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Optimizing models for video semantic search requires balancing accuracy, cost, and latency. Faster, smaller models lack routing intelligence, while larger, accurate models add significant latency overhead. In Part 1 of this series, we showed how to build a multimodal video semantic search system on AWS with intelligent intent routing using the Anthropic Claude Haiku model in Amazon Bedrock. While the Haiku model delivers strong accuracy for user search intent, it increases end-to-end search time to 2-4 seconds. This […]

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Video semantic search is unlocking new value across industries. The demand for video-first experiences is reshaping how organizations deliver content, and customers expect fast, accurate access to specific moments within video. For example, sports broadcasters need to surface the exact moment a player scored to deliver highlight clips to fans instantly. Studios need to find every scene featuring a specific actor across thousands of hours of archived content to create personalized trailers and promotional content. News organizations need […]

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A 25-year-old Tennessee man avoided prison time after pleading guilty to accessing government systems with stolen login credentials and boasting of the deed on an Instagram account with the handle, @ihackedthegovernment. Defendant Nicholas Moore accessed user accounts on the US Supreme Court’s electronic filing system, AmeriCorps, and the Veterans Administration Health System. He then publicly posted screenshots of the users’ personal information to his @ihackedthegovernment account on Instagram. It’s unclear how he obtained the stolen login information. Moore […]

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President Trump on Thursday announced his third nominee for director of the Centers for Disease Control and Prevention: Dr. Erica Schwartz, a well-qualified former public health official and board-certified physician in preventive medicine, who has publicly supported vaccination and followed evidence-based medicine. The uncontroversial pick comes amid concern within the administration that the aggressive anti-vaccine agenda from Health Secretary Robert F. Kennedy Jr.—who has no medical, science, or public health background—has become a liability for the party in […]

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Whether you’re considering an electric vehicle because of gas prices or climate change, there has probably never been a better time to buy a used EV, despite that the Trump administration abolished the used clean vehicle tax credit last year. When we started this ongoing series looking at used EV options, the initial idea was to see what was available at bargain-basement prices. But today we’re looking at the $20,000–$25,000 bracket, and we’re firmly out of the basement, […]

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Silicon Valley has been pouring hundreds of billions of dollars into building ever-larger AI data centers that require as much electricity as hundreds of thousands of US homes—but that massive buildout faces significant construction and power challenges along with growing local resistance. Now satellite imagery is showing that nearly 40 percent of US data center projects may fail to be completed this year as scheduled. The Financial Times drew upon satellite imagery from the geospatial data analytics company […]

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