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

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Embarrassing defeat for UK's Starmer as Greens seize Labour stronghold

Advocacy groups like the Center for Democracy and Technology (CDT) quickly came out against the president’s threats. “This action sets a dangerous precedent. It chills private companies’ ability to engage frankly with the government about appropriate uses of their technology, which is especially important in national security settings that so often have reduced public visibility,” said CDT President and CEO Alexandra Givens, in a statement shared with Engadget. “These threats undermine the integrity of the innovation ecosystem, distort market incentives and normalize an expansive view of executive power that should worry Americans all across the political spectrum.”

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'It's hard

The strategic value of AIO extends beyond just additional traffic. When an AI model cites your content, it provides context explaining why your resource is valuable. The model doesn't just list your URL like a search result—it summarizes your key points, extracts relevant information, and positions your content as a trusted source. This creates a stronger credibility signal than a traditional search result because the AI has effectively pre-vetted your content and endorsed it as worth reading.