algo for guarding AI on rails.

new file:   research/activity.yaml
	new file:   research/activity10.yaml
	new file:   research/activity11.yaml
	new file:   research/activity12.yaml
	new file:   research/activity2.yaml
	new file:   research/activity3.yaml
	new file:   research/activity4.yaml
	new file:   research/activity5.yaml
	new file:   research/activity6.yaml
	new file:   research/activity7.yaml
	new file:   research/activity8.yaml
	new file:   research/activity9.yaml
	new file:   research/guarded_ai.py

research/activity.yaml

@@ -0,0 +1,73 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to AI"
+    steps:
+      - step_id: "step_1"
+        title: "Understanding AI"
+        content_blocks:
+          - "Welcome to the introduction to AI."
+          - "In this section, we will cover the basics of AI."
+        tokens_for_ai: "Explain the basics of AI to the user in a friendly and engaging manner."
+        question: "What do you understand by Artificial Intelligence?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of AI."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of AI. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on AI."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of AI in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Applications of AI"
+        content_blocks:
+          - "Now that you understand the basics of AI, let's explore its applications."
+          - "AI is used in various fields such as healthcare, finance, and transportation."
+        tokens_for_ai: "Explain the applications of AI in different fields in a friendly and engaging manner."
+        question: "Can you name a few applications of AI?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You have identified some key applications of AI."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of AI applications. Let's explore more."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on AI applications."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of AI applications in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+

research/activity10.yaml

@@ -0,0 +1,368 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to the Miracles of Jesus"
+    steps:
+      - step_id: "step_1"
+        title: "Who is Jesus?"
+        content_blocks:
+          - "Welcome to the Miracles of Jesus course!"
+          - "Jesus is a central figure in Christianity, known for his teachings, compassion, and miraculous acts."
+        tokens_for_ai: "Explain who Jesus is in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you know about Jesus?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of who Jesus is."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of who Jesus is. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on who Jesus is."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of who Jesus is in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of Miracles"
+        content_blocks:
+          - "Miracles are extraordinary events that demonstrate divine intervention in the world."
+          - "The miracles performed by Jesus are significant because they reveal his divine nature and compassion for humanity."
+        tokens_for_ai: "Explain the importance of miracles in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why are the miracles of Jesus important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of the miracles of Jesus."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of the miracles of Jesus."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of the miracles of Jesus in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Miracles of Healing"
+    steps:
+      - step_id: "step_1"
+        title: "Healing the Blind Man"
+        content_blocks:
+          - "One of Jesus' miracles was healing a man who was born blind."
+          - "Jesus made mud with his saliva, put it on the man's eyes, and told him to wash in the Pool of Siloam. The man washed and was able to see."
+        tokens_for_ai: "Explain the miracle of healing the blind man in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of healing the blind man?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about the miracle of healing the blind man."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of healing the blind man."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of healing the blind man in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Healing the Leper"
+        content_blocks:
+          - "Another miracle of Jesus was healing a man with leprosy."
+          - "Jesus touched the man and said, 'Be clean!' Immediately, the leprosy left him, and he was healed."
+        tokens_for_ai: "Explain the miracle of healing the leper in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of healing the leper?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about the miracle of healing the leper."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of healing the leper."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of healing the leper in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Miracles of Provision"
+    steps:
+      - step_id: "step_1"
+        title: "Feeding the 5,000"
+        content_blocks:
+          - "One of Jesus' most famous miracles is feeding 5,000 people with just five loaves of bread and two fish."
+          - "Jesus blessed the food, broke it, and distributed it to the crowd. Everyone ate and was satisfied, and there were twelve baskets of leftovers."
+        tokens_for_ai: "Explain the miracle of feeding the 5,000 in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of feeding the 5,000?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about the miracle of feeding the 5,000."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of feeding the 5,000."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of feeding the 5,000 in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Turning Water into Wine"
+        content_blocks:
+          - "Jesus' first recorded miracle was turning water into wine at a wedding in Cana."
+          - "When the wine ran out, Jesus instructed the servants to fill six stone jars with water. He then turned the water into wine, which was of the highest quality."
+        tokens_for_ai: "Explain the miracle of turning water into wine in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of turning water into wine?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about the miracle of turning water into wine."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of turning water into wine."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of turning water into wine in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Miracles of Nature"
+    steps:
+      - step_id: "step_1"
+        title: "Calming the Storm"
+        content_blocks:
+          - "One of Jesus' miracles involved calming a storm while he and his disciples were on a boat."
+          - "Jesus rebuked the wind and said to the waves, 'Quiet! Be still!' The wind died down, and it was completely calm."
+        tokens_for_ai: "Explain the miracle of calming the storm in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of calming the storm?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about the miracle of calming the storm."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of calming the storm."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of calming the storm in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Walking on Water"
+        content_blocks:
+          - "Another miracle of Jesus was walking on water."
+          - "Jesus walked on the Sea of Galilee to reach his disciples who were in a boat. When they saw him, they were terrified, but Jesus said, 'Take courage! It is I. Don't be afraid.'"
+        tokens_for_ai: "Explain the miracle of walking on water in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of walking on water?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about the miracle of walking on water."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of walking on water."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of walking on water in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Miracles of Resurrection"
+    steps:
+      - step_id: "step_1"
+        title: "Raising Lazarus"
+        content_blocks:
+          - "One of Jesus' most powerful miracles was raising Lazarus from the dead."
+          - "Lazarus had been dead for four days when Jesus arrived. Jesus called out, 'Lazarus, come out!' and Lazarus came out of the tomb, alive."
+        tokens_for_ai: "Explain the miracle of raising Lazarus in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of raising Lazarus?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about the miracle of raising Lazarus."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of raising Lazarus."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of raising Lazarus in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Resurrection of Jesus"
+        content_blocks:
+          - "The most significant miracle in Christianity is the resurrection of Jesus."
+          - "After being crucified and buried, Jesus rose from the dead on the third day. His resurrection is celebrated as Easter and is the foundation of Christian faith."
+        tokens_for_ai: "Explain the miracle of the resurrection of Jesus in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the miracle of the resurrection of Jesus?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about the miracle of the resurrection of Jesus."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the miracle. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the miracle of the resurrection of Jesus."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the resurrection of Jesus in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the Miracles of Jesus course!"
+          - "You have learned about the various miracles performed by Jesus, including healing, provision, nature, and resurrection."
+          - "These miracles demonstrate Jesus' divine power and compassion for humanity."
+          - "We are proud of your dedication and hard work. Well done!"
+

research/activity11.yaml

@@ -0,0 +1,580 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "What is the Revolutionary War?"
+        content_blocks:
+          - "Welcome to the American Revolutionary War course!"
+          - "The American Revolutionary War, also known as the American War of Independence, was a conflict between Great Britain and its thirteen colonies in North America."
+        tokens_for_ai: "Explain what the American Revolutionary War is in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you know about the American Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of the American Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Revolutionary War. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Revolutionary War in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of the Revolutionary War"
+        content_blocks:
+          - "The Revolutionary War was important because it led to the independence of the United States from British rule."
+          - "It also established the principles of liberty, democracy, and self-governance."
+        tokens_for_ai: "Explain the importance of the American Revolutionary War in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is the American Revolutionary War important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of the American Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of the Revolutionary War in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Causes of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "Taxation Without Representation"
+        content_blocks:
+          - "One of the main causes of the Revolutionary War was the issue of 'taxation without representation.'"
+          - "The British government imposed taxes on the American colonies without giving them representation in Parliament."
+        tokens_for_ai: "Explain the concept of 'taxation without representation' and its role in causing the Revolutionary War in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is 'taxation without representation' and how did it contribute to the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the concept of 'taxation without representation' and its role in the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of 'taxation without representation.' Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on 'taxation without representation.'"
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of 'taxation without representation' in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Intolerable Acts"
+        content_blocks:
+          - "The Intolerable Acts were a series of punitive laws passed by the British Parliament in response to the Boston Tea Party."
+          - "These acts further angered the American colonists and contributed to the outbreak of the Revolutionary War."
+        tokens_for_ai: "Explain what the Intolerable Acts were and their role in causing the Revolutionary War in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What were the Intolerable Acts and how did they contribute to the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what the Intolerable Acts were and their role in the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Intolerable Acts. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Intolerable Acts."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Intolerable Acts in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Key Events of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Boston Tea Party"
+        content_blocks:
+          - "The Boston Tea Party was a political protest by the Sons of Liberty in Boston, Massachusetts, on December 16, 1773."
+          - "American colonists, frustrated with British taxation, dumped 342 chests of British tea into the harbor."
+        tokens_for_ai: "Explain the Boston Tea Party and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Boston Tea Party and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what the Boston Tea Party was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Boston Tea Party. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Boston Tea Party."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Boston Tea Party in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Battles of Lexington and Concord"
+        content_blocks:
+          - "The Battles of Lexington and Concord were the first military engagements of the American Revolutionary War."
+          - "They were fought on April 19, 1775, in Middlesex County, Province of Massachusetts Bay."
+        tokens_for_ai: "Explain the Battles of Lexington and Concord and their significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What were the Battles of Lexington and Concord and why were they significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what the Battles of Lexington and Concord were and their significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Battles of Lexington and Concord. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battles of Lexington and Concord."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Battles of Lexington and Concord in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Key Figures of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "George Washington"
+        content_blocks:
+          - "George Washington was the commander-in-chief of the Continental Army during the American Revolutionary War."
+          - "He later became the first President of the United States."
+        tokens_for_ai: "Explain who George Washington was and his role in the Revolutionary War in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Who was George Washington and what was his role in the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand who George Washington was and his role in the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of George Washington. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on George Washington."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of George Washington in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Thomas Jefferson"
+        content_blocks:
+          - "Thomas Jefferson was the principal author of the Declaration of Independence."
+          - "He later became the third President of the United States."
+        tokens_for_ai: "Explain who Thomas Jefferson was and his role in the Revolutionary War in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Who was Thomas Jefferson and what was his role in the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand who Thomas Jefferson was and his role in the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of Thomas Jefferson. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Thomas Jefferson."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Thomas Jefferson in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Major Battles of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Battle of Bunker Hill"
+        content_blocks:
+          - "The Battle of Bunker Hill was fought on June 17, 1775, during the early stages of the American Revolutionary War."
+          - "Despite being a British victory, the battle demonstrated that the American forces could stand up to the British army."
+        tokens_for_ai: "Explain the Battle of Bunker Hill and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Battle of Bunker Hill and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what the Battle of Bunker Hill was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Battle of Bunker Hill. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battle of Bunker Hill."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Battle of Bunker Hill in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Battle of Saratoga"
+        content_blocks:
+          - "The Battle of Saratoga was a turning point in the American Revolutionary War."
+          - "Fought in 1777, it resulted in a decisive victory for the American forces and convinced France to join the war on the side of the Americans."
+        tokens_for_ai: "Explain the Battle of Saratoga and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Battle of Saratoga and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what the Battle of Saratoga was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Battle of Saratoga. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battle of Saratoga."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Battle of Saratoga in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "The Declaration of Independence"
+    steps:
+      - step_id: "step_1"
+        title: "Drafting the Declaration"
+        content_blocks:
+          - "The Declaration of Independence was drafted by Thomas Jefferson and adopted by the Continental Congress on July 4, 1776."
+          - "It declared the thirteen American colonies as independent states, free from British rule."
+        tokens_for_ai: "Explain the drafting of the Declaration of Independence and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Declaration of Independence and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what the Declaration of Independence was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Declaration of Independence. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Declaration of Independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Key Principles of the Declaration"
+        content_blocks:
+          - "The Declaration of Independence outlined key principles such as equality, unalienable rights, and the right to alter or abolish government."
+          - "It emphasized that all men are created equal and have the right to life, liberty, and the pursuit of happiness."
+        tokens_for_ai: "Explain the key principles of the Declaration of Independence in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What are the key principles of the Declaration of Independence?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the key principles of the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the key principles. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the key principles of the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the key principles of the Declaration of Independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_7"
+    title: "The End of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Siege of Yorktown"
+        content_blocks:
+          - "The Siege of Yorktown was the last major battle of the American Revolutionary War."
+          - "Fought in 1781, it resulted in the surrender of British General Cornwallis and effectively ended the war."
+        tokens_for_ai: "Explain the Siege of Yorktown and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Siege of Yorktown and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what the Siege of Yorktown was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Siege of Yorktown. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Siege of Yorktown."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Siege of Yorktown in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Treaty of Paris"
+        content_blocks:
+          - "The Treaty of Paris was signed on September 3, 1783, and officially ended the American Revolutionary War."
+          - "The treaty recognized the independence of the United States and established its borders."
+        tokens_for_ai: "Explain the Treaty of Paris and its significance in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the Treaty of Paris and why was it significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what the Treaty of Paris was and its significance."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the Treaty of Paris. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Treaty of Paris."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Treaty of Paris in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_8"
+    title: "Legacy of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "Impact on the United States"
+        content_blocks:
+          - "The American Revolutionary War had a profound impact on the United States."
+          - "It led to the establishment of a new nation based on principles of liberty, democracy, and self-governance."
+        tokens_for_ai: "Explain the impact of the Revolutionary War on the United States in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the impact of the Revolutionary War on the United States?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the impact of the Revolutionary War on the United States."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the impact. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the impact of the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the impact of the Revolutionary War in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Influence on Other Nations"
+        content_blocks:
+          - "The American Revolutionary War inspired other nations to fight for their independence and adopt democratic principles."
+          - "It had a significant influence on the French Revolution and other independence movements around the world."
+        tokens_for_ai: "Explain the influence of the Revolutionary War on other nations in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How did the Revolutionary War influence other nations?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the influence of the Revolutionary War on other nations."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the influence. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the influence of the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the influence of the Revolutionary War in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_9"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the American Revolutionary War course!"
+          - "You have learned about the causes, key events, major battles, important figures, and the legacy of the Revolutionary War."
+          - "This knowledge will help you understand the foundations of the United States and the principles of liberty and democracy."
+          - "We are proud of your dedication and hard work. Well done!"

research/activity12.yaml

@@ -0,0 +1,596 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "What is the Revolutionary War?"
+        content_blocks:
+          - "Welcome to the American Revolutionary War course!"
+          - "The American Revolutionary War, also known as the American War of Independence, was a conflict between Great Britain and its thirteen colonies in North America."
+          - "Think about why the colonies might have wanted to break away from British rule. Consider issues like governance, taxes, and representation."
+        tokens_for_ai: "Guide the student to think about the reasons for the colonies wanting independence. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the American colonies wanted to break away from British rule?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of why the colonies wanted independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the reasons for independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the reasons for independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of the Revolutionary War"
+        content_blocks:
+          - "The Revolutionary War was important because it led to the independence of the United States from British rule."
+          - "It also established the principles of liberty, democracy, and self-governance."
+          - "Think about how gaining independence might have changed the lives of the colonists. Consider aspects like freedom, governance, and rights."
+        tokens_for_ai: "Guide the student to think about the impact of independence on the colonists' lives. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think gaining independence changed the lives of the colonists?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the impact of gaining independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the impact of independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the impact of independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Causes of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "Taxation Without Representation"
+        content_blocks:
+          - "One of the main causes of the Revolutionary War was the issue of 'taxation without representation.'"
+          - "The British government imposed taxes on the American colonies without giving them representation in Parliament."
+          - "Think about how you would feel if you had to pay taxes but had no say in how the money was spent. How might this lead to frustration and anger?"
+        tokens_for_ai: "Guide the student to think about the feelings of the colonists regarding taxation without representation. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think the colonists felt about 'taxation without representation' and why?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the colonists' feelings about 'taxation without representation.'"
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on 'taxation without representation.'"
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of 'taxation without representation' in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Intolerable Acts"
+        content_blocks:
+          - "The Intolerable Acts were a series of punitive laws passed by the British Parliament in response to the Boston Tea Party."
+          - "These acts further angered the American colonists and contributed to the outbreak of the Revolutionary War."
+          - "Think about how you would feel if you were punished for protesting against something you believed was unfair. How might this lead to a desire for change?"
+        tokens_for_ai: "Guide the student to think about the feelings of the colonists regarding the Intolerable Acts. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think the colonists felt about the Intolerable Acts and why?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the colonists' feelings about the Intolerable Acts."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Intolerable Acts."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Intolerable Acts in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Key Events of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Boston Tea Party"
+        content_blocks:
+          - "The Boston Tea Party was a political protest by the Sons of Liberty in Boston, Massachusetts, on December 16, 1773."
+          - "American colonists, frustrated with British taxation, dumped 342 chests of British tea into the harbor."
+          - "Think about why the colonists chose to protest in this way. What message were they trying to send to the British government?"
+        tokens_for_ai: "Guide the student to think about the reasons behind the Boston Tea Party. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the colonists chose to protest by dumping tea into the harbor?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the reasons behind the Boston Tea Party."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Boston Tea Party."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Boston Tea Party in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Battles of Lexington and Concord"
+        content_blocks:
+          - "The Battles of Lexington and Concord were the first military engagements of the American Revolutionary War."
+          - "They were fought on April 19, 1775, in Middlesex County, Province of Massachusetts Bay."
+          - "Think about why these battles were significant. How did they change the relationship between the colonies and Great Britain?"
+        tokens_for_ai: "Guide the student to think about the significance of the Battles of Lexington and Concord. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Battles of Lexington and Concord were significant?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the significance of the Battles of Lexington and Concord."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battles of Lexington and Concord."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Battles of Lexington and Concord in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Key Figures of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "George Washington"
+        content_blocks:
+          - "George Washington was the commander-in-chief of the Continental Army during the American Revolutionary War."
+          - "He later became the first President of the United States."
+          - "Think about the qualities that made George Washington a good leader. How did his leadership contribute to the success of the American forces?"
+        tokens_for_ai: "Guide the student to think about the qualities of George Washington's leadership. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What qualities do you think made George Washington a good leader and how did his leadership contribute to the success of the American forces?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the qualities that made George Washington a good leader."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on George Washington's leadership qualities."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of George Washington's leadership qualities in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Thomas Jefferson"
+        content_blocks:
+          - "Thomas Jefferson was the principal author of the Declaration of Independence."
+          - "He later became the third President of the United States."
+          - "Think about the impact of the Declaration of Independence. How did Thomas Jefferson's words inspire the colonists and shape the new nation?"
+        tokens_for_ai: "Guide the student to think about the impact of the Declaration of Independence and Thomas Jefferson's role. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think Thomas Jefferson's words in the Declaration of Independence inspired the colonists and shaped the new nation?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the impact of Thomas Jefferson's words in the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Thomas Jefferson's role."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of Thomas Jefferson's role in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Major Battles of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Battle of Bunker Hill"
+        content_blocks:
+          - "The Battle of Bunker Hill was fought on June 17, 1775, during the early stages of the American Revolutionary War."
+          - "Despite being a British victory, the battle demonstrated that the American forces could stand up to the British army."
+          - "Think about the significance of this battle. How might it have affected the morale and determination of the American forces?"
+        tokens_for_ai: "Guide the student to think about the significance of the Battle of Bunker Hill. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Battle of Bunker Hill was significant for the American forces?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the significance of the Battle of Bunker Hill for the American forces."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battle of Bunker Hill."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Battle of Bunker Hill in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Battle of Saratoga"
+        content_blocks:
+          - "The Battle of Saratoga was a turning point in the American Revolutionary War."
+          - "Fought in 1777, it resulted in a decisive victory for the American forces and convinced France to join the war on the side of the Americans."
+          - "Think about why this battle was a turning point. How did the involvement of France change the course of the war?"
+        tokens_for_ai: "Guide the student to think about the significance of the Battle of Saratoga. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Battle of Saratoga was a turning point in the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the significance of the Battle of Saratoga."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Battle of Saratoga."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Battle of Saratoga in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "The Declaration of Independence"
+    steps:
+      - step_id: "step_1"
+        title: "Drafting the Declaration"
+        content_blocks:
+          - "The Declaration of Independence was drafted by Thomas Jefferson and adopted by the Continental Congress on July 4, 1776."
+          - "It declared the thirteen American colonies as independent states, free from British rule."
+          - "Think about the significance of declaring independence. How might this document have inspired the colonists and affected their resolve to fight for freedom?"
+        tokens_for_ai: "Guide the student to think about the significance of the Declaration of Independence. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Declaration of Independence was significant for the colonists?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the significance of the Declaration of Independence for the colonists."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Declaration of Independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Key Principles of the Declaration"
+        content_blocks:
+          - "The Declaration of Independence outlined key principles such as equality, unalienable rights, and the right to alter or abolish government."
+          - "It emphasized that all men are created equal and have the right to life, liberty, and the pursuit of happiness."
+          - "Think about how these principles might have influenced the new nation. How do you think they shaped the values and government of the United States?"
+        tokens_for_ai: "Guide the student to think about the key principles of the Declaration of Independence and their influence. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think the key principles of the Declaration of Independence influenced the new nation?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the influence of the key principles of the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the key principles of the Declaration of Independence."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the key principles of the Declaration of Independence in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_7"
+    title: "The End of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "The Siege of Yorktown"
+        content_blocks:
+          - "The Siege of Yorktown was the last major battle of the American Revolutionary War."
+          - "Fought in 1781, it resulted in the surrender of British General Cornwallis and effectively ended the war."
+          - "Think about why this battle was significant. How did the surrender of Cornwallis impact the outcome of the war?"
+        tokens_for_ai: "Guide the student to think about the significance of the Siege of Yorktown. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Siege of Yorktown was significant in ending the Revolutionary War?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the significance of the Siege of Yorktown in ending the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Siege of Yorktown."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Siege of Yorktown in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "The Treaty of Paris"
+        content_blocks:
+          - "The Treaty of Paris was signed on September 3, 1783, and officially ended the American Revolutionary War."
+          - "The treaty recognized the independence of the United States and established its borders."
+          - "Think about the significance of this treaty. How did it solidify the United States' status as an independent nation?"
+        tokens_for_ai: "Guide the student to think about the significance of the Treaty of Paris. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do you think the Treaty of Paris was significant in solidifying the United States' independence?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the significance of the Treaty of Paris in solidifying the United States' independence."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Treaty of Paris."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the Treaty of Paris in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_8"
+    title: "Legacy of the Revolutionary War"
+    steps:
+      - step_id: "step_1"
+        title: "Impact on the United States"
+        content_blocks:
+          - "The American Revolutionary War had a profound impact on the United States."
+          - "It led to the establishment of a new nation based on principles of liberty, democracy, and self-governance."
+          - "Think about how these principles have shaped the United States. How do you see the influence of the Revolutionary War in the country's values and government today?"
+        tokens_for_ai: "Guide the student to think about the impact of the Revolutionary War on the United States. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think the principles established during the Revolutionary War have shaped the United States today?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the impact of the Revolutionary War on the United States today."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the impact of the Revolutionary War."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the impact of the Revolutionary War in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Influence on Other Nations"
+        content_blocks:
+          - "The American Revolutionary War inspired other nations to fight for their independence and adopt democratic principles."
+          - "It had a significant influence on the French Revolution and other independence movements around the world."
+          - "Think about how the success of the American Revolution might have inspired other countries. How do you think it influenced global movements for independence and democracy?"
+        tokens_for_ai: "Guide the student to think about the influence of the American Revolutionary War on other nations. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you think the success of the American Revolution influenced other countries' movements for independence and democracy?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the influence of the American Revolution on other countries."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the student to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the student's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the influence of the American Revolution."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the student back to the topic of the influence of the American Revolution in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the student's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_9"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the American Revolutionary War course!"
+          - "You have learned about the causes, key events, major battles, important figures, and the legacy of the Revolutionary War."
+          - "This knowledge will help you understand the foundations of the United States and the principles of liberty and democracy."
+          - "We are proud of your dedication and hard work. Well done!"

research/activity2.yaml

@@ -0,0 +1,287 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Python"
+    steps:
+      - step_id: "step_1"
+        title: "What is Python?"
+        content_blocks:
+          - "Welcome to the Python programming course."
+          - "Python is a high-level, interpreted programming language known for its readability and versatility."
+        tokens_for_ai: "Explain what Python is and its key features in a friendly and engaging manner."
+        question: "What do you know about Python?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of Python."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of Python. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Python."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Python in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Installing Python"
+        content_blocks:
+          - "To start coding in Python, you need to install it on your computer."
+          - "You can download Python from the official website: https://www.python.org/downloads/"
+        tokens_for_ai: "Explain how to install Python on different operating systems in a friendly and engaging manner."
+        question: "Have you installed Python on your computer?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You are ready to start coding in Python."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have some issues with the installation. Let's go over the steps again."
+            ai_feedback:
+              tokens_for_ai: "Provide detailed installation steps to help the user in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on installing Python."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of installing Python in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Basic Python Syntax"
+    steps:
+      - step_id: "step_1"
+        title: "Writing Your First Python Program"
+        content_blocks:
+          - "Let's write your first Python program."
+          - "Open a text editor and type the following code:\n```python\nprint('Hello, World!')\n```"
+          - "Save the file with a `.py` extension and run it using the Python interpreter."
+        tokens_for_ai: "Explain how to write and run a simple Python program in a friendly and engaging manner."
+        question: "Were you able to run the 'Hello, World!' program?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You've written and run your first Python program."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you had some issues. Let's go over the steps again."
+            ai_feedback:
+              tokens_for_ai: "Provide detailed steps to help the user run the program successfully in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on writing and running the Python program."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of writing and running the Python program in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Variables and Data Types"
+        content_blocks:
+          - "In Python, you can store data in variables."
+          - "Python supports various data types such as integers, floats, strings, and booleans."
+          - "Here's an example:\n```python\nx = 5\npi = 3.14\nname = 'Alice'\nis_student = True\n```"
+        tokens_for_ai: "Explain variables and data types in Python with examples in a friendly and engaging manner."
+        question: "Can you create a variable and assign a value to it?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You have successfully created a variable."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples and explanations to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on variables and data types."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of variables and data types in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Control Flow"
+    steps:
+      - step_id: "step_1"
+        title: "If Statements"
+        content_blocks:
+          - "If statements allow you to execute code based on certain conditions."
+          - "Here's an example:\n```python\nx = 10\nif x > 5:\n    print('x is greater than 5')\nelse:\n    print('x is 5 or less')\n```"
+        tokens_for_ai: "Explain if statements in Python with examples in a friendly and engaging manner."
+        question: "Can you write an if statement to check if a number is positive?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You've written a correct if statement."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples and explanations to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on if statements."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of if statements in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "For Loops"
+        content_blocks:
+          - "For loops allow you to iterate over a sequence of elements."
+          - "Here's an example:\n```python\nfor i in range(5):\n    print(i)\n```"
+        tokens_for_ai: "Explain for loops in Python with examples in a friendly and engaging manner."
+        question: "Can you write a for loop to print the numbers from 1 to 10?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You've written a correct for loop."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples and explanations to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on for loops."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of for loops in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Functions"
+    steps:
+      - step_id: "step_1"
+        title: "Defining Functions"
+        content_blocks:
+          - "Functions allow you to encapsulate code into reusable blocks."
+          - "Here's an example:\n```python\ndef greet(name):\n    print(f'Hello, {name}!')\n\ngreet('Alice')\n```"
+        tokens_for_ai: "Explain how to define and use functions in Python with examples in a friendly and engaging manner."
+        question: "Can you define a function that takes two numbers and returns their sum?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You've defined a correct function."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples and explanations to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on defining functions."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of defining functions in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Calling Functions"
+        content_blocks:
+          - "Once you've defined a function, you can call it to execute the code inside it."
+          - "Here's an example:\n```python\ndef add(a, b):\n    return a + b\n\nresult = add(3, 4)\nprint(result)\n```"
+        tokens_for_ai: "Explain how to call functions in Python with examples in a friendly and engaging manner."
+        question: "Can you call a function that you've defined and print the result?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You've called the function correctly."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "It seems like you have a partial understanding. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional examples and explanations to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on calling functions."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of calling functions in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."

research/activity3.yaml

@@ -0,0 +1,286 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Elephants"
+    steps:
+      - step_id: "step_1"
+        title: "What is an Elephant?"
+        content_blocks:
+          - "Welcome to the world of elephants!"
+          - "Elephants are the largest land animals on Earth. They are known for their big ears, long trunks, and tusks."
+        tokens_for_ai: "Explain what an elephant is and its key features in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you know about elephants?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know a lot about elephants."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about elephants. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on elephants."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of elephants in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Where Do Elephants Live?"
+        content_blocks:
+          - "Elephants live in different parts of the world."
+          - "There are two main types of elephants: African elephants and Asian elephants."
+          - "African elephants live in Africa, and Asian elephants live in Asia."
+        tokens_for_ai: "Explain where elephants live and the difference between African and Asian elephants in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name the two types of elephants and where they live?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know where elephants live."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about where elephants live. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on where elephants live."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of where elephants live in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Elephant Anatomy"
+    steps:
+      - step_id: "step_1"
+        title: "Elephant Trunks"
+        content_blocks:
+          - "Elephants have long trunks that they use for many things."
+          - "They use their trunks to drink water, pick up food, and even to greet other elephants."
+        tokens_for_ai: "Explain the uses of an elephant's trunk in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do elephants use their trunks for?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how elephants use their trunks."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about how elephants use their trunks. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on elephant trunks."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of elephant trunks in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Elephant Ears"
+        content_blocks:
+          - "Elephants have big ears that help them stay cool."
+          - "They flap their ears to fan themselves and keep their bodies cool."
+        tokens_for_ai: "Explain the purpose of an elephant's ears in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do elephants have big ears?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know why elephants have big ears."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about why elephants have big ears. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on elephant ears."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of elephant ears in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Elephant Behavior"
+    steps:
+      - step_id: "step_1"
+        title: "Elephant Families"
+        content_blocks:
+          - "Elephants live in groups called herds."
+          - "A herd is usually led by the oldest female elephant, called the matriarch."
+        tokens_for_ai: "Explain the social structure of elephant herds in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is a group of elephants called and who leads it?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about elephant families."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about elephant families. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on elephant families."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of elephant families in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Elephant Communication"
+        content_blocks:
+          - "Elephants communicate with each other using sounds, touch, and even vibrations."
+          - "They can make loud trumpeting sounds and low rumbles that humans can't hear."
+        tokens_for_ai: "Explain how elephants communicate in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do elephants communicate with each other?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how elephants communicate."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about how elephants communicate. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on elephant communication."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of elephant communication in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Elephant Conservation"
+    steps:
+      - step_id: "step_1"
+        title: "Why Elephants Need Our Help"
+        content_blocks:
+          - "Elephants are amazing animals, but they need our help to survive."
+          - "Many elephants are in danger because of habitat loss and poaching."
+        tokens_for_ai: "Explain why elephants need our help and the threats they face in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why do elephants need our help?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand why elephants need our help."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about why elephants need our help. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the child's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on why elephants need our help."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of why elephants need our help in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "How We Can Help Elephants"
+        content_blocks:
+          - "There are many ways we can help elephants."
+          - "We can support organizations that protect elephants, learn more about them, and spread the word to others."
+        tokens_for_ai: "Explain how we can help elephants in a friendly and engaging manner suitable for a 7-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you think of ways to help elephants?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You have great ideas to help elephants."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the child to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have some good ideas. Let's think of more ways to help elephants."
+            ai_feedback:
+              tokens_for_ai: "Provide additional suggestions to help the child think of more ways to help elephants in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on how we can help elephants."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the child back to the topic of how we can help elephants in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the child's clarifying questions and provide additional information in a friendly and engaging manner."

research/activity4.yaml

@@ -0,0 +1,361 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Mario"
+    steps:
+      - step_id: "step_1"
+        title: "Who is Mario?"
+        content_blocks:
+          - "Welcome to the Mario trivia game!"
+          #- "Mario is a famous video game character created by Nintendo. He is known for his adventures in various games."
+        tokens_for_ai: "Explain who Mario is and his significance in video games in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Who is Mario?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know who Mario is."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Mario. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Mario."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Mario in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Mario's First Game"
+        content_blocks: []
+        #content_blocks:
+        #  - "Mario first appeared in the game Donkey Kong in 1981."
+        #  - "In this game, Mario had to rescue a damsel in distress from a giant ape named Donkey Kong."
+        tokens_for_ai: "Explain Mario's first appearance in video games in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What was the first game Mario appeared in?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about Mario's first game."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Mario's first game. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Mario's first game."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Mario's first game in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Mario's Friends and Foes"
+    steps:
+      - step_id: "step_1"
+        title: "Mario's Friends"
+        content_blocks:
+          - "Mario has many friends who help him on his adventures."
+          #- "Some of his friends include Luigi, Princess Peach, and Yoshi."
+        tokens_for_ai: "Explain who Mario's friends are in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some of Mario's friends?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about Mario's friends."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Mario's friends. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Mario's friends."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Mario's friends in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Mario's Foes"
+        content_blocks:
+          - "Mario also has many enemies that he has to defeat."
+          #- "Some of his foes include Bowser, Goombas, and Koopa Troopas."
+        tokens_for_ai: "Explain who Mario's foes are in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some of Mario's foes?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about Mario's foes."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Mario's foes. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Mario's foes."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Mario's foes in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Mario's Adventures"
+    steps:
+      - step_id: "step_1"
+        title: "Super Mario Bros."
+        content_blocks:
+          - "One of the most famous Mario games is Super Mario Bros., released in 1985."
+          #- "In this game, Mario must rescue Princess Peach from Bowser."
+        tokens_for_ai: "Explain the game Super Mario Bros. in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the main objective in Super Mario Bros.?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know the main objective in Super Mario Bros."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Super Mario Bros. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Super Mario Bros."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Super Mario Bros. in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Mario Kart"
+        content_blocks:
+          - "Mario Kart is a popular racing game series featuring Mario and his friends."
+          #- "Players race against each other on various tracks and use items to gain an advantage."
+        tokens_for_ai: "Explain the game Mario Kart in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the main objective in Mario Kart?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know the main objective in Mario Kart."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Mario Kart. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Mario Kart."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Mario Kart in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Mario's Power-Ups"
+    steps:
+      - step_id: "step_1"
+        title: "Super Mushroom"
+        content_blocks: []
+        #content_blocks:
+        #  - "The Super Mushroom is a power-up that makes Mario grow bigger."
+        #  - "It allows Mario to take an extra hit from enemies."
+        tokens_for_ai: "Explain the Super Mushroom power-up in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What does the Super Mushroom do?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know what the Super Mushroom does."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about the Super Mushroom. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Super Mushroom."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Super Mushroom in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Fire Flower"
+        content_blocks: []
+        #content_blocks:
+        #  - "The Fire Flower is a power-up that gives Mario the ability to throw fireballs."
+        #  - "It allows Mario to defeat enemies from a distance."
+        tokens_for_ai: "Explain the Fire Flower power-up in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What does the Fire Flower do?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know what the Fire Flower does."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about the Fire Flower. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Fire Flower."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Fire Flower in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Mario's Worlds"
+    steps:
+      - step_id: "step_1"
+        title: "Mushroom Kingdom"
+        content_blocks: []
+        #content_blocks:
+        #  - "The Mushroom Kingdom is the main setting for many Mario games."
+        #  - "It is ruled by Princess Peach and is often threatened by Bowser."
+        tokens_for_ai: "Explain the Mushroom Kingdom in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the Mushroom Kingdom?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about the Mushroom Kingdom."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about the Mushroom Kingdom. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the Mushroom Kingdom."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the Mushroom Kingdom in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Bowser's Castle"
+        content_blocks: []
+        #content_blocks:
+        #  - "Bowser's Castle is the home of Mario's arch-enemy, Bowser."
+        #  - "It is often the final level in many Mario games, where Mario must defeat Bowser to rescue Princess Peach."
+        tokens_for_ai: "Explain Bowser's Castle in a friendly and engaging manner suitable for a 13-year-old. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is Bowser's Castle?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about Bowser's Castle."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Bowser's Castle. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Bowser's Castle."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Bowser's Castle in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."

research/activity5.yaml

@@ -0,0 +1,356 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Perimeter Security"
+    steps:
+      - step_id: "step_1"
+        title: "What is Perimeter Security?"
+        content_blocks:
+          - "Welcome to the perimeter security training for a presidential speech."
+          - "Perimeter security involves measures taken to protect the outer boundary of a location to prevent unauthorized access."
+        tokens_for_ai: "Explain what perimeter security is and its importance in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you understand by perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of perimeter security."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of perimeter security. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on perimeter security."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of perimeter security in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of Perimeter Security for a Presidential Speech"
+        content_blocks:
+          - "Perimeter security is crucial for a presidential speech to ensure the safety of the president and attendees."
+          - "It helps prevent unauthorized access, potential threats, and ensures a controlled environment."
+        tokens_for_ai: "Explain the importance of perimeter security for a presidential speech in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is perimeter security important for a presidential speech?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of perimeter security for a presidential speech."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of perimeter security."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of perimeter security in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Planning and Preparation"
+    steps:
+      - step_id: "step_1"
+        title: "Site Assessment"
+        content_blocks:
+          - "The first step in hardening a perimeter is conducting a thorough site assessment."
+          - "Identify potential vulnerabilities, entry points, and areas that need reinforcement."
+        tokens_for_ai: "Explain the importance of site assessment and what it involves in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the purpose of a site assessment in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the purpose of a site assessment."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the site assessment. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the site assessment."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the site assessment in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Security Plan Development"
+        content_blocks:
+          - "Develop a comprehensive security plan based on the site assessment."
+          - "The plan should include security measures, personnel deployment, and emergency response protocols."
+        tokens_for_ai: "Explain how to develop a security plan and what it should include in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What should be included in a security plan for a presidential speech?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know what should be included in a security plan."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the security plan. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the security plan."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the security plan in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Implementing Security Measures"
+    steps:
+      - step_id: "step_1"
+        title: "Physical Barriers"
+        content_blocks:
+          - "Physical barriers such as fences, bollards, and barricades are essential for perimeter security."
+          - "They help control access and prevent unauthorized entry."
+        tokens_for_ai: "Explain the role of physical barriers in perimeter security in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the role of physical barriers in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the role of physical barriers."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of physical barriers. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on physical barriers."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of physical barriers in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Access Control"
+        content_blocks:
+          - "Access control measures include security checkpoints, ID verification, and controlled entry points."
+          - "These measures help ensure that only authorized personnel can enter the secured area."
+        tokens_for_ai: "Explain the importance of access control in perimeter security in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is access control important in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of access control."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of access control. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on access control."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of access control in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Monitoring and Surveillance"
+    steps:
+      - step_id: "step_1"
+        title: "Surveillance Cameras"
+        content_blocks:
+          - "Surveillance cameras are essential for monitoring the perimeter and detecting potential threats."
+          - "They provide real-time video feeds to security personnel."
+        tokens_for_ai: "Explain the role of surveillance cameras in perimeter security in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the role of surveillance cameras in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the role of surveillance cameras."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of surveillance cameras. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on surveillance cameras."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of surveillance cameras in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Security Personnel"
+        content_blocks:
+          - "Security personnel play a crucial role in monitoring the perimeter and responding to incidents."
+          - "They should be strategically positioned and equipped with communication devices."
+        tokens_for_ai: "Explain the role of security personnel in perimeter security in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the role of security personnel in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the role of security personnel."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of security personnel. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on security personnel."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of security personnel in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Emergency Response"
+    steps:
+      - step_id: "step_1"
+        title: "Emergency Protocols"
+        content_blocks:
+          - "Emergency protocols are essential for responding to incidents quickly and effectively."
+          - "They should include evacuation plans, communication procedures, and roles and responsibilities."
+        tokens_for_ai: "Explain the importance of emergency protocols in perimeter security in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why are emergency protocols important in perimeter security?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the importance of emergency protocols."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of emergency protocols. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on emergency protocols."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of emergency protocols in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Communication During Emergencies"
+        content_blocks:
+          - "Effective communication is crucial during emergencies to coordinate response efforts."
+          - "Use radios, phones, and other communication devices to stay in contact with security personnel."
+        tokens_for_ai: "Explain the importance of communication during emergencies in a friendly and engaging manner suitable for a security professional. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is communication important during emergencies?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of communication during emergencies."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of communication during emergencies. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on communication during emergencies."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of communication during emergencies in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."

research/activity6.yaml

@@ -0,0 +1,285 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Cybersecurity"
+    steps:
+      - step_id: "step_1"
+        title: "What is Cybersecurity?"
+        content_blocks:
+          - "Welcome to the Cybersecurity Awareness Training."
+          - "Cybersecurity involves protecting computer systems, networks, and data from digital attacks."
+        tokens_for_ai: "Explain what cybersecurity is and its importance in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you understand by cybersecurity?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of cybersecurity."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of cybersecurity. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on cybersecurity."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of cybersecurity in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of Cybersecurity"
+        content_blocks:
+          - "Cybersecurity is crucial to protect sensitive information and maintain privacy."
+          - "It helps prevent data breaches, identity theft, and other cyber threats."
+        tokens_for_ai: "Explain the importance of cybersecurity in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is cybersecurity important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of cybersecurity."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of cybersecurity."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of cybersecurity in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Common Cybersecurity Threats"
+    steps:
+      - step_id: "step_1"
+        title: "Phishing Attacks"
+        content_blocks:
+          - "Phishing attacks involve tricking individuals into providing sensitive information by pretending to be a trustworthy entity."
+          - "These attacks often come in the form of emails or messages that appear legitimate."
+        tokens_for_ai: "Explain what phishing attacks are and how to recognize them in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is a phishing attack and how can you recognize it?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what phishing attacks are and how to recognize them."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of phishing attacks. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on phishing attacks."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of phishing attacks in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Malware"
+        content_blocks:
+          - "Malware is malicious software designed to harm or exploit computer systems."
+          - "Common types of malware include viruses, worms, and ransomware."
+        tokens_for_ai: "Explain what malware is and the different types in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is malware and what are some common types?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what malware is and the different types."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of malware. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on malware."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of malware in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Best Practices for Cybersecurity"
+    steps:
+      - step_id: "step_1"
+        title: "Strong Passwords"
+        content_blocks:
+          - "Using strong passwords is one of the simplest and most effective ways to protect your accounts."
+          - "A strong password should be at least 12 characters long and include a mix of letters, numbers, and special characters."
+        tokens_for_ai: "Explain the importance of strong passwords and how to create them in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why are strong passwords important and how can you create one?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the importance of strong passwords and how to create them."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of strong passwords. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on strong passwords."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of strong passwords in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Two-Factor Authentication"
+        content_blocks:
+          - "Two-factor authentication (2FA) adds an extra layer of security to your accounts."
+          - "It requires you to provide two forms of identification before accessing your account."
+        tokens_for_ai: "Explain what two-factor authentication is and its benefits in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is two-factor authentication and why is it beneficial?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what two-factor authentication is and its benefits."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of two-factor authentication. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on two-factor authentication."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of two-factor authentication in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Recognizing and Responding to Threats"
+    steps:
+      - step_id: "step_1"
+        title: "Recognizing Phishing Emails"
+        content_blocks:
+          - "Phishing emails often have telltale signs such as poor grammar, urgent language, and suspicious links."
+          - "Always verify the sender's email address and avoid clicking on links or downloading attachments from unknown sources."
+        tokens_for_ai: "Explain how to recognize phishing emails in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How can you recognize a phishing email?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how to recognize phishing emails."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of recognizing phishing emails. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on recognizing phishing emails."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of recognizing phishing emails in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Responding to a Cyber Attack"
+        content_blocks:
+          - "If you suspect a cyber attack, disconnect from the internet and report the incident to your IT department or a cybersecurity professional."
+          - "Do not attempt to fix the issue yourself as it may cause further damage."
+        tokens_for_ai: "Explain how to respond to a suspected cyber attack in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What should you do if you suspect a cyber attack?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to respond to a suspected cyber attack."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of responding to a cyber attack. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on responding to a cyber attack."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of responding to a cyber attack in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."

research/activity7.yaml

@@ -0,0 +1,725 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Financial Literacy"
+    steps:
+      - step_id: "step_1"
+        title: "What is Financial Literacy?"
+        content_blocks:
+          - "Welcome to the Financial Literacy for Teens course."
+          - "Financial literacy involves understanding how to manage money, including budgeting, saving, investing, and understanding credit."
+        tokens_for_ai: "Explain what financial literacy is and its importance in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you understand by financial literacy?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of financial literacy."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of financial literacy. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on financial literacy."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of financial literacy in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of Financial Literacy"
+        content_blocks:
+          - "Financial literacy is crucial for making informed decisions about money."
+          - "It helps you manage your finances, avoid debt, and plan for the future."
+        tokens_for_ai: "Explain the importance of financial literacy in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is financial literacy important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of financial literacy."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of financial literacy."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of financial literacy in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Budgeting"
+    steps:
+      - step_id: "step_1"
+        title: "What is a Budget?"
+        content_blocks:
+          - "A budget is a plan for how you will spend and save your money."
+          - "It helps you track your income and expenses to ensure you are living within your means."
+        tokens_for_ai: "Explain what a budget is and its purpose in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is a budget and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what a budget is and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of a budget. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on what a budget is."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of what a budget is in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Creating a Budget"
+        content_blocks:
+          - "To create a budget, start by listing your income and expenses."
+          - "Categorize your expenses into needs (e.g., food, rent) and wants (e.g., entertainment, dining out)."
+        tokens_for_ai: "Explain how to create a budget in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you create a budget?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to create a budget."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of creating a budget. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on creating a budget."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of creating a budget in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Saving Money"
+    steps:
+      - step_id: "step_1"
+        title: "Why Save Money?"
+        content_blocks:
+          - "Saving money is important for achieving financial goals and being prepared for unexpected expenses."
+          - "It helps you build a financial cushion and avoid debt."
+        tokens_for_ai: "Explain the importance of saving money in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is it important to save money?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the importance of saving money."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of saving money. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of saving money."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of saving money in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "How to Save Money"
+        content_blocks:
+          - "To save money, set aside a portion of your income regularly."
+          - "Consider opening a savings account to keep your money safe and earn interest."
+        tokens_for_ai: "Explain how to save money in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How can you save money effectively?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to save money effectively."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of saving money. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on how to save money."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of how to save money in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Investing"
+    steps:
+      - step_id: "step_1"
+        title: "What is Investing?"
+        content_blocks:
+          - "Investing involves putting your money into assets like stocks, bonds, or real estate to grow your wealth over time."
+          - "It carries some risk, but it can also offer higher returns than saving alone."
+        tokens_for_ai: "Explain what investing is and its purpose in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is investing and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what investing is and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of investing. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on what investing is."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of what investing is in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Types of Investments"
+        content_blocks:
+          - "Common types of investments include stocks, bonds, mutual funds, and real estate."
+          - "Each type of investment has its own risk and return profile."
+        tokens_for_ai: "Explain the different types of investments in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What are some common types of investments?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know the different types of investments."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the types of investments. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the types of investments."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the types of investments in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Understanding Credit"
+    steps:
+      - step_id: "step_1"
+        title: "What is Credit?"
+        content_blocks:
+          - "Credit is the ability to borrow money with the promise to repay it later."
+          - "It allows you to make purchases or access funds that you may not have immediately available."
+        tokens_for_ai: "Explain what credit is and its purpose in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is credit and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what credit is and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of credit. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on what credit is."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of what credit is in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Credit Scores"
+        content_blocks:
+          - "A credit score is a numerical representation of your creditworthiness."
+          - "It is based on your credit history and helps lenders determine the risk of lending to you."
+        tokens_for_ai: "Explain what a credit score is and its importance in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is a credit score and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what a credit score is and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of credit scores. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on credit scores."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of credit scores in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "Avoiding Debt"
+    steps:
+      - step_id: "step_1"
+        title: "What is Debt?"
+        content_blocks:
+          - "Debt is money that you owe to others, typically as a result of borrowing."
+          - "It can come from loans, credit cards, or other forms of borrowing."
+        tokens_for_ai: "Explain what debt is and its implications in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is debt and why is it important to manage it?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what debt is and why it's important to manage it."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of debt. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on what debt is."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of what debt is in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Managing Debt"
+        content_blocks:
+          - "To manage debt, make sure to pay your bills on time and avoid taking on more debt than you can handle."
+          - "Create a plan to pay off existing debt and prioritize high-interest debt first."
+        tokens_for_ai: "Explain how to manage debt effectively in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How can you manage debt effectively?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to manage debt effectively."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of managing debt. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on managing debt."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of managing debt in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_7"
+    title: "Planning for the Future"
+    steps:
+      - step_id: "step_1"
+        title: "Setting Financial Goals"
+        content_blocks:
+          - "Setting financial goals helps you plan for the future and stay motivated to save and invest."
+          - "Your goals can be short-term (e.g., saving for a new phone) or long-term (e.g., saving for college)."
+        tokens_for_ai: "Explain the importance of setting financial goals and how to set them in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is it important to set financial goals and how can you set them?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the importance of setting financial goals and how to set them."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of setting financial goals. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on setting financial goals."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of setting financial goals in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Building an Emergency Fund"
+        content_blocks:
+          - "An emergency fund is money set aside to cover unexpected expenses, such as medical bills or car repairs."
+          - "Aim to save at least three to six months' worth of living expenses in your emergency fund."
+        tokens_for_ai: "Explain the importance of an emergency fund and how to build one in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is an emergency fund and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what an emergency fund is and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of an emergency fund. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the emergency fund."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the emergency fund in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_8"
+    title: "Understanding Taxes"
+    steps:
+      - step_id: "step_1"
+        title: "What are Taxes?"
+        content_blocks:
+          - "Taxes are mandatory contributions to government revenue, collected from individuals and businesses."
+          - "They fund public services such as education, healthcare, and infrastructure."
+        tokens_for_ai: "Explain what taxes are and their purpose in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What are taxes and why are they important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what taxes are and why they're important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of taxes. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on taxes."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of taxes in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Filing Taxes"
+        content_blocks:
+          - "Filing taxes involves submitting a tax return to report your income and calculate the taxes you owe."
+          - "It's important to file your taxes accurately and on time to avoid penalties."
+        tokens_for_ai: "Explain how to file taxes and the importance of doing so in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you file taxes and why is it important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand how to file taxes and why it's important."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of filing taxes. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on filing taxes."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of filing taxes in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_9"
+    title: "Smart Spending"
+    steps:
+      - step_id: "step_1"
+        title: "Needs vs. Wants"
+        content_blocks:
+          - "Understanding the difference between needs and wants is crucial for smart spending."
+          - "Needs are essential for living (e.g., food, shelter), while wants are things you desire but can live without (e.g., new gadgets, dining out)."
+        tokens_for_ai: "Explain the difference between needs and wants in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the difference between needs and wants?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand the difference between needs and wants."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of needs and wants. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on needs and wants."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of needs and wants in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Making Smart Purchases"
+        content_blocks:
+          - "To make smart purchases, compare prices, read reviews, and consider the long-term value of the item."
+          - "Avoid impulse buying and stick to your budget."
+        tokens_for_ai: "Explain how to make smart purchases in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How can you make smart purchases?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to make smart purchases."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of making smart purchases. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on making smart purchases."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of making smart purchases in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_10"
+    title: "Protecting Your Finances"
+    steps:
+      - step_id: "step_1"
+        title: "Avoiding Scams"
+        content_blocks:
+          - "Scams are fraudulent schemes designed to steal your money or personal information."
+          - "Be cautious of unsolicited emails, phone calls, or messages asking for your financial information."
+        tokens_for_ai: "Explain how to recognize and avoid scams in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How can you recognize and avoid scams?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how to recognize and avoid scams."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of avoiding scams. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on avoiding scams."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of avoiding scams in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Identity Theft"
+        content_blocks:
+          - "Identity theft occurs when someone steals your personal information to commit fraud."
+          - "Protect your personal information by using strong passwords and being cautious about sharing your details online."
+        tokens_for_ai: "Explain what identity theft is and how to protect against it in a friendly and engaging manner suitable for teens. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is identity theft and how can you protect against it?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand what identity theft is and how to protect against it."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of identity theft. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on identity theft."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of identity theft in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+  - section_id: "section_11"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the Financial Literacy for Teens course!"
+          - "You have learned valuable skills and knowledge that will help you manage your finances effectively."
+          - "Remember, financial literacy is a lifelong journey, and the skills you've gained here will serve you well in the future."
+          - "Keep practicing what you've learned, stay curious, and continue to build your financial knowledge."
+          - "We are proud of your dedication and hard work. Well done!"
+
+
+

research/activity8.yaml

@@ -0,0 +1,372 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Cooking"
+    steps:
+      - step_id: "step_1"
+        title: "What is Cooking?"
+        content_blocks:
+          - "Welcome to the Basic Cooking Skills course."
+          - "Cooking is the process of preparing food by combining, mixing, and heating ingredients."
+        tokens_for_ai: "Explain what cooking is and its importance in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you understand by cooking?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You have a good understanding of cooking."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of cooking. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on cooking."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of cooking in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Importance of Cooking"
+        content_blocks:
+          - "Cooking is important because it allows you to control what goes into your food."
+          - "It helps you make healthier choices and can be a fun and creative activity."
+        tokens_for_ai: "Explain the importance of cooking in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Why is cooking important?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the importance of cooking."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of the importance. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on the importance of cooking."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of the importance of cooking in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Basic Cooking Techniques"
+    steps:
+      - step_id: "step_1"
+        title: "Chopping and Slicing"
+        content_blocks:
+          - "Chopping and slicing are fundamental cooking techniques."
+          - "Use a sharp knife and a cutting board. Keep your fingers tucked in to avoid cuts."
+        tokens_for_ai: "Explain how to chop and slice ingredients safely in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you chop and slice ingredients safely?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how to chop and slice ingredients safely."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of chopping and slicing. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on chopping and slicing."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of chopping and slicing in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Boiling and Simmering"
+        content_blocks:
+          - "Boiling and simmering are techniques used to cook food in water or broth."
+          - "Boiling involves cooking at a high temperature, while simmering is done at a lower temperature."
+        tokens_for_ai: "Explain the difference between boiling and simmering and how to do them in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is the difference between boiling and simmering, and how do you do them?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the difference between boiling and simmering and how to do them."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of boiling and simmering. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on boiling and simmering."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of boiling and simmering in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Simple Recipes"
+    steps:
+      - step_id: "step_1"
+        title: "Scrambled Eggs"
+        content_blocks:
+          - "Scrambled eggs are a simple and nutritious breakfast option."
+          - "Ingredients: 2 eggs, salt, pepper, butter."
+          - "Instructions: Crack the eggs into a bowl, add a pinch of salt and pepper, and whisk. Melt butter in a pan over medium heat, pour in the eggs, and stir until cooked."
+        tokens_for_ai: "Explain how to make scrambled eggs in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you make scrambled eggs?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how to make scrambled eggs."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of making scrambled eggs. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on making scrambled eggs."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of making scrambled eggs in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Pasta with Tomato Sauce"
+        content_blocks:
+          - "Pasta with tomato sauce is a simple and delicious meal."
+          - "Ingredients: 200g pasta, 1 can of tomato sauce, garlic, olive oil, salt, pepper, basil."
+          - "Instructions: Cook the pasta according to the package instructions. In a pan, heat olive oil, add minced garlic, and cook until fragrant. Add tomato sauce, salt, pepper, and basil. Simmer for 10 minutes. Mix with the cooked pasta."
+        tokens_for_ai: "Explain how to make pasta with tomato sauce in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you make pasta with tomato sauce?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to make pasta with tomato sauce."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of making pasta with tomato sauce. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on making pasta with tomato sauce."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of making pasta with tomato sauce in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Baking Basics"
+    steps:
+      - step_id: "step_1"
+        title: "Baking Cookies"
+        content_blocks:
+          - "Baking cookies is a fun and rewarding activity."
+          - "Ingredients: 1 cup butter, 1 cup sugar, 2 cups flour, 1 egg, 1 tsp vanilla extract, 1 tsp baking soda, a pinch of salt."
+          - "Instructions: Preheat the oven to 350°F (175°C). Cream the butter and sugar together. Add the egg and vanilla extract. Mix in the flour, baking soda, and salt. Drop spoonfuls of dough onto a baking sheet and bake for 10-12 minutes."
+        tokens_for_ai: "Explain how to bake cookies in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you bake cookies?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know how to bake cookies."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of baking cookies. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on baking cookies."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of baking cookies in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Baking Bread"
+        content_blocks:
+          - "Baking bread is a rewarding and delicious skill to learn."
+          - "Ingredients: 3 cups flour, 1 packet yeast, 1 cup warm water, 1 tbsp sugar, 1 tsp salt."
+          - "Instructions: Dissolve the yeast and sugar in warm water and let it sit for 5 minutes. Mix in the flour and salt to form a dough. Knead the dough for 10 minutes, then let it rise for 1 hour. Preheat the oven to 375°F (190°C). Shape the dough into a loaf and bake for 25-30 minutes."
+        tokens_for_ai: "Explain how to bake bread in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "How do you bake bread?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know how to bake bread."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of baking bread. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on baking bread."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of baking bread in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Cooking Safety"
+    steps:
+      - step_id: "step_1"
+        title: "Kitchen Safety Tips"
+        content_blocks:
+          - "Safety in the kitchen is crucial to prevent accidents and injuries."
+          - "Always use oven mitts when handling hot items, keep knives sharp and handle them carefully, and clean up spills immediately to avoid slips."
+        tokens_for_ai: "Explain important kitchen safety tips in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What are some important kitchen safety tips?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand important kitchen safety tips."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of kitchen safety tips. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on kitchen safety tips."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of kitchen safety tips in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Food Safety"
+        content_blocks:
+          - "Food safety is essential to prevent foodborne illnesses."
+          - "Always wash your hands before handling food, cook meat to the proper temperature, and store leftovers in the refrigerator promptly."
+        tokens_for_ai: "Explain important food safety practices in a friendly and engaging manner. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What are some important food safety practices?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand important food safety practices."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of food safety practices. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on food safety practices."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of food safety practices in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the Basic Cooking Skills course!"
+          - "You have learned valuable skills and techniques that will help you in the kitchen."
+          - "Remember, cooking is a skill that improves with practice, so keep experimenting and trying new recipes."
+          - "We are proud of your dedication and hard work. Well done!"
+

research/activity9.yaml

@@ -0,0 +1,652 @@
+default_max_attempts_per_step: 3
+sections:
+  - section_id: "section_1"
+    title: "Introduction to Minecraft"
+    steps:
+      - step_id: "step_1"
+        title: "What is Minecraft?"
+        content_blocks:
+          - "Welcome to the Minecraft Trivia game!"
+          - "Minecraft is a popular sandbox video game where players can build, explore, and survive in a blocky, procedurally-generated 3D world."
+        tokens_for_ai: "Explain what Minecraft is in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What do you know about Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know what Minecraft is."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Minecraft. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Minecraft in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Minecraft Gameplay"
+        content_blocks:
+          - "In Minecraft, players can explore a blocky world, gather resources, craft items, and build structures."
+          - "The game has different modes, including Survival, Creative, Adventure, and Spectator."
+        tokens_for_ai: "Explain the basic gameplay of Minecraft in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe the basic gameplay of Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You understand the basic gameplay of Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Minecraft gameplay. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Minecraft gameplay."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Minecraft gameplay in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_2"
+    title: "Minecraft Mobs"
+    steps:
+      - step_id: "step_1"
+        title: "Friendly Mobs"
+        content_blocks:
+          - "Minecraft has various friendly mobs, such as cows, pigs, and chickens."
+          - "These mobs can be found in different biomes and can be used for resources like food and materials."
+        tokens_for_ai: "Explain what friendly mobs are in Minecraft in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some friendly mobs in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about friendly mobs in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about friendly mobs. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on friendly mobs."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of friendly mobs in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Hostile Mobs"
+        content_blocks:
+          - "Minecraft also has hostile mobs, such as zombies, skeletons, and creepers."
+          - "These mobs attack players and can be found in dark areas or at night."
+        tokens_for_ai: "Explain what hostile mobs are in Minecraft in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some hostile mobs in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about hostile mobs in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about hostile mobs. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on hostile mobs."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of hostile mobs in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_3"
+    title: "Minecraft Biomes"
+    steps:
+      - step_id: "step_1"
+        title: "Overworld Biomes"
+        content_blocks:
+          - "The Overworld in Minecraft has various biomes, such as forests, deserts, and plains."
+          - "Each biome has unique features, resources, and mobs."
+        tokens_for_ai: "Explain what biomes are in Minecraft and describe some Overworld biomes in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some Overworld biomes in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about Overworld biomes in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Overworld biomes. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Overworld biomes."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Overworld biomes in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Nether Biomes"
+        content_blocks:
+          - "The Nether is a dangerous dimension in Minecraft with unique biomes, such as Nether Wastes, Crimson Forest, and Warped Forest."
+          - "These biomes have unique resources and hostile mobs."
+        tokens_for_ai: "Explain what Nether biomes are in Minecraft and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some Nether biomes in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about Nether biomes in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Nether biomes. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Nether biomes."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Nether biomes in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_4"
+    title: "Minecraft Items and Blocks"
+    steps:
+      - step_id: "step_1"
+        title: "Common Blocks"
+        content_blocks:
+          - "Minecraft has many common blocks, such as dirt, stone, and wood."
+          - "These blocks are used for building and crafting."
+        tokens_for_ai: "Explain what common blocks are in Minecraft and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some common blocks in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about common blocks in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about common blocks. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on common blocks."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of common blocks in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Crafting Items"
+        content_blocks:
+          - "Crafting is an essential part of Minecraft, allowing players to create items like tools, weapons, and armor."
+          - "Common crafting items include sticks, planks, and ingots."
+        tokens_for_ai: "Explain what crafting items are in Minecraft and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some crafting items in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about crafting items in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about crafting items. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on crafting items."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of crafting items in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_5"
+    title: "Minecraft Structures"
+    steps:
+      - step_id: "step_1"
+        title: "Villages"
+        content_blocks:
+          - "Villages are structures in Minecraft where villagers live and work."
+          - "They have houses, farms, and other buildings."
+        tokens_for_ai: "Explain what villages are in Minecraft and describe their features in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe what a village is in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know what a village is in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about villages. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on villages."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of villages in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Strongholds"
+        content_blocks:
+          - "Strongholds are underground structures in Minecraft that contain the End Portal."
+          - "They are made of stone bricks and have various rooms and corridors."
+        tokens_for_ai: "Explain what strongholds are in Minecraft and describe their features in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe what a stronghold is in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know what a stronghold is in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about strongholds. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on strongholds."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of strongholds in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_6"
+    title: "Minecraft Achievements"
+    steps:
+      - step_id: "step_1"
+        title: "Common Achievements"
+        content_blocks:
+          - "Minecraft has various achievements that players can earn by completing specific tasks."
+          - "Common achievements include 'Taking Inventory,' 'Getting Wood,' and 'Benchmarking.'"
+        tokens_for_ai: "Explain what achievements are in Minecraft and describe some common ones in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some common achievements in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about common achievements in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about common achievements. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on common achievements."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of common achievements in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Rare Achievements"
+        content_blocks:
+          - "Minecraft also has rare achievements that are more challenging to earn."
+          - "Rare achievements include 'The End,' 'Beaconator,' and 'Adventuring Time.'"
+        tokens_for_ai: "Explain what rare achievements are in Minecraft and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some rare achievements in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about rare achievements in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about rare achievements. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on rare achievements."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of rare achievements in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_7"
+    title: "Minecraft Redstone"
+    steps:
+      - step_id: "step_1"
+        title: "What is Redstone?"
+        content_blocks:
+          - "Redstone is a special material in Minecraft that can be used to create circuits and machines."
+          - "It allows players to build complex contraptions like doors, traps, and automated farms."
+        tokens_for_ai: "Explain what Redstone is in Minecraft and its uses in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "What is Redstone and what can you do with it in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You understand what Redstone is and its uses in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of Redstone. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Redstone."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Redstone in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Basic Redstone Contraptions"
+        content_blocks:
+          - "Some basic Redstone contraptions include pressure plates, levers, and buttons."
+          - "These can be used to create simple machines like doors that open automatically or lights that turn on with a switch."
+        tokens_for_ai: "Explain some basic Redstone contraptions in Minecraft and their uses in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some basic Redstone contraptions and their uses in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about basic Redstone contraptions and their uses in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of basic Redstone contraptions. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on basic Redstone contraptions."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of basic Redstone contraptions in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_8"
+    title: "Minecraft Updates"
+    steps:
+      - step_id: "step_1"
+        title: "Major Updates"
+        content_blocks:
+          - "Minecraft receives regular updates that add new features, blocks, and mobs to the game."
+          - "Some major updates include the 'Nether Update,' 'Caves & Cliffs Update,' and 'Village & Pillage Update.'"
+        tokens_for_ai: "Explain what major updates are in Minecraft and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you name some major updates in Minecraft?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know about major updates in Minecraft."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about major updates. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on major updates."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of major updates in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "New Features"
+        content_blocks:
+          - "Each major update introduces new features to Minecraft, such as new biomes, mobs, and blocks."
+          - "These features enhance the gameplay experience and provide new challenges and opportunities for players."
+        tokens_for_ai: "Explain what new features are introduced in Minecraft updates and describe some of them in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe some new features introduced in Minecraft updates?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know about new features introduced in Minecraft updates."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of new features. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on new features."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of new features in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_9"
+    title: "Minecraft Community"
+    steps:
+      - step_id: "step_1"
+        title: "Minecraft Servers"
+        content_blocks:
+          - "Minecraft servers are online multiplayer worlds where players can join and play together."
+          - "Servers offer various game modes, mini-games, and custom content created by the community."
+        tokens_for_ai: "Explain what Minecraft servers are and their features in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe what Minecraft servers are and their features?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Great! You know what Minecraft servers are and their features."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You know a little about Minecraft servers. Let's learn more!"
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Minecraft servers."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Minecraft servers in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's answer them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+      - step_id: "step_2"
+        title: "Minecraft Mods"
+        content_blocks:
+          - "Minecraft mods are modifications made by the community that add new features, items, and gameplay mechanics to the game."
+          - "Mods can be downloaded and installed to enhance the Minecraft experience."
+        tokens_for_ai: "Explain what Minecraft mods are and their uses in a friendly and engaging manner suitable for 7 to 13-year-olds. If any part of the user's answer is correct and on-topic, categorize it as 'correct'."
+        question: "Can you describe what Minecraft mods are and their uses?"
+        buckets:
+          - correct
+          - partial_understanding
+          - off_topic
+          - asking_clarifying_questions
+        transitions:
+          correct:
+            content_blocks:
+              - "Excellent! You know what Minecraft mods are and their uses."
+            ai_feedback:
+              tokens_for_ai: "Provide positive reinforcement and encourage the user to continue learning."
+          partial_understanding:
+            content_blocks:
+              - "You have a partial understanding of Minecraft mods. Let's clarify a few points."
+            ai_feedback:
+              tokens_for_ai: "Provide additional information to clarify the user's understanding in a friendly and supportive manner."
+          off_topic:
+            content_blocks:
+              - "It seems like your response is off-topic. Let's try to stay focused on Minecraft mods."
+            ai_feedback:
+              tokens_for_ai: "Gently guide the user back to the topic of Minecraft mods in a supportive manner."
+          asking_clarifying_questions:
+            content_blocks:
+              - "I see you have some questions. Let's address them."
+            ai_feedback:
+              tokens_for_ai: "Answer the user's clarifying questions and provide additional information in a friendly and engaging manner."
+
+  - section_id: "section_10"
+    title: "Congratulations!"
+    steps:
+      - step_id: "step_1"
+        title: "Well Done!"
+        content_blocks:
+          - "Congratulations on completing the Minecraft Trivia game!"
+          - "You have learned a lot about Minecraft, including its gameplay, mobs, biomes, items, structures, achievements, Redstone, updates, and community."
+          - "Remember, Minecraft is a game of creativity and exploration, so keep playing, building, and discovering new things."
+          - "We are proud of your dedication and hard work. Well done!"
+

research/guarded_ai.py

@@ -0,0 +1,146 @@
+import yaml
+from openai import OpenAI
+
+client = OpenAI()
+
+
+# Load the YAML activity file
+def load_yaml_activity(file_path):
+    with open(file_path, "r") as file:
+        return yaml.safe_load(file)
+
+
+# Categorize the user's response using gpt-4o-mini
+def categorize_response(question, response, buckets, tokens_for_ai):
+    bucket_list = ", ".join(buckets)
+    messages = [
+        {
+            "role": "system",
+            "content": f"{tokens_for_ai} Categorize the following response into one of the following buckets: {bucket_list}.",
+        },
+        {
+            "role": "user",
+            "content": f"Question: {question}\nResponse: {response}\n\nCategory:",
+        },
+    ]
+
+    try:
+        completion = client.chat.completions.create(
+            model="gpt-4o-mini",
+            messages=messages,
+            max_tokens=10,
+            temperature=0,
+        )
+        category = (
+            completion.choices[0].message.content.strip().lower().replace(" ", "_")
+        )
+        return category
+    except Exception as e:
+        return f"Error: {e}"
+
+
+# Generate AI feedback using gpt-4o-mini
+def generate_ai_feedback(category, question, user_response, tokens_for_ai):
+    messages = [
+        {
+            "role": "system",
+            "content": "{tokens_for_ai} Generate a human-readable feedback message based on the following:",
+        },
+        {
+            "role": "user",
+            "content": f"Question: {question}\nResponse: {user_response}\nCategory: {category}",
+        },
+    ]
+
+    try:
+        completion = client.chat.completions.create(
+            model="gpt-4o-mini", messages=messages, max_tokens=250, temperature=0.7
+        )
+        feedback = completion.choices[0].message.content.strip()
+        return feedback
+    except Exception as e:
+        return f"Error: {e}"
+
+
+# Provide feedback based on the category
+def provide_feedback(
+    yaml_content, section_id, step_id, category, question, user_response
+):
+    section = next(
+        (s for s in yaml_content["sections"] if s["section_id"] == section_id), None
+    )
+    if not section:
+        return "Section not found."
+
+    step = next((s for s in section["steps"] if s["step_id"] == step_id), None)
+    if not step:
+        return "Step not found."
+
+    transition = step["transitions"].get(category, None)
+    if not transition:
+        return "Category not found."
+
+    feedback = "\n".join(transition["content_blocks"])
+    if "ai_feedback" in transition:
+        tokens_for_ai = (
+            step["tokens_for_ai"] + " " + transition["ai_feedback"]["tokens_for_ai"]
+        )
+        ai_feedback = generate_ai_feedback(
+            category, question, user_response, tokens_for_ai
+        )
+        feedback += f"\n\nAI Feedback: {ai_feedback}"
+
+    return feedback
+
+
+# Simulate the activity
+def simulate_activity(yaml_file_path):
+    yaml_content = load_yaml_activity(yaml_file_path)
+    max_attempts = yaml_content.get("default_max_attempts_per_step", 3)
+
+    for section in yaml_content["sections"]:
+        print(f"\nSection: {section['title']}\n")
+        for step in section["steps"]:
+            # Print all content blocks once per step
+            if "content_blocks" in step:
+                for block in step["content_blocks"]:
+                    print(block)
+            if "question" in step:
+                question = step["question"]
+            else:
+                # Skip classification and feedback if there's no question
+                continue
+
+            attempts = 0
+            while attempts < max_attempts:
+                if "question" in step:
+                    print(f"\nQuestion: {question}")
+
+                user_response = input("\nYour Response: ")
+
+                category = categorize_response(
+                    question, user_response, step["buckets"], step["tokens_for_ai"]
+                )
+                print(f"\nCategory: {category}")
+
+                feedback = provide_feedback(
+                    yaml_content,
+                    section["section_id"],
+                    step["step_id"],
+                    category,
+                    question,
+                    user_response,
+                )
+                print(f"\nFeedback: {feedback}")
+
+                if category == "correct":
+                    break
+
+                attempts += 1
+
+            if attempts == max_attempts:
+                print("\nMaximum attempts reached. Moving to the next step.")
+
+
+if __name__ == "__main__":
+    simulate_activity("activity12.yaml")