TRIBE v2 · Brain-Predictive AI

What your brain actually needs. Before you start.

Upload your study material. TRIBE v2 — trained on 1,115 hours of fMRI data from 720 subjects — predicts exactly which brain circuits it demands. StudyTwin uses this to set your session before your first biosignal fires.

Drop PDF, URL or Text

Max 50MB · IEEE Format Supported

Current: Advanced Signals & Systems — L14.pdf
[ 3D Brain Heatmap Visualisation (Coming Soon) ]
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Executive Network

Prefrontal Cortex · Anterior Cingulate

Manages working memory, logical sequencing, and goal-directed focus. High demand leads to rapid mental fatigue.

What loads this region
Problem sets Proofs Concept mapping
Relief content
Diagram review Video summaries
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Language Network

Broca's · Wernicke's · Superior Temporal

Processes semantic meaning, syntax, and verbal encoding. High demand occurs during dense reading or writing.

What loads this region
Dense reading Essay drafting Vocabulary
Relief content
Math practice Sketching
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Visual Network

Occipital · Ventral Visual Stream

Handles spatial reasoning, pattern recognition, and mental imagery. Loaded by diagrams and 3D visualisations.

What loads this region
Geometry Anatomy diagrams CAD design
Relief content
Audio lectures Flashcards
Session Parameters

Adaptive Configuration

Recommended Duration
19 min

Optimised for high executive demand to prevent saturation.

Overload Threshold
62%

Lowered sensitivity due to material complexity.

Dominant Region
Executive

Primary circuit predicted for this content.

Routing Strategy
Circuit Shift (Visual)

Breaks will suggest visual tasks to rest executive network.

The TRIBE Difference

Pre-emptive Personalisation

Without TRIBE

Standard 25 min fixed session. Threshold 76. No context of what you are studying. System only reacts after you are already tired.

With TRIBE (Executive Load 82)

19 min session. Threshold 62. System knows the material is hard. Routed away from dense text at first sign of 'Elevated' state.

Longitudinal Analysis

Brain Circuit Load — Last 7 Days

Executive
7-Day Avg
64%

Consistently high — consider lighter problem-set days this week.

Language
7-Day Avg
42%

Peak on Wednesday (Reading day). Normal parameters.

Visual
7-Day Avg
28%

Under-utilised. Try incorporating more diagrams for better retention.

Live Session Integration

TRIBE v2 Routing Engine

During your active session, TRIBE v2 routing suggestions will appear here based on your real-time cognitive load and the predicted circuit demand.

Engine Status
All circuits within parameters — continue current material.
Technical Specs

TRIBE v2 Model Card

Training Data1,115 hours fMRI
Subjects720
Cortical Vertices20,484
Model TypeBrain-Predictive Foundation
ReleaseMarch 2026, Meta AI
LicenseCC BY-NC
InferenceKaggle T4 GPU
TRIBE v2 predicts brain activation patterns from multimodal content with high fidelity. StudyTwin applies this to study scheduling — the first educational system to use fMRI-scale brain prediction for adaptive content routing.
No published study scheduling system has done this. Novel contribution. Patent claim drafted.
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Upload material

Drop your PDF, lecture slides, or textbook URL into the TRIBE analyser.

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TRIBE analyses

Our Kaggle-hosted GPU cluster predicts cortical demand in 5-10 seconds.

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Study smart

Put on the band. Your session duration and thresholds are already personalised.