Artificial intelligence
fromSecuritymagazine
10 hours agoPhysical Security in Global Arenas: How AI Improves Security at Scale
Agentic physical security uses AI to transform surveillance into proactive threat prevention at large events.
"It's the way they walk. That's what the main attraction is," said self-described amateur birder Sheeba Garg, who traveled to Bryant Park specifically to see the American woodcock during its migration.
In the past, roof inspections mostly focused on what could be seen from the outside. Contractors looked for broken shingles, worn flashing, or areas where water might enter the roof. The problem is that roof damage does not always show clear signs right away. Water can move through roofing layers before it becomes visible inside the home.
It can drive through the field and look at every square inch. We really honed our craft on model performance and detection with rocks, and now we've transitioned that into weeds. The robot uses a boom-mounted camera system to capture detailed imagery across the field. With eight cameras operating at 1 millimetre resolution, TerraScout can generate billions of data points per acre, allowing it to identify specific objects, including individual weeds.
While humans have assembled a lot of weather data, flash floods are too short-lived and localized to be measured comprehensively, the way the temperature or even river flows are monitored over time. That data gap means that deep learning models, which are increasingly capable of forecasting the weather, aren't able to predict flash floods.
A comprehensive analysis of Google search patterns related to birds explores what species people seek information about most frequently. The investigation spans six interconnected analyses examining bird variety, taxonomic classifications, information sharing behaviors, birder sighting correlations with search trends, regional popularity differences across states, and temporal patterns in search interest.
It's an opportunity for people to get out and see birds without pressure, no matter how long it takes or how many birds we see, said OBara, a retired nurse who has been leading the accessible outings for three years. She said disabled people often cannot keep up on traditional outings, especially when competitive birders are focused on checking off a list of the greatest possible number of species.
Both species are under threat. But while African savanna elephants are endangered, forest elephants are critically endangered. They're also highly elusive. Living in dense tropical rainforests in central Africa and parts of West Africa they're very hard to find and study.
I'm seeing a ton of smart bird feeders again this year at CES - and I'm inexplicably drawn to them. Perhaps because the idea of birds nibbling on seeds and flying away represents a natural purity and freedom that doesn't exist within the halls of CES. Birdbuddy was one of the first smart bird feeder brands, with a wildly successful Kickstarter back in 2020. And this year, they've added birdsong to their species identification capabilities.
Wildfire prevention has traditionally relied on blunt tools, such as rigid inspection cycles and emergency power shutoffs. Now a new generation of technology start-ups is pitching a more targeted approach: using artificial intelligence to help utility companies decide what to inspectand where to intervenebefore a spark becomes a blaze. The stakes are rising. In 2025 more than 77,000 wildfires were reported in the U.S.significantly more than the past decade's averageand burned more than five million acres.
While migratory birds do fly south for the winter, many seed- and insect-eating birds do not, and with leaves off the trees, the winter months are often the best time to watch them. As someone who tests smart bird feeders year-round for WIRED, I'm always interested in ways to ensure I'm attracting the largest and most interesting variety of birds to my yard, no matter the season.
In the U.S., more than 8 percent of all visits to a health care provider in the week that ended December 27 were for respiratory illness, according to the Centers for Disease Control and Prevention. That's the highest rate the agency has recorded since it began keeping track in 1997. According to the CDC, so far this season the flu has contributed to an estimated 120,000 hospitalizations and 5,000 deaths, including nine children.
Historically, enforcement has been largely reactive. There is so much global trade that fewer than 1 in 10 international cargo shipments of any kind are physically inspected. Traffickers also avoid detection by using false or generic names instead of proper species identification, employing coded language in online listings, rerouting shipments and shifting to different messaging platforms when enforcement pressure increases. Emerging digital tools are helping authorities link online monitoring, legal reference tools and on-the-ground investigations.
Many people look up to admire the silhouette of raptors, some of the planet's largest birds, soaring through seemingly empty skies. But increasingly, research shows us that this fascination runs both ways. From high above, these birds are watching us too. Thanks to the development of tiny GPS tracking devices attached to their bodies, researchers are getting millions of data points on the day-to-day lives of these apex predators of the skies, giving us greater insight into where they hunt and rest.
Ugreen announced at CES 2026 that it'll be branching into smart home territory with the launch of its SynCare product line of cameras. The series will consist of two indoor cams, the ID500 Pro and ID500 Plus, the OD600 Pro outdoor cam, and the Video Doorbell DB600 Pro. All of this gear will launch in the second half of 2026, with pricing to be announced at IFA 2026.
Smart rings, smart screens, smart TVs, smart pins, smart ... ice cube makers? Sure, why not! AI was everywhere at this year's Consumer Electronics Show ( CES) in Las Vegas, where companies large and small were showing off how they're bringing AI to more devices. For Amazon, CES was a time to show off its newest acquisition in the space: Bee, an AI device that can be worn as a clip-on pin or a bracelet.