{
  "lesson": "15-crewai-role-based-crews",
  "title": "Role-Based Agent Teams — Roles, Tasks, Processes",
  "questions": [
    {
      "stage": "pre",
      "question": "What are CrewAI's four primitives?",
      "options": [
        "Tool, Prompt, Model, Memory",
        "Agent, Task, Crew, Process",
        "Node, Edge, Reducer, Checkpointer",
        "Actor, Message, Inbox, Runtime"
      ],
      "correct": 1,
      "explanation": "Agent, Task, Crew, and Process are the four primitives."
    },
    {
      "stage": "pre",
      "question": "What is the recommended production starting point per the CrewAI docs?",
      "options": [
        "Sequential process",
        "Flow",
        "Crew",
        "Hierarchical process"
      ],
      "correct": 1,
      "explanation": "The docs say start production apps with Flows; fold Crews in as sub-steps when autonomy earns its cost."
    },
    {
      "stage": "check",
      "question": "What is the difference between a Crew and a Flow?",
      "options": [
        "Flow has no agents",
        "Crew is paid, Flow is free",
        "Crew is autonomous and LLM-driven; Flow is event-driven, code-owned, deterministic and testable",
        "Crew runs on GPUs only"
      ],
      "correct": 2,
      "explanation": "Crew is autonomy-first; Flow is determinism-first."
    },
    {
      "stage": "check",
      "question": "Which of these is NOT one of the four memory types CrewAI ships?",
      "options": [
        "Quantized",
        "Entity",
        "Long-term",
        "Short-term"
      ],
      "correct": 0,
      "explanation": "Short-term, long-term, entity, and contextual are the four. Quantized memory is not a CrewAI concept."
    },
    {
      "stage": "check",
      "question": "What is backstory bloat and how does the lesson recommend handling it?",
      "options": [
        "2000-word agent backstories push out context budget; keep them tight",
        "Storing too many crews; archive old ones",
        "Slow Bedrock calls; switch regions",
        "Too many tools; delete some"
      ],
      "correct": 0,
      "explanation": "Backstories shape tone and judgment but eat context if oversized."
    },
    {
      "stage": "post",
      "question": "When is Hierarchical process worth picking over Sequential?",
      "options": [
        "When you have 4+ specialists that need a manager Agent to route between them",
        "Always",
        "When you have one task",
        "When you do not have any tools"
      ],
      "correct": 0,
      "explanation": "Hierarchical adds a manager Agent; only worthwhile when several specialists need dynamic routing."
    },
    {
      "stage": "post",
      "question": "Why does the lesson caution against using a free-form Crew in production?",
      "options": [
        "Output variability is high and debugging is painful without a Flow wrapper",
        "Crews are unsupported",
        "Crews cost more than Flows",
        "Crews lack memory"
      ],
      "correct": 0,
      "explanation": "Crew autonomy makes prod replay and audit painful; wrap with a Flow when shipping."
    }
  ]
}