<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

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Architectural variations: rank-1/low-rank projections, factorized embeddings, custom positional encodings, alternative norms

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In 1992, in a small shop in British Columbia, a sign maker named Blair Gran stared at a wall full of half-finished jobs and felt something click. Sign-making was treated like a commodity — orders in, banners out — but as thousands of signs came through his shop, he couldn’t help but notice the difference between the good ones and the bad ones. He could see that every sign that left his shop was either helping a business get noticed, or letting it disappear in plain sight.

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Trump orde

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