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Flash floods are notoriously difficult to predict, but Google might have a novel solution. The company just revealed Groundsource, a prediction tool for flash floods that uses Gemini to source data from old news reports. This is the first time it has used a language model for this type of work.
This provides a massive,…
— Google Research (@GoogleResearch) March 12, 2026
Google tasked Gemini with sorting through 5 million news articles from around the world and isolating flood reports. It transformed this data into a geo-tagged series of chronological events. Next, researchers trained a model to ingest current weather forecasts and leverage the Groundsource data to determine the likelihood of a flash flood in a given area.
We don't have any concrete information as to how accurate Google's forecast model is, though that should come over time. One trial user did say it helped his organization respond quicker to localized weather events. For now, the company is highlighting risks for urban areas in 150 countries via its
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 The storage capacity options for Apple's upcoming book-style foldable iPhone have allegedly leaked, along with their approximate pricing.
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 A teardown of the new MacBook Neo by Australian YouTube repair channel Tech Re-Nu reveals what may be the most modular and repair-friendly Mac laptop in recent times.
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Instagram has long limited users' ability to share links, restricting link-sharing to Stories, Reels and user profiles. But that might now be changing. The company has started to test clickable links inside of post captions for subscribers to Meta Verified.
The new feature, which has been a long-requested update from creators, was spotted by blogger Andrea Valeria, who posted screenshots of a clickable Substack link she was able to add to an Instagram post. According to Valeria, an in-app message indicated she could share up to 10 links a month.
Meta confirmed to Engadget that it's testing links in captions for subscribers to Meta Verified, but didn't provide details on how many people have access to the feature or if it will be widely available. It does seem to be somewhat limited, however, as the link on Valeria's post appears on Instagram's mobile app, but now when viewing the same post on Instagram's website.
Instagram's restrictions on link-sharing have been a notable part of the platform since its early days. The limitation helped kickstart an entire industry of "link in bio" platforms like Linktree, which help creators direct followers to off-platform websites based on what they share on Instagram. If Meta begins implementing the feature widely, it could drastically change how creators are able to interact with their followers (although a 10-link per month limit would likely still require "link in bio" solutions).
The test is also the latest way that Meta has experimented with making link-sharing a paid feature. The company has also recently tested restricting creators' ability to share links
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 Samsung introduced the newest line of Galaxy products last month, including the S26 smartphones and Galaxy Buds4. Today, you can find a few discounts on some of these products, plus savings on Samsung's most popular monitors and TVs, with notable markdowns on products like The Frame TVs.
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US regulators have approved eight pilot programs across 26 states that will allow Archer, Joby and other eVTOL companies to finally start testing aircraft this summer, according to a US Department of Transportation (DoT) press release. That will allow those manufacturers to run trials for use cases like urban air taxi services, regional passenger transportation, cargo, emergency medical operations and autonomous flight technology.
The new projects were made possible by the White House's Advanced Air Mobility and eVTOL Integration Pilot Program (e-IPP) approved last year to allow certification for such aircraft to progress after being stuck in the mud for years. "By safely testing the deployment of these futuristic air taxis and other AAM vehicles, we can fundamentally improve how the traveling public and products move," US Transportation Secretary Sean Duffy said at the time.
Other FAA aircraft partners include Beta, Electra, Elroy Air, Wisk, Ampaire and Reliable Robotics. Key pilot programs were approved for the Texas, Utah, Pennsylvania, Louisiana and North Carolina Departments of Transportation, along with New York and New Jersey Port Authority
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