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LIMIAR Trainer

This tool uses paid AI to read your PDFs. Enter the password to continue.

LIMIAR
Study-session data collector
← Project

Set up a session

Load a list of exercises, set your study and rest times, and how many cycles you want. A cycle is one study block followed by one rest block.

1. Load your exercises

Upload a PDF and I'll extract the questions. Extraction is never perfect, so you'll review and edit them below before starting. You can also skip the PDF and type questions in by hand.

2. Review the questions

Fix the split if needed. Each question can have an answer — the trainer reveals it during the session, then you mark whether you got it right. If a question has no answer, you just self-assess.

3. Session settings

Cycle1
Time left (study)25:00
Answered0
Studying
Question 1

Did you get it right?

Resting
05:00

Cycle 1 done. Next study block starts when the timer ends.

Session results

Correct answers over study time

Dots are your discrete data points (green = right, red = wrong). The curve is the least-squares fit of S(t) = a(1 − e^−​kt). This form is a working hypothesis: it follows if the answering rate decays exponentially with fatigue, r(t) = r₀·e^−​kt, integrating to S(t) = (r₀/k)(1 − e^−​kt), so a = r₀/k. It is coherent with the model's fatigue form, not proven — the data is what tests it.

Raw log