Syllabus
Published scope
Keep official examination language distinguishable from derived study decomposition.
ASPIRVIA
TNPSC preparation
Track the published scope, build a transparent study graph and use deterministic practice and revision signals.
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.