Inspiration
Study tools forget how you worked; phones steal focus without a model. Cogram Open is local-first software Open Innovation — Frozen Memory keeps procedural session notes in the browser; an MFA-lite pacing gauge shows when peripheral salience would capture attention vs task pull.
What it does
- Save Frozen Memory notes (localStorage only)
- Live pacing gauge from task strength S, phone distance, and salience
- No cloud required for the demo; privacy-friendly for students
How we built it
Vanilla HTML/CSS/JS + localStorage. Pacing uses F_att ~ S/r² intuition from my MFA attention research — software-only, not robotics.
Challenges
Balancing a useful study mirror without pretending to be clinical advice or a robot platform.
Built With
- adaptive-learning
- ai-agent
- education
- emotion-aware-ux
- gemini-api
- learning-analytics
- persistent-memory
- python
- streamlit
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