Prompt engineering for AI LLM football match prediction means writing structured instructions that force a large language model to reason statistically rather than narratively about a fixture. ChatGPT, Claude, and Gemini can all process JSON or CSV football data and generate probability estimates — but they do not do this by default. Without correct prompting, they pattern-match on training data and produce narrative summaries that sound analytical but contain no valid probabilistic reasoning. This guide provides the actual prompt architecture, data format requirements, and chain-of-thought fr
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