI. Our proprietary computational pipeline compresses standard ONNX models into highly efficient bare-metal inference engines tailored for the strict hardware constraints of a tokamak environment.

By eliminating the need for cloud compute or heavy operating systems, our architecture runs on industrial microcontrollers with near-zero latency. This delivers robust predictions with >300 ms warning times, successfully validated on real-world MAST M9 datasets.

Custom Hardware Solutions

Every fusion reactor is unique. While our HIL DevKit serves as a free evaluation tool, our core focus is designing and supplying custom embedded hardware solutions tailored to your facility's specific diagnostic sensors, data acquisition systems (DAQ), and form-factor requirements.

Whether you operate a national research tokamak or are a private company building next-generation magnetic confinement systems, Seer Labs delivers bespoke, plug-and-play Edge AI hardware ready for immediate integration.

Beyond Prediction: Full Plasma Control

Disruption prediction is just our first milestone. Seer Labs is focused exclusively on the core challenge of magnetic confinement: real-time plasma stability.

Our ultimate vision is to transition from passive prediction to active, closed-loop full plasma control. We are building the foundational hardware-software architecture that will enable commercial fusion reactors to sustain stable plasma indefinitely.

Step 1: HIL Evaluation DevKit

Evaluate our baseline architecture with a Hardware-in-the-Loop test format. Connect our hardware-locked microcontroller to your testbench, run the publicly available MAST M9 validation datasets, and verify our >300 ms warning time capabilities completely offline.

Free DevKit trained for MAST M9. You cover logistics.

Request DevKit