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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