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+ question,answer
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+ What is GAIA?,GAIA is Hugging Face's open framework for building language agent applications.
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+ Which tools does GAIA support?,"GAIA supports tools like DuckDuckGoSearch, Python, and Wikipedia."
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+ How do you use tools in GAIA?,By passing them to the AgentExecutor or using the with statement in Python.
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+ What is the core of a GAIA agent?,"A PromptNode, an LLM-powered component that processes instructions."
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+ What file defines an agent in the final assignment?,app.py
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+ How many tools must be used in the final exam?,At least two.
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+ Which LLM is commonly used in GAIA examples?,mistralai/Mistral-7B-Instruct-v0.2
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+ What should you include in your app for the certificate?,A callable Gradio interface that returns answers.
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+ What does the scoring API expect?,"20 answers in order, submitted as a list."
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+ Where do you submit your answers for scoring?,https://agents-course-unit4-scoring.hf.space/api/score
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+ What is the format of the answers submission?,A JSON object with the key 'answers' and a list of 20 answers.
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+ What does the Unit 4 exam test?,Your ability to build and submit a functional GAIA agent.
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+ What Python package is required for the interface?,gradio
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+ What is the purpose of PromptNode in GAIA?,To route and handle prompts using an LLM.
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+ What kind of agent does the exam require?,A language agent built using the GAIA framework.
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+ How do you get the certificate?,By answering at least 6 of 20 questions correctly.
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+ What should your Gradio UI include?,A button to trigger answer generation and a result display.
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+ What happens if the scoring API is unavailable?,The script should handle the error gracefully.
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+ How are answers matched in fallback?,Using fuzzy matching with difflib.
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+ What does the fallback model do?,Tries to guess answers using a question-answering pipeline.