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New capabilities of Large Language Models like GPT, LLaMA, Claude, and Grok are emerging almost every day, and at the heart of these powerful models lies the multi-head self-attention mechanism—the secret behind their impressive reasoning and language skills. This article takes a closer look at how these attention heads work together under the hood to create the tools we rely on and admire today.