Implement Proactive, Actionable Insights Panel

[joelabreurojas]

Goal

To provide teachers with real-time, actionable analytics within the context of a specific chat. This panel focuses on answering the question, "What are my students struggling with in this topic right now?"

To-Do List

• Create a Topic-Tagging Service:
  • Implement a background service that takes a student's query and uses an LLM to tag it with the relevant lesson from the approved Roadmap. This tag is stored with the SessionHistory.
• Create an Insight Generation Service:
  • Create a new AnalyticsService method that analyzes the query tags for a specific chat_id.
  • This service will identify which roadmap topics are generating the most questions and create anonymized summaries of the most common questions asked.
• Implement the "Classroom Insights" UI:
  • In the three-panel chat view, create a new tab in the right-hand sidebar (Panel 3) labeled "Insights".
  • This panel will call the new analytics endpoint and display key findings, such as:
    • 🔥 **Top Point of Confusion:** "Lesson 3: Special Relativity"
    • 📈 **Most Asked Questions about this topic:**
    • "1. What is the twin paradox?"
    • "2. How does gravity affect time dilation?"
• Implement Action Buttons:
  • Next to each insight, provide simple buttons for the teacher to take action, such as [Generate a clarifying worksheet on this topic] or [Draft a note to all students who asked about this].

Acceptance Criteria

• The system automatically identifies and flags topics where students are struggling within a specific chat.
• The teacher is presented with an anonymized summary of the most common questions, not the raw queries.
• The teacher can use one-click actions to generate support materials based on the AI's suggestions.