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One workspace for a whole semester of sources

Sofia is a master's student in education: three courses, a dozen PDFs a week, plus lecture recordings and the English papers her advisor sends over unannounced. In her second semester she moved all of it into AI notebooks, and exam week stopped being an excavation.

Graduate student Sofia organizing course notes
42sources collected in her semester notebook
300+flashcards generated from course material
3courses share one review system

By week three, everything had scattered

Her schedule looks light. The reading load isn't: three courses, a dozen PDFs a week, lecture recordings, and whatever English literature her advisor forwards at random. In her first semester it all lived in a downloads folder, a cloud drive, two note apps, and a row of browser bookmarks.

“Writing a reading report, I'd remember an idea but not the file it came from,” she says. “Twenty minutes to find one sentence, and by then my train of thought was gone.”

Hunting down a source used to eat a whole evening. Now the source hangs right next to the answer. One click and I'm back.

SofiaGraduate student, Education

One notebook per course

In her second semester she built one notebook per course: slides, readings, recordings, everything. Before class she runs a summary to get the key points and shows up with questions. After class she adds the recording and asks about whatever didn't land.

Papers from her advisor get read through document translation and filed back into the same notebook, and readings worth keeping get converted into Markdown for her own archive. By the end of term she had over three hundred flashcards, so exam week means going through cards instead of reopening every PDF.

My advisor sent three English papers on a Wednesday. I had them translated and annotated that day. Before, that would have slipped to the next week's group meeting.

SofiaGraduate student, Education

The first calm exam week

The difference shows up in exam week. She used to juggle a dozen folders plus four or five online tools — one site for summaries, another for translation, another for conversion — just to reconstruct what a course was even about. Now she opens the notebook and the summaries, the flashcards, and her own past questions are where she left them.

“I wouldn't say I study harder,” she says. “What I learned just stops leaking.”

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