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.
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Executive Network
Manages working memory, logical sequencing, and goal-directed focus. High demand leads to rapid mental fatigue.
Language Network
Processes semantic meaning, syntax, and verbal encoding. High demand occurs during dense reading or writing.
Visual Network
Handles spatial reasoning, pattern recognition, and mental imagery. Loaded by diagrams and 3D visualisations.
Adaptive Configuration
Optimised for high executive demand to prevent saturation.
Lowered sensitivity due to material complexity.
Primary circuit predicted for this content.
Breaks will suggest visual tasks to rest executive network.
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.
Brain Circuit Load — Last 7 Days
Consistently high — consider lighter problem-set days this week.
Peak on Wednesday (Reading day). Normal parameters.
Under-utilised. Try incorporating more diagrams for better retention.
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.
TRIBE v2 Model Card
Upload material
Drop your PDF, lecture slides, or textbook URL into the TRIBE analyser.
TRIBE analyses
Our Kaggle-hosted GPU cluster predicts cortical demand in 5-10 seconds.
Study smart
Put on the band. Your session duration and thresholds are already personalised.