Study smarter. Understand deeper. Achieve more.
Learn from your own materials with AI assistance and verifiable source citations.
Deadlock requires four necessary conditions simultaneously: mutual exclusion, hold and wait, no preemption, and circular wait.
"...Deadlock can arise only if mutual exclusion, hold and wait, no preemption and circular wait all hold at the same time..."
Designed for Source-Grounded Learning
Every feature is engineered to eliminate fragmentation and ground your learning in verified course material.
Multimodal Ingestion
Faster-Whisper transcribes video recordings and PyMuPDF parses textbook pages into a unified vector database.
Verifiable Citations
Every factual sentence carries an inline citation opening the exact timestamp seek, textbook page, or slide.
Bayesian Mastery (BKT)
Calculates real-time probability P(L) of concept mastery, selecting questions matching learner target difficulty.
Socratic Tutoring
Diagnostic follow-up engine erases misconceptions through guided inquiry grounded in course material.
How the Platform Works
A three-step learning journey designed around your actual course syllabus.
Upload Course Material
Upload MP4 videos, PDF textbooks, or PPT slides. The pipeline transcribes audio, parses pages, and builds concept graphs.
Ask & Verify Proof
Ask questions in Tutor Chat. Answers link to exact timestamps and pages, or abstain if out of course context.
Master Concepts
Take adaptive quizzes. BKT updates your concept heatmap and schedules flashcards based on forgetting curves.
Ready to experience source-grounded learning?
Start your diagnostic onboarding assessment to calibrate your personalized Bayesian knowledge trace.
Begin Onboarding Assessment