Synlecto is designed to help students study from lectures without overstating certainty. We do not treat every source in the same way, and we do not present every guide as equally complete. Our process is built to keep guides useful, academically careful, and honest about their limits.
Synlecto begins with the lecture transcript or source text. When a real transcript is available, students can read it in full. When the source is a document or uploaded notes, we label it as source text. Generated guide notes are not presented as transcript.
A good guide should not flatten a lecture into a generic summary. Synlecto looks for key concepts, important academic terms, comparisons, processes, case examples, common confusions, and decision points so the guide reflects how the lecture actually teaches the topic.
Long lectures can lose important later sections in weaker systems. Synlecto checks lecture coverage across the session so a guide is not treated as complete if major later material is missing or underrepresented.
Where source support is strong, Synlecto can link guide content back to the lecture source. Where source support is weaker, it does not overclaim. This is why some guides are labelled differently depending on source strength and coverage.
Not every guide should be presented in the same way.
Strong lecture coverage and strong source support.
Useful, but with important gaps or underrepresented sections.
Helpful for revision, but based on weaker or less complete source material.
The source is available to read, but the guide is not labelled strongly enough to overclaim confidence.
We test guide quality against real lecture examples, check whether important terminology and later sections are preserved, and tighten the system when a guide is too vague, incomplete, or overconfident.
Synlecto is built to support study, not replace academic judgement. The aim is simple: useful guides, honest limits, and stronger confidence in what students are reading.
