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Harry Potter irl witchcraft Hogwarts Output Probabilities Y Combinator Softmax Linear Add & Norm Feed Forward Add& Norm Add &Norm Multi-Head Feed Attention Forward N× Nx Add& Norm Add& Norm Masked Multi-Head Multi-Head Attention Attention spells 12 Prompt Engineering Techniques Positional Positional Encoding Encoding Input Output Embedding Embedding Least-To-Most Self-Ask Meta-Prompt Inputs Outputs Chain-Of-Thought (shifted right) Prompt ReAct Symbolic Reasoning Harry Hermione Engineering PAL Iterative Prompting Techniques Sequential Prompting Self-Consistency Ron Automatic Reasoning and Tool-use (ART) Generated Knowledge Voldemort

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