Why it matters
Useful AI is often about constraints: local inference, low friction and a workflow that works without a cloud dependency.
Architecture
SYSTEM / VERIFIED ARCHITECTURE LENS
InputPDF / study material
ExtractionText / document processing
InferenceLocal model workflow
LearningNotes → flashcards → quizzes
RuntimeOffline / Termux-first
Public repository This page intentionally avoids invented performance metrics, customer counts or production claims.
Engineering focus
Problem framing → architecture → implementation → validation → documentation → the next useful version. The portfolio is designed to show decisions and evidence, not just screenshots.