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<title>Guides · Happened in AI</title>
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<description>Happened in AI helps you understand the important AI developments worldwide in under five minutes, then gives you the original evidence and context to go deeper.</description>
<language>en</language>
<lastBuildDate>Wed, 21 Oct 2026 23:06:17 GMT</lastBuildDate>
<item>
<title>How to read AI medicine news: from preprint to patient benefit</title>
<link>https://happenedinai.com/story/reading-ai-medicine-news/</link>
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<pubDate>Wed, 21 Oct 2026 12:00:00 GMT</pubDate>
<category>Explainer</category>
<category>Medicine</category>
<description>A medical AI result can be a preprint, a peer-reviewed study, a regulatory authorization, or proof that patients benefit, and each one means something different.</description>
</item>
<item>
<title>Preprint, peer review, or press release? How to read AI research news</title>
<link>https://happenedinai.com/story/preprints-peer-review-press-releases/</link>
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<pubDate>Wed, 21 Oct 2026 11:50:00 GMT</pubDate>
<category>Explainer</category>
<category>Research</category>
<description>Most AI research appears first as a preprint or a company blog post, so knowing what each format has and hasn&#39;t been through is the fastest way to judge a research headline.</description>
</item>
<item>
<title>How to read an AI benchmark claim</title>
<link>https://happenedinai.com/story/reading-ai-benchmark-claims/</link>
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<pubDate>Wed, 21 Oct 2026 11:40:00 GMT</pubDate>
<category>Explainer</category>
<category>Models &amp; Products</category>
<description>A benchmark score shows how a model did on one fixed test under conditions its makers often chose, which is useful but rarely the whole story.</description>
</item>
<item>
<title>Valuation, revenue, and compute deals: how to read AI business numbers</title>
<link>https://happenedinai.com/story/reading-ai-funding-and-revenue-claims/</link>
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<pubDate>Wed, 21 Oct 2026 11:30:00 GMT</pubDate>
<category>Explainer</category>
<category>Business</category>
<description>AI business headlines mix valuations, run-rate revenue, and multi-year spending commitments, and each figure measures something different.</description>
</item>
<item>
<title>AI policy and safety: a map of who sets the rules</title>
<link>https://happenedinai.com/story/ai-policy-and-safety-map/</link>
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<pubDate>Wed, 21 Oct 2026 11:20:00 GMT</pubDate>
<category>Explainer</category>
<category>Policy &amp; Safety</category>
<description>AI is governed by a mix of binding laws, voluntary frameworks, court rulings, and company policies, and a story about one should not be read as a story about the others.</description>
</item>
<item>
<title>AI in education: what to look for in the evidence</title>
<link>https://happenedinai.com/story/ai-in-education-what-the-evidence-says/</link>
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<pubDate>Wed, 21 Oct 2026 11:10:00 GMT</pubDate>
<category>Explainer</category>
<category>Education</category>
<description>Claims about AI tutors, AI detectors, and classroom tools are easy to make and hard to test, so here is what a convincing education study looks like.</description>
</item>
<item>
<title>AI for science: telling a new capability from a promising demo</title>
<link>https://happenedinai.com/story/ai-for-science-reading-the-claims/</link>
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<pubDate>Wed, 21 Oct 2026 11:00:00 GMT</pubDate>
<category>Explainer</category>
<category>Science</category>
<description>AI has produced real scientific advances, such as protein structure prediction, and many announcements that have not yet been tested, so the useful question is what has been independently confirmed.</description>
</item>
<item>
<title>AI and jobs: how to read the numbers</title>
<link>https://happenedinai.com/story/ai-and-jobs-reading-the-numbers/</link>
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<pubDate>Wed, 21 Oct 2026 10:50:00 GMT</pubDate>
<category>Explainer</category>
<category>Work</category>
<description>Estimates of AI&#39;s effect on work range from task &quot;exposure&quot; to controlled productivity studies to company layoff statements, and they measure very different things.</description>
</item>
<item>
<title>AI and energy: what the electricity numbers mean</title>
<link>https://happenedinai.com/story/ai-energy-use-explained/</link>
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<pubDate>Wed, 21 Oct 2026 10:40:00 GMT</pubDate>
<category>Explainer</category>
<category>Climate &amp; Energy</category>
<description>Estimates of AI&#39;s power use vary widely because they measure different things, from a single query to all data centers, so here is how to compare them.</description>
</item>
<item>
<title>AI and copyright: the questions courts and lawmakers are answering</title>
<link>https://happenedinai.com/story/ai-and-copyright-explained/</link>
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<pubDate>Wed, 21 Oct 2026 10:30:00 GMT</pubDate>
<category>Explainer</category>
<category>Creative Industries</category>
<description>Disputes over AI and creative work turn on a few separate questions about training data, generated output, and who can own it, and the answers differ by country.</description>
</item>
<item>
<title>AI in government: the questions to ask about public-sector systems</title>
<link>https://happenedinai.com/story/ai-in-government-what-to-ask/</link>
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<pubDate>Wed, 21 Oct 2026 10:20:00 GMT</pubDate>
<category>Explainer</category>
<category>Government</category>
<description>When public agencies use AI to decide benefits, prioritize inspections, or answer the public, the key questions are what the system decides, who checks it, and how people can challenge it.</description>
</item>
<item>
<title>Robot videos vs. robots at work: how to read robotics news</title>
<link>https://happenedinai.com/story/robotics-demos-vs-deployment/</link>
<guid isPermaLink="true">https://happenedinai.com/story/robotics-demos-vs-deployment/</guid>
<pubDate>Wed, 21 Oct 2026 10:10:00 GMT</pubDate>
<category>Explainer</category>
<category>Robotics</category>
<description>A polished robot video can show real progress or a carefully staged moment, so the useful questions are whether it was autonomous, how often it succeeds, and where it is actually deployed.</description>
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