def generate_with_claude(text, api_key, course_name="", section_name="", lesson_name=""): client = Anthropic(api_key=api_key) segment_analysis_schema = TextSegmentAnalysis.model_json_schema() tools = [ { "name": "build_segment_analysis", "description": "Build the text segment analysis with quiz questions", "input_schema": segment_analysis_schema } ] system_prompt = """You are a helpful assistant specialized in text analysis and educational content creation. You analyze texts to identify distinct segments, create summaries, and generate quiz questions.""" prompt = f"""Analyze the following text and identify distinct segments within it and do text segmentation: 1. Segments should be STRICTLY max=15 2. For each segment/topic you identify: - Provide a SPECIFIC and UNIQUE topic name (3-5 words) that clearly differentiates it from other segments - List 3-5 key concepts discussed in that segment (be precise and avoid repetition between segments) - Write a brief summary of that segment (3-5 sentences) - Create 5 high-quality, meaningful quiz questions based DIRECTLY on the content in that segment only - Questions and answers should be only from the content of the segment For each quiz question: - Create cognitively demanding questions that test COMPREHENSION and ANALYSIS, not just recall - Focus on CORE PRINCIPLES, key insights, and conceptual understanding - Questions should require readers to think critically about the material - AVOID superficial questions about statistics, numbers, or trivial details - AVOID questions about the document structure or presentation - Create one correct answer that comes DIRECTLY from the text - Create two plausible but incorrect answers that require discernment - Ensure all answer options have similar length (± 2 words) - Ensure the correct answer is clearly indicated with a ✓ symbol IMPORTANT QUIZ QUESTION CRITERIA: - Questions should assess understanding of fundamental concepts and principles - Questions should require application of knowledge, not just memorization - Questions should focus on important ideas that have educational value - Questions should be meaningful in an educational context - Questions should challenge the reader to think about implications and connections - No need for questions on the introduction, conclusion or the demonstration from the context ADDITIONAL REQUIREMENT: - **First, detect the language of the original text.** - **Generate ALL output (topic names, key concepts, summaries, and quizzes) in the same language as the original text.** - If the text is in Russian, generate all responses in Russian. - If the text is in another language, generate responses in that original language. Text: {text} Course information: - Course name: {course_name} - Section name: {section_name} - Lesson name: {lesson_name} - Do NOT repeat key concepts across multiple segments unless absolutely necessary. - Ensure the quiz questions challenge the reader and are not easily guessable. - FOCUS ON CONCEPTUAL UNDERSTANDING, not trivial facts or statistics. """ try: response = client.messages.create( model="claude-3-5-sonnet-20241022", max_tokens=8192, temperature=0.7, system=system_prompt, messages=[ { "role": "user", "content": prompt } ], tools=tools, tool_choice={"type": "tool", "name": "build_segment_analysis"} ) # Extract the tool call content if response.content and len(response.content) > 0 and hasattr(response.content[0], 'input'): function_call = response.content[0].input return function_call else: raise Exception("No valid tool call found in the response") except Exception as e: raise Exception(f"Error calling Anthropic API: {str(e)}")