Don’t Just Ask AI.
Master Your Personalized Learning Journey
Answering single questions is not enough. Lina builds a tailored study plan, identifies weak concepts through adaptive quizzes, and guides you step-by-step through faculty-approved materials.
Week 3: Optimization & Backpropagation
Gradient Descent Fundamentals
Completed · Quiz score 90%
Chain Rule & Partial Derivatives
In Progress · Assigned: Slide 24-30
Adam & Momentum Optimizers
Upcoming · Unlocks after Checkpoint 3.2
Recommended Reading for Checkpoint 3.2:
L03_Neural_Nets.pdf (Pages 24-30) & Deep_Learning_Chpt4.pdf
Answering questions is easy.
Guiding your entire study path is what matters.
Generic AIs can answer isolated questions, but they leave students to figure out everything else on their own:
What topic should I study today?
Students waste hours sifting through hundreds of slides and reading lists without a structured daily roadmap.
What weak areas do I actually have?
Without quiz evidence, students re-read topics they already know while missing critical gaps before exam season.
Did I truly master the material?
A quick chatbot response gives false confidence, but leaves you without verified checkpoints or practice evidence.
A Closed-Loop Academic Engine That Adapts To You
Lina connects onboarding goals, lecture materials, quiz assessments, and AI tutoring into a unified learning loop. Every study session builds authentic evidence to guide your next step.
5 Pillars of Lina’s Learning Assistant
Engineered specifically for structured academic success, deep comprehension, and faculty trust.
🧭 Personalized Study Plan
Converts your target course goals and weekly time budget into structured study sessions, required readings, and clear milestone checkpoints.
- Time-budget aware scheduling
- Milestone progress tracking
🧠 Adaptive Quiz
Generates practice questions directly from selected course slides, automatically tuning question topics and difficulty based on past performance.
- Dynamic difficulty scaling
- Detailed explanations for every question
📊 Weakness Tracking
Quiz results become authentic learning evidence, building a transparent skill profile that prioritizes weak topics needing immediate review.
- Real-time sub-topic breakdown
- Targeted review recommendations
📚 Grounded AI Tutor & Deep Research
24/7 pedagogical support to explain complex concepts, synthesize research papers, and compare academic literature with page-precise citations.
🧑🏫 Faculty Control & Guardrails
Course repositories are vetted by professors. Academic guardrails ensure Lina guides problem-solving step-by-step without leaking final assignment answers.
Personalization Grounded in Real Evidence — Never Arbitrary Guesswork
Lina infers your profile strictly from actual practice data. No premature assumptions.
Authentic Evidence Only
Your profile is derived from onboarding goals, study session history, and quiz scores. Every recommendation is traceable to actual data.
Explicit Data Confidence
When evidence is sparse, Lina explicitly maintains an "Insufficient Data" status rather than making unfounded guesses about your knowledge.
100% Faculty Citations
Every answer and study recommendation is linked to verified PDF pages, slides, and approved textbooks in your course repository.
Strict Academic Integrity Standards
Built to empower authentic learning, self-assessment, and exam readiness with total confidence.
How Lina Works
4 seamless steps from goal setting to complete topic mastery.
1. Onboarding & Goals
Define your course goals, target grades, and weekly study time budget during quick onboarding.
2. Study Plan Roadmap
Lina structures weekly sessions, assigned slide readings, and milestone checkpoints for your pace.
3. Adaptive Quiz Assessment
Take practice quizzes to build evidence. Lina pinpoints exact weak sub-topics needing attention.
4. AI Tutor Reinforcement
Get step-by-step explanations with page citations to master weak areas before moving to the next checkpoint.
Frequently Asked Questions
Everything you need to know about Lina’s personalization & accuracy.
Transform Your Academic Experience with Lina
Build your personalized study plan, target your weak areas with adaptive quizzes, and study with verified confidence.
Free for students & faculty · Instant access via web browser