Neural Foundation Models

No Surgery. No Compromise.

CognaTerra's N-JEPA foundation model brings invasive-grade brain-computer interface to the surface.
The skull stays closed. The mind stays open.

Brain-computer interfaces
shouldn't require brain surgery.

Invasive BCI has proven the possible. But the path to a billion minds doesn't run through an operating room. We're closing the gap — with math, not scalpels.

🔴

The Invasive Paradigm

Current state-of-the-art BCI requires surgical electrode implantation directly into brain tissue. Extraordinary results — at extraordinary cost, risk, and limited to a handful of patients worldwide.

The CognaTerra Approach

A foundation model trained on the world's largest EEG corpus, learning latent neural representations that transform noisy surface signals into high-fidelity cognitive intent. One-shot calibration. Zero incisions.

Foundation Model Advantage

N-JEPA doesn't decode signals — it understands neural dynamics. Joint-embedding predictive architecture learns the structure of brain activity itself, enabling generalization across tasks, sessions, and individuals.

The Data Moat

Our training corpus exceeds the next largest by an order of magnitude. Scale changes everything. What was noise becomes signal. What was individual becomes universal.

N-JEPA

A Joint-Embedding Predictive Architecture purpose-built for neural time-series data. Trained at unprecedented scale. Calibrated in seconds.

10×
Data Advantage
Largest EEG training corpus assembled
1
Shot Calibration
Personalized in a single session
0
Incisions Required
Surface EEG. Consumer hardware.

The neural inference layer.

N-JEPA isn't an application. It's the platform everyone else builds on.

Applications
Speller · Controller · Clinical · Research
N-JEPA API
Neural intent inference · Latent representations · One-shot calibration
Foundation Model
JEPA architecture · Largest EEG corpus · Pre-trained neural dynamics

The mind is the interface.
We're building the bridge.

Something is coming. Get notified when we open demos and developer access.