DBaaS E-Courses: Scaling Education with AI

def generate_complete_course(topic: str, audience: str, length_minutes: int) -> Dict[str, Any]:
    """Generate complete course content with all lesson scripts in a single LLM call."""
    prompt = f"""
    Create a complete, ready-to-teach course for {audience}.
    Topic: {topic}
    Length: {length_minutes} min
    
    Requirements:
    1. 2-5 modules with clear difficulty progression (foundation -> advanced)
    2. Complete lesson scripts (conversational, practical)
    3. 3-5 learning outcomes per module
    4. Valid JSON output only
    """
    
    response = client.chat.completions.create(
        model="openai/gpt-4o",
        messages=[{"role": "system", "content": "You are a master instructional designer."}, 
                  {"role": "user", "content": prompt}],
        response_format={"type": "json_object"}
    )
    return json.loads(response.choices[0].message.content)