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AI Capabilities and Limitations
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AI Capabilities and Limitations
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Large language model foundations
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How language models learn patterns
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Pretraining and fine-tuning
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Four-property capability framework
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Use the course framework to reason about likely model behavior
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Model capabilities
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Recognize tasks language models often perform well
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Model limitations
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Recognize uncertainty, hallucination, inconsistency, and context limits
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Practical trust and use decisions
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Match oversight and verification to the task and stakes
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