βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π Student Performance Analysis & Recommendations β
β AI-Powered Personalized Learning Insights β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β β
β [Select Student: S001 βΌ] β
β β
β ββββ Performance Summary ββββββββββββββββββββββ β
β β Strengths: Math (A), Verbal (B) β β
β β Areas for Improvement: Non-verbal (C) β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β βββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β π¬ AI Study Buddy β NEW! β
β Ask questions, get personalized advice, and stay β
β motivated! β
β β
β βΌ π¬ Chat with Your Study Buddy [Expand] β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β Chat interface appears here β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β βββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β π― Topic-Based Learning Insights β
β ... β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π¬ AI Study Buddy β
β Ask questions, get personalized advice, and stay β
β motivated! β
β β
β βΆ π¬ Chat with Your Study Buddy [Click to open] β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β βΌ π¬ Chat with Your Study Buddy β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β β
β ### π¬ Chat with Your AI Study Buddy β
β Ask me anything about your performance, study tips, or β
β what to focus on! β
β β
β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β π Hey Student S001! I'm your AI Study Buddy! β β
β β I've analyzed your performance (you're at 68.5% β β
β β overall) and I'm here to help you improve. β β
β β Ask me anything! π β β
β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β π‘ Try asking: β
β [π Why am I struggling?] [π― What should I focus on?] β
β [π Study tips for me?] β
β β
β βββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β π¬ Type your question here... β
β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β e.g., Why did I score low in Math? β β
β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ β
β β
β [Send π€] [Clear Chat ποΈ] β
β β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Welcome Message (Blue Background) β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β π Hey Student S001! I'm your AI Study Buddy! β
β I've analyzed your performance (you're at 68.5% β
β overall) and I'm here to help you improve. Ask me β
β anything! π β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Student clicks button β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π§βπ You: β
β Why am I struggling with certain subjects? β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β AI responds β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π€ Study Buddy: β
β Great question! Looking at your data, you're doing β
β well in Math (75%) and Verbal (82%), but struggling β
β with Non-verbal reasoning (45%). Specifically, you β
β scored low on pattern recognition (38%). This is β
β common! Let's work on spatial awareness together. π§© β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π§βπ You: β
β What should I practice first? β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π€ Study Buddy: β
β Let's start with pattern recognition since you're at β
β 38% there! π― I recommend: β
β 1. Spend 30 minutes daily on visual patterns β
β 2. Try Brilliant's logic puzzles (free tier) β
β 3. Practice with shape sequences β
β β
β Your strong math skills (75%) will help! Ready? β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π§βπ You: β
β Yes! Any specific websites? β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π€ Study Buddy: β
β Awesome enthusiasm! π Check out: β
β β’ Brilliant.org/logic - Interactive puzzles β
β β’ Lumosity.com - Brain training β
β β’ Peak app - Pattern games β
β β
β Start with 15 min/day and increase gradually. You've β
β got this! πͺ β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π§βπ You: β
β I feel like I'm really bad at comprehension :( β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β π€ Study Buddy: β
β Hey, don't be so hard on yourself! π Your β
β comprehension is at 55% - that's average, not bad! β
β Plus, your vocabulary is strong (70%), which is a β
β great foundation. We just need to work on main idea β
β questions where you scored 42%. You're improving, β
β and I'm here to help! Let's tackle this together! π β
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββ Student Messages ββββββββββββββββββ
β Background: #f5f5f5 (Light Gray) β
β Text: Black β
β Border: Rounded (10px) β
β Margin: Left side β
ββββββββββββββββββββββββββββββββββββββ
ββ AI Messages βββββββββββββββββββββββ
β Background: #e8f5e9 (Light Green) β
β Text: Black β
β Border: Rounded (10px) β
β Margin: Right side β
ββββββββββββββββββββββββββββββββββββββ
ββ Welcome Message βββββββββββββββββββ
β Background: #e3f2fd (Light Blue) β
β Text: #1976d2 (Dark Blue) β
β Border: Rounded (10px) β
β Font: Medium weight β
ββββββββββββββββββββββββββββββββββββββ
- π§βπ Student messages
- π€ AI Study Buddy messages
- π Welcome greeting
- π¬ Chat bubble
- π Data/statistics
- π― Focus/target
- π Study/books
- π Motivation/progress
- πͺ Strength/effort
- π Success/achievement
- π‘ Ideas/tips
- π§© Puzzles/patterns
ββββββββββββββββββββ ββββββββββββββββββββ ββββββββββββββββββββ
β π Why am I β β π― What should β β π Study tips β
β struggling? β β I focus on? β β for me? β
ββββββββββββββββββββ ββββββββββββββββββββ ββββββββββββββββββββ
(Blue hover) (Blue hover) (Blue hover)
ββββββββββββββββ ββββββββββββββββ
β Send π€ β β Clear Chat ποΈβ
β (Primary) β β (Secondary) β
ββββββββββββββββ ββββββββββββββββ
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Student messages: 50px margin-left β
β AI messages: 50px margin-right β
β Full width: Comfortable reading β
β Buttons: Side by side β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββββββββ
β Student messages: 20px margin-left β
β AI messages: 20px margin-right β
β Narrower width: Still readable β
β Buttons: Side by side β
ββββββββββββββββββββββββββββββββββββββββββββ
ββββββββββββββββββββββββββββββ
β Messages: Full width β
β Minimal margins β
β Buttons: Stacked verticallyβ
ββββββββββββββββββββββββββββββ
New message β Fade in from bottom β Smooth scroll to view
Click β Button press effect β Processing spinner β Response appears
Student sends message β "π€ Thinking..." β AI response
βββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β Streamlit UI β
β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β chat_buddy.py Module β β
β β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β β β render_chat_interface() β β β
β β β - Display chat history β β β
β β β - Handle user input β β β
β β β - Show quick buttons β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β β β get_ai_response() β β β
β β β - Build conversation context β β β
β β β - Call OpenRouter API β β β
β β β - Return formatted response β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β β β Session State Storage β β β
β β β - chat_history[] β β β
β β β - chat_context{} β β β
β β β - student_data β β β
β β βββββββββββββββββββββββββββββββββββββββββ β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
β β OpenRouter API β β
β β (Gemini 2.0 Flash) β β
β βββββββββββββββββββββββββββββββββββββββββββββββ β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Student selects β Performance data β Set chat context
β loaded β
β β
Chat interface β Welcome message β AI initialized
β
β
βββββββββββββββββββββββββββββββββββββββββββββββ
β Student can: β
β β’ Click quick-start button β
β β’ Type custom question β
β β’ View chat history β
βββββββββββββββββββββββββββββββββββββββββββββββ
β
β
Question sent β Build prompt β API call β Get response
β with data to AI β
β β
Add to history β Format response β Parse AI output
β
β
Display in chat bubble β Scroll to view β Ready for next question
Click expander header to show/hide chat interface
Three pre-made questions for easy starting
Type custom questions in the input field
Click to send message (or press Enter)
Reset conversation to start fresh
Auto-scrolls to newest message
β’ 15px padding inside chat bubbles
β’ 10px margin between messages
β’ 20px margin around quick-start buttons
β’ 50px margin-left/right for desktop messages
β’ Message text: 16px, regular weight
β’ User/AI labels: Bold weight
β’ Icons: 20px size
β’ Input placeholder: Italic, gray
β’ Border radius: 10px (rounded corners)
β’ Box shadow: None (flat design)
β’ Border: None (clean look)
Visit http://localhost:8502 and:
- Select any student (e.g., S001)
- Scroll past the performance summary
- Look for "π¬ AI Study Buddy" section
- Click "π¬ Chat with Your Study Buddy" to expand
- Try the quick-start buttons or type your own question!
The future of personalized learning is here! ππ€