{
  "id": "agents",
  "concept": "Agents & Tool Calling",
  "fiction": "The knight discovers the highest art of the realm: breathing autonomy into golems, allowing them to wield tools and plan their own conquests.",
  "questions": [
    {
      "id": "agt_q1",
      "shown": {
        "question": "In the context of modern AI, explain what an 'Agent' is.",
        "concept_brief": "Ask the knight to describe these autonomous golems. What makes them different from spirits that merely answer questions?"
      },
      "check": {
        "strategy": "llm_judge",
        "spec": {
          "rubric": [
            "Mentions an AI/LLM acting autonomously",
            "Mentions the ability to use external tools or write code",
            "Mentions reasoning or planning steps to achieve a goal"
          ]
        }
      },
      "reveal": "An agent is an AI system that uses an LLM as its engine to autonomously reason, plan, and use tools to achieve a goal."
    },
    {
      "id": "agt_q2",
      "shown": {
        "question": "What is the name of the lightweight Hugging Face library specifically designed to build and run these autonomous AI agents?",
        "concept_brief": "What is the name of the guild dedicated entirely to the construction and command of these autonomous golems?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "smolagents",
            "smol agents"
          ]
        }
      },
      "reveal": "The `smolagents` library."
    },
    {
      "id": "agt_q3",
      "shown": {
        "question": "Agents cannot interact with the outside world on their own. What do we call the external functions (like web search or calculators) given to an agent?",
        "concept_brief": "A golem has no hands of its own. What do we call the physical instruments (like pickaxes or compasses) we attach to it?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "tools",
            "tool"
          ]
        }
      },
      "reveal": "Tools."
    },
    {
      "id": "agt_q4",
      "shown": {
        "question": "In `smolagents`, what is the name of the specific agent class that achieves its goals by writing and executing Python code snippets?",
        "concept_brief": "What is the specific classification for a golem that solves problems by writing its own mechanical spells?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "codeagent",
            "CodeAgent"
          ]
        }
      },
      "reveal": "The `CodeAgent` class."
    },
    {
      "id": "agt_q5",
      "shown": {
        "question": "When an agent is given a complex task, it first breaks it down into logical steps before taking action. What is this internal cognitive process called?",
        "concept_brief": "Before the golem swings its tool, it pauses to map out its actions. What is this act of foresight called?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "planning",
            "reasoning",
            "chain of thought",
            "cot"
          ]
        }
      },
      "reveal": "Planning (or Reasoning / Chain of Thought)."
    },
    {
      "id": "agt_q6",
      "shown": {
        "question": "What is the term for the foundational set of instructions given to an agent that defines its persona, rules, and how it should format its outputs?",
        "concept_brief": "What is the master scroll placed inside the golem's head that dictates its personality and absolute laws?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "system prompt",
            "system message"
          ]
        }
      },
      "reveal": "The system prompt."
    },
    {
      "id": "agt_q7",
      "shown": {
        "question": "Explain why providing a highly detailed docstring (description) is critical when creating a custom tool for an agent.",
        "concept_brief": "Why must the knight engrave exactly what a tool does onto its handle before handing it to the golem?"
      },
      "check": {
        "strategy": "llm_judge",
        "spec": {
          "rubric": [
            "Mentions that the LLM/Agent reads the description to understand what the tool does",
            "Mentions that without it, the agent won't know when or how to use the tool"
          ]
        }
      },
      "reveal": "The agent's LLM relies entirely on the docstring to understand what the tool does, what inputs it requires, and when it is appropriate to use it."
    },
    {
      "id": "agt_q8",
      "shown": {
        "question": "What specific method do you call on an initialized agent object in `smolagents` to start it on a task?",
        "concept_brief": "What is the single command uttered by the knight to awaken the golem and send it on its quest?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "run",
            "run()"
          ]
        }
      },
      "reveal": "The `run()` method (e.g., `agent.run(\"task\")`)."
    },
    {
      "id": "agt_q9",
      "shown": {
        "question": "What is the name of the built-in tool in the `smolagents` library that allows an agent to browse the internet for real-time information?",
        "concept_brief": "What is the name of the specific tool that grants the golem the power of the all-seeing digital eye?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "duckduckgosearchtool",
            "DuckDuckGoSearchTool"
          ],
          "partial_any": [
            "search"
          ]
        }
      },
      "reveal": "The `DuckDuckGoSearchTool`."
    },
    {
      "id": "agt_q10",
      "shown": {
        "question": "Advanced workflows sometimes involve an overarching 'Manager' agent delegating tasks to smaller, specialized 'Worker' agents. What is this architecture called?",
        "concept_brief": "When a grand golem commands a legion of lesser golems to finish a castle, what is this army structure named?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "multi-agent",
            "multiagent",
            "multi agent system"
          ]
        }
      },
      "reveal": "Multi-agent architecture."
    }
  ]
}