Update app.py

app.py

@@ -65,32 +65,37 @@ def update_student(student_id: str, updates: dict) -> str:
 # FAQs (Arabic + English)
 # -----------------------------
 FAQS = {
-    "إيه هو ThinkPal؟": "ThinkPal منصة بتساعدك تعرف نفسك أكتر وتتعلم بالطريقة اللي تناسبك...",
-    "هل الموقع للثانوي ولا الجامعة؟": "ThinkPal معمول بالأساس لطلاب الجامعة...",
-    "أنا ليه أجاوب على الأسئلة أول ما أدخل؟": "الأسئلة بتساعدنا نفهم طريقتك وشخصيتك...",
-    "الخطة التعليمية بتكون إيه بالظبط؟": "خطوات من مبتدئ لمتقدم + مصادر موثوقة...",
-    "هل المصادر كلها مجانية؟": "معظمها مجاني وفيه اختيارات مدفوعة...",
-    "هل لازم أمشي بالخطة زي ما هي؟": "الخطة مرنة وإنت اللي بتحدد السرعة.",
-    "يعني ThinkPal بديل للدروس أو الكورسات؟": "مش بديل — هو مرشد بيوضح الطريق.",
-    "هل في متابعة لتقدمي؟": "أيوة، Dashboard يوضح الإنجازات والاختبارات.",
-    "إيه هي Insights اللي بتظهرلي؟": "ملاحظات عملية عن نقاط القوة والتحسين.",
-    "هل فيه تواصل مع طلاب تانيين؟": "أيوة، فيه مجتمع داخلي ومُرشدين.",
-    "هل المنصة بتركز على الدراسة بس؟": "لا، كمان على تطوير الشخصية والمهارات.",
-    "الخصوصية آمنة؟": "أيوة، بياناتك محمية.",
-    "لو وقفت في نص الطريق؟": "ولا يهمك—تقدر ترجع في أي وقت وتكمل.",
-
-    "What is ThinkPal?": "ThinkPal helps you understand yourself...",
-    "Is it for high school or university?": "Mainly for university students...",
-    "Why do I answer questions at the start?": "They tailor your plan...",
-    "What is the learning plan exactly?": "Phased from beginner to advanced...",
-    "Are all resources free?": "Many are free; some paid options may be suggested.",
-    "Do I have to follow the plan exactly?": "It's flexible; you control the pace.",
-    "Is ThinkPal a replacement for courses?": "It's a guide, not a replacement.",
-    "Do you track my progress?": "Yes — dashboard, tests, badges.",
-    "What are the Insights?": "Notes on strengths and areas to improve.",
-    "Can I connect with other students?": "Yes — community + mentors.",
-    "Is my data private?": "Yes — your data is protected.",
-    "What if I stop halfway?": "No problem, resume anytime."
+    # Arabic
+    "إيه هو ThinkPal؟": "ThinkPal منصة بتساعدك تعرف نفسك أكتر وتتعلم بالطريقة اللي تناسبك وكمان تديك خطة تعليمية واضحة خطوة بخطوة علشان توصل لهدفك.",
+    "هل الموقع للثانوي ولا الجامعة؟": "ThinkPal معمول بالأساس لطلاب الجامعة لكن أي طالب حابب يطور من نفسه أو يكتشف طريقه يقدر يستخدمه.",
+    "أنا ليه أجاوب على الأسئلة أول ما أدخل؟": "لأن الأسئلة دي بتساعد المنصة تفهم شخصيتك وطريقة تفكيرك وتعلمك ومن هنا تقدر تبني لك خطة تناسبك أنت بالذات.",
+    "الأسئلة اللي بتظهر صعبة شوية أجاوب إزاي؟": "دا مش امتحان ومفيش إجابة صح أو غلط، جاوب بطريقتك وباللي يمثلك. كل إجابة بتقرب الصورة أكتر.",
+    "الخطة التعليمية بتكون إيه بالظبط؟": "الخطة عبارة عن خطوات من مستوى مبتدئ لحد مستوى متقدم ومع كل خطوة هتلاقي مصادر موثوقة للتعلم وتدريبات تساعدك تطبق اللي بتتعلمه.",
+    "هل المصادر كلها مجانية؟": "فيه مصادر كتير مجانية وفيه كمان مصادر مدفوعة بنرشحها أحيانًا علشان تبقى قدامك كل الاختيارات.",
+    "هل لازم أمشي بالخطة زي ما هي؟": "الخطة معمولة علشان تسهل عليك لكن في الآخر إنت بتختار سرعة العملية التعليمية.",
+    "يعني ThinkPal بديل للدروس أو الكورسات؟": "لأ ThinkPal مش بديل هو زي دليل أو صديق بيرتب لك الطريق ويقولك تبدأ منين وتروح فين.",
+    "هل في متابعة لتقدمي؟": "أيوة عندك Dashboard شخصي يوضح إنجازاتك، الاختبارات اللي عملتها، تقييمك، Badges، وأي نقاط محتاجة تشتغل عليها.",
+    "إيه هي Insights اللي بتظهرلي؟": "دي ملاحظات بتقولك إيه نقاط قوتك وإيه الحاجات اللي محتاجة تحسين وكمان نصايح عملية تساعدك تطور نفسك.",
+    "هل فيه تواصل مع طلاب تانيين؟": "أيوة فيه مجتمع جوا المنصة تقدر تتكلم فيه مع طلبة زيك وكمان فيه Mentors يساعدوك لو محتاج.",
+    "هل المنصة بتركز على الدراسة بس؟": "لأ ThinkPal بيساعدك في الدراسة وكمان في تطوير شخصيتك و مهاراتك وحتى في إنك تحدد وتختار مستقبلك بشكل أوضح.",
+    "الخصوصية آمنة؟": "أكيد بياناتك محمية ومفيش حد يقدر يشوفها غيرك.",
+    "لو وقفت في نص الطريق؟": "مفيش مشكلة، تقدر ترجع في أي وقت وتكمل من نفس المكان اللي وصلتله.",
+
+    # English
+    "What is ThinkPal?": "ThinkPal is a platform that helps you understand yourself better, learn in the way that suits you, and gives you a clear step-by-step learning plan to achieve your goals.",
+    "Is the platform for high school or university students?": "ThinkPal is mainly designed for university students, but any student who wants to improve or discover their path can use it.",
+    "Why should I answer the questions when I first join?": "These questions help the platform understand your personality, thinking, and learning style, so it can build a plan tailored to you.",
+    "The questions seem difficult, how should I answer?": "This is not an exam, and there are no right or wrong answers. Just answer in your own way with what represents you.",
+    "What exactly is the learning roadmap?": "It’s a step-by-step plan from beginner to advanced levels. Each step includes trusted resources and exercises to help you apply what you learn.",
+    "Are all resources free?": "Many resources are free, but we sometimes recommend paid resources to give you all available options.",
+    "Do I have to follow the roadmap exactly as it is?": "The roadmap is designed to make it easier for you, but in the end, you choose the pace of your learning.",
+    "Is ThinkPal a replacement for lessons or courses?": "No, ThinkPal is not a replacement. It’s more like a guide or a friend that organizes your path and tells you where to start and where to go.",
+    "Is my progress tracked?": "Yes, you have a personal dashboard that shows your achievements, completed tests, evaluations, badges, and areas you need to work on.",
+    "What are the insights shown to me?": "They are notes that highlight your strengths, areas for improvement, and practical tips to help you develop.",
+    "Can I connect with other students?": "Yes, there’s a community inside the platform where you can talk with other students and get support from mentors if needed.",
+    "Does the platform focus only on studying?": "No, ThinkPal helps with studying, but also with personal growth, skills development, and even clarifying your future direction.",
+    "Is my privacy safe?": "Of course, your data is protected and no one can see it except you.",
+    "What if I stop halfway?": "No problem, you can return anytime and continue from where you left off.",
 }
 
 def _normalize(text: str) -> str:
@@ -114,11 +119,45 @@ def find_faq_answer(user_input: str, cutoff: float = 0.6) -> str | None:
 # Prompting
 # -----------------------------
 ROADMAP_QUERY = """
-Generate a personalized learning roadmap for a student with phases:
+Generate a personalized learning roadmap for a student, structured into distinct phases:
 - Beginner
 - Intermediate
 - Advanced
 - Challenge
+
+When creating the roadmap, consider the student's:
+- Learning style
+- Academic progress
+- Personality
+- Interests
+- Goals
+- Current level
+- Preferred learning methods
+- IQ level
+- EQ level
+- Decision-making style
+- Motivation level
+- Preferred study environment
+
+The roadmap should help the student achieve their stated goals based on their unique characteristics.
+
+For each phase, suggest specific types of resources tailored to the student's profile, such as:
+- Online courses
+- Books
+- Interactive tools
+- Hands-on projects
+- Community engagement opportunities
+
+Formatting requirements:
+- Use plain text only (no **bold**, no markdown, no emojis, no AI disclaimers).
+- Organize information with numbered lists and subheadings.
+- Keep the tone professional, concise, and human-like.
+
+Finally, structure the roadmap into the following sections:
+1. Current Status
+2. Goals
+3. Recommended Resources & Activities (by Phase)
+4. Milestones (by Phase)
 """
 
 def _compose_profile(student: dict) -> str:
@@ -129,27 +168,105 @@ def _compose_profile(student: dict) -> str:
         if v:
             parts.append(f"{k}: {v}")
     return " | ".join(parts) if parts else "No data"
+def get_gemini_response(query: str, student_data: dict | None = None) -> str:
+    """Sends query to Gemini API with optional student data (ThinkPal context)."""
+    try:
+        if not genai:
+            return f"(Simulated) {query[:400]}..."
+
+        model = genai.GenerativeModel("models/gemma-3n-e2b-it")
+        personalized_prompt = query
+
+        if student_data:
+            # Build profile dynamically
+            profile_parts = []
+            for key, label in [
+                ("learning_style", "Learning Style"),
+                ("academic_progress", "Academic Progress"),
+                ("personality", "Personality"),
+                ("interests", "Interests"),
+                ("goals", "Goals"),
+                ("level", "Level"),
+                ("preferred_methods", "Preferred Methods"),
+                ("iq_level", "IQ Level"),
+                ("eq_level", "EQ Level"),
+                ("decision_making_style", "Decision-Making Style"),
+                ("motivation_level", "Motivation Level"),
+                ("preferred_study_environment", "Preferred Study Environment"),
+                ("community_groups", "Community Groups"),
+            ]:
+                value = student_data.get(key)
+                if isinstance(value, list):
+                    value = ", ".join(value)
+                if value:
+                    profile_parts.append(f"{label}: {value}")
+
+            student_profile = ", ".join(profile_parts) if profile_parts else "No student data provided."
+
+            personalized_prompt = f"""
+The student's profile is: {student_profile}.
+
+Based on this profile, generate the following:
+
+{query}
+
+Formatting requirements:
+- Use plain text only (no **bold**, no markdown, no emojis, no AI disclaimers).
+- Organize information with numbered lists and subheadings.
+- Keep the tone professional, concise, and human-like.
+"""
+
+        response = model.generate_content(personalized_prompt)
+        return getattr(response, "text", "").strip() or "(Empty response)"
+
+    except Exception as e:
+        return f"(Gemini error fallback) {str(e)[:160]}"
+
+
+def generate_ai_insights(student_data: dict) -> str:
+    """Generates AI-driven insights based on student data."""
+    if not student_data:
+        return "Student data not available for generating insights."
+
+    profile_parts = []
+    for key, label in [
+        ("learning_style", "Learning Style"),
+        ("academic_progress", "Academic Progress"),
+        ("personality", "Personality"),
+        ("interests", "Interests"),
+        ("goals", "Goals"),
+        ("level", "Level"),
+        ("preferred_methods", "Preferred Methods"),
+        ("iq_level", "IQ Level"),
+        ("eq_level", "EQ Level"),
+        ("decision_making_style", "Decision-Making Style"),
+        ("motivation_level", "Motivation Level"),
+        ("preferred_study_environment", "Preferred Study Environment"),
+        ("community_groups", "Community Groups"),
+    ]:
+        value = student_data.get(key)
+        if isinstance(value, list):
+            value = ", ".join(value)
+        if value:
+            profile_parts.append(f"- {label}: {value}")
+
+    student_profile = "\n".join(profile_parts) if profile_parts else "No detailed data provided."
+
+    insights_prompt = f"""
+Analyze the following student profile and provide AI-driven insights,
+highlighting their strengths and potential areas for improvement.
+
+Student Profile:
+{student_profile}
+
+Formatting requirements:
+- Use plain text only (no **bold**, no markdown, no emojis, no AI disclaimers).
+- Organize insights clearly with numbered or bulleted points.
+- Keep the tone professional, concise, and human-like.
+"""
+
+    return get_gemini_response(insights_prompt, student_data)
 
-def get_gemini_response(query: str, student: dict | None = None) -> str:
-    profile = _compose_profile(student or {})
-    prompt = f"Student Profile: {profile}\nTask:\n{query}"
-    if _gemini_model:
-        try:
-            resp = _gemini_model.generate_content(prompt)
-            return getattr(resp, "text", "").strip()
-        except Exception as e:
-            return f"(Gemini error) {e}"
-    return f"(Simulated) {prompt[:400]}..."
-
-def generate_ai_insights(student: dict) -> str:
-    profile = _compose_profile(student or {})
-    if _gemini_model:
-        try:
-            resp = _gemini_model.generate_content(f"Insights for: {profile}")
-            return getattr(resp, "text", "").strip()
-        except Exception as e:
-            return f"(Gemini error) {e}"
-    return f"(Simulated insights) {profile}"
 
 # -----------------------------
 # Chat logic