Why Your Prompts Fail (and the Anatomy That Works)

Most prompts fail not because you forgot a magic phrase but because you are driving a probabilistic sequence model with a brittle text interface. The prompt becomes tokens, gets embedded, passes through attention layers with position dependent biases, and decodes token by token under sensitivity to phrasing, placement, and context length. The fix...