Syllabus
Published scope
Keep official examination language distinguishable from derived study decomposition.
ASPIRVIA
UPSC CSE preparation
Use the official examination material as the source boundary, then turn it into manageable study nodes, practice sets and revision decisions.
Practice
Targeted questions
Use deterministic mastery and error signals to select the next useful question set.
Revision
Memory-aware review
Schedule reviews from observed recall outcomes rather than arbitrary reminders.