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Stanford CS224V Lecture 1: Turning Hallucinating LLMs into Dependable Assistants

Fall 2025 opens with computational thinking: reliability comes from decomposing retrieval, formal representation, verification, and generation into testable algorithms, not from one heroic prompt.