The Tutor Hive
Intelligo's Tutor Hive provides intelligent, context-aware tutoring that understands your course content and adapts to each student's needs. Built on RAG (Retrieval Augmented Generation), it answers questions using your actual course materials.
// Create a tutoring session for a student
let session = await tutor::create_session(
student_id: "student_123",
course_id: "biology_101",
config: SessionConfig {
persona: TutorPersona::Friendly,
response_style: ResponseStyle::Balanced,
allow_direct_answers: true,
}
)
// Ask a question - gets RAG-powered answer from course content
let response = await session.chat("How does photosynthesis work?")
// Response includes sources from course materials
for source in response.sources {
println!("Source: {} - {}", source.title, source.excerpt)
}Five Specialized Capabilities
Question Answering
RAG-powered Q&A that retrieves relevant content from your course materials and synthesizes accurate, contextual answers with source citations.
Concept Explanation
Deep explanations with analogies, examples, common misconceptions, and comprehension checks adapted to the student's skill level.
Practice Problems
AI-generated practice problems with progressive hints, step-by-step solutions, and personalized feedback on student attempts.
Study Guide Creation
Auto-generated study guides with key terms, review questions, and practice problems. Available as outlines, flashcards, or mind maps.
Socratic Dialogue
Guided discovery learning through strategic questioning. Helps students arrive at understanding themselves rather than receiving direct answers.
Personalized Personas
Configure tutor personality: friendly, professional, enthusiastic, patient, or challenging. Adapt to different learning contexts and preferences.
Tutor Modes
The AI tutor can operate in different modes depending on the learning context:
Standard Mode
Direct question answering with context from course materials. Best for quick clarifications and content review.
Socratic Mode
Guided discovery through strategic questioning. Never gives direct answers - leads students to understanding.
Practice Mode
Active problem-solving with hints and feedback. Evaluates attempts and provides detailed explanations.
Deep Dive Mode
Extended exploration of a specific concept with multiple perspectives, related topics, and advanced examples.
Content Intelligence
The Content Hive generates and enhances learning materials automatically:
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Question Generation - Create quiz questions from lesson content at various Bloom's levels
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Lesson Creation - Generate lesson outlines and content from topics and objectives
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Rubric Building - Create assessment rubrics from learning objectives
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Content Summarization - Executive summaries, bullet points, or detailed overviews
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Video Transcription - Auto-transcribe media with timestamps and speaker labels
Learning Analytics
The Observation Hive monitors learning patterns and provides actionable insights:
At-Risk Detection
Identify struggling students early with engagement and performance analysis.
Completion Prediction
Predict course completion likelihood and intervene before dropouts.
Analytics Reports
Comprehensive reports on learning outcomes, engagement, and trends.
CHAI Architecture
All AI features use the CHAI (Cognitive Hive AI) architecture - specialized Small Language Models running locally instead of expensive API calls. This delivers better results at 96% lower cost than traditional LLM approaches.
Ready to Get Started?
Transform your learning programs with AI-powered tutoring and content intelligence.