Digital Twin · Engine

Hyper-personalization

See exactly how Be-Ru adapts your learning, the signals it uses, the decisions it makes and why, all explainable and yours.

91%
Model confidence

Your Digital Twin personalizes everything

Be-Ru turns every signal into a living model of how you learn, then adapts content, pace, timing and motivation in real time. The more you use it, the sharper it gets.

1.3K data points +34% better outcomesTwin coverage 78%
Twin completeness, fill more of your profile to unlock sharper personalization78%

Signals feeding your twin

Learning DNA & Work-Style
186
data points · updated 3 days ago
Sessions, quizzes, replays
612
data points · live
GitHub, LinkedIn, Drive
248
data points · synced 2h ago
Cohort & peer signals
134
data points · updated today
Grades, certificates, projects
104
data points · updated 1 day ago

What we adapt for you, right now

92% conf.
Preferred format
Visual + hands-on

Retention is 28% higher on video and interactive vs long text.

86% conf.
Optimal study window
08:00 - 10:00

Your quiz accuracy peaks in the morning across the last 6 weeks.

88% conf.
Difficulty calibration
Challenge +1 level

You complete current sets with 91% accuracy, ready to step up.

81% conf.
Motivation lever
Progress & streaks

You re-engage most after streak nudges, not leaderboards.

90% conf.
Spaced review timing
DCF in 6h, Stats tomorrow

Forgetting curve predicts recall dropping below 70% then.

84% conf.
Next best action
Finish 'Pandas joins' lesson

Unblocks your data analyst path and a due project.

79% conf.
Pace
~40 min / day

Best balance of completion and retention for your schedule.

83% conf.
Explanation style
Concrete examples first

You rate example-led explanations higher and finish them.

Recent adaptations

  1. Today
    Raised difficulty on Machine Learning after a 91% streak.
  2. Yesterday
    Switched recommendations to morning slots.
  3. 3 days ago
    Detected visual preference from replay behavior.
  4. Last week
    Imported GitHub activity, added 12 verified skills.

Yours, portable, private

Your Digital Twin belongs to you. It is consent-first, explainable (every adaptation shows its reason), and portable across AI models, so you are never locked in.

  • Explainable, every decision has a rationale
  • Portable across Claude, Mistral and your own keys
  • Private by default, you control what is shared