• WWW.THEVERGE.COM
    Bending to industry, Donald Trump issues executive order to “expedite” deep sea mining
    Donald Trump wants to mine the depths of the ocean for critical minerals ubiquitous in rechargeable batteries, signing an executive order on Thursday to try to expedite mining within US and international waters. It’s a brash move that critics say could create unknown havoc on sea life and coastal economies, and that bucks international agreements. Talks to develop rules for deep-sea mining are still ongoing through the International Seabed Authority (ISA), a process that missed an initial 2023 deadline and has continued to stymie efforts to start commercially mining the deep sea.“A dangerous precedent”“Fast-tracking deep-sea mining by bypassing the ISA’s global regulatory processes would set a dangerous precedent and would be a violation of customary international law,” Duncan Currie, legal adviser for the Deep Sea Conservation Coalition that has advocated for a moratorium on deep sea mining, said in a press statement.The ISA was established by the 1982 United Nations Convention on the Law of the Sea. More than 160 nations have ratified the convention, but the United States has not. Ignoring the convention, the executive order Trump signed directs federal agencies to expedite the process for issuing licenses to companies seeking to recover minerals “in areas beyond national jurisdiction” in accordance with the 1980 US Deep Seabed Hard Mineral Resources Act. A country’s territorial jurisdiction only extends roughly 200 nautical miles from shore.The Trump administration wants to work with industry “to counter China’s growing influence over seabed mineral resources,” the executive order says. However, no country has yet to commercially mine the deep ocean where depths reach about 656 feet (200 meters) in international waters. There have already been efforts to explore parts of the ocean floor rich in nickel, copper, cobalt, iron, and manganese sought after for rechargeable batteries, though, and China is a leading refiner of many critical minerals. China responded on Friday: the BBC reported Chinese foreign ministry spokesman Guo Jiakun as saying that Trump’s move “violates international law and harms the overall interests of the international community.”The Metals Company announced in March that the Canadian company had already “met with officials in the White House” and planned to apply for permits under existing US mining code to begin extracting minerals from the high seas. California-based company Impossible Metals asked the Trump administration earlier this month to auction off mining leases for areas off the coast of American Samoa, which would be within US-controlled waters. Trump’s executive order also directs the Secretary of the Interior to expedite the process for leasing areas for mining within US waters.Companies seeking to exploit offshore mineral resources argue that it would cause less harm than mining on land. Their opponents contend that there’s still too little research to even understand how widespread the effects of deep sea mining could be on marine ecosystems and the people who depend on them. Recent studies have warned of “irreversible” damage and loud noise affecting sea life, and one controversial study raises questions of whether the deep sea could be an important source of “dark oxygen” for the world. More than 30 countries — including Palau, Fiji, Costa Rica, Canada, Mexico, Brazil, New Zealand, France, Germany, and the United Kingdom — have called for a ban or moratorium on deep-sea mining until international rules are in place to minimize the potential damage.“The harm caused by deep-sea mining isn’t restricted to the ocean floor: it will impact the entire water column, top to bottom, and everyone and everything relying on it,” Jeff Watters, vice president for external affairs at the nonprofit Ocean Conservancy said in a press release.See More:
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  • TOWARDSAI.NET
    From Code to Conversation: The Rise of Seamless MLOps-DevOps Fusion in Large Language Models
    From Code to Conversation: The Rise of Seamless MLOps-DevOps Fusion in Large Language Models 0 like April 25, 2025 Share this post Author(s): Rajarshi Tarafdar Originally published on Towards AI. Artificial intelligence has undergone rapid evolution through large language models which enable technology systems to interact with users like human beings. The sophisticated interfaces of automation systems operate through an operational infrastructure which requires the unification of Machine Learning Operations (MLOps) and Development Operations (DevOps). The fusion of MLOps and DevOps brings about a fundamental change in how organizations operate conversational AI systems at a large scale. The Evolutionary Path to Integration Organizations embarked on their MLOps-DevOps merger path when they realized traditional development methods were inadequate for machine learning system management. Software engineering maintains well-defined methods for version control and testing together with deployment whereas machine learning introduced distinct requirements such as data dependencies and model drift and computational demands which needed specialized solutions. “MLOps emerged to address the complexities of machine learning lifecycle management, drawing inspiration from DevOps principles,” notes a comprehensive industry analysis from Hatchworks. Between 2018 and 2020, frameworks like Kubeflow and MLflow introduced critical capabilities for version control and workflow automation, while major cloud providers including AWS SageMaker and Google Cloud AI Platform began offering scalable ML pipelines. The emergence of sophisticated large language models accelerated this convergence dramatically. By 2023–2025, LLMs necessitated even more sophisticated approaches, including hybrid cloud-edge deployments, automated retraining mechanisms, and robust compliance frameworks to address regulations like the EU AI Act. As Adam McMurchie, AI architect and DevOps specialist, explains “LLMs represent a quantum leap in complexity compared to traditional ML models, requiring not just different infrastructure but fundamentally different operational approaches that blend the best of MLOps and DevOps philosophies.” Key Drivers of MLOps-DevOps Convergence Hyper-Automation in ML Workflows The massive complexity of large language models requires automated lifecycle management which has become essential because manual operations prove too difficult. Today’s ML pipeline infrastructure integrates continuous integration and continuous deployment systems that specialize in machine learning workload requirements. The tools combine GitHub Actions and Jenkins with their specialized functionality for handling ML requirements across data validation through model training and deployment monitoring processes. For instance, a typical LLM deployment pipeline might include: yaml stages: – build: Train model using updated data – test: Validate performance with pytest – deploy: Roll out via Kubernetes Current monitoring systems designed for LLM deployments use platforms such as WhyLabs and Datadog to detect model drift and performance issues and bias-related problems in generated outputs. The monitoring systems exist to detect performance levels below specified thresholds where they activate automated retraining sequences. Organizational Transformation: Breaking Down Silos The technical merger of MLOps with DevOps requires organizations to modify their structure in parallel with the necessary integration. Organizational success now faces barriers from the traditional divisions preventing seamless work between data scientists and ML engineers and DevOps specialists. “Organizations are restructuring to break silos between data scientists, ML engineers, and DevOps teams,” reports a study in the International Journal of Scientific Research. This restructuring involves creating cross-functional teams with shared responsibilities and unified toolsets that span the entire model lifecycle. Shared tools together with standardized practices have established fundamental elements of this evolution. Command versioning software alongside project management technologies Jira work in tandem with programming code systems to function as collaborative centers that bind distant operational sectors. The alignment between code and data enables swift deployment cycles with stronger deployments because each team member operates from a unified understanding of LLM systems. Governance and Ethical AI Implementation AI ethics concerns together with regulatory requirements act as strong drivers which push organizations toward merging MLOps and DevOps practices. Mandatory transparency and accountability regulations have recently emerged through EU AI Act and 2023 U.S. Executive Order on AI for AI systems. Organizations have started including governance frameworks as an operational core layer in their business processes. The contemporary MLOps pipeline builds automatic features to record data origins while offering models’ decision-making processes and produces legal compliance documentation for regulatory needs. A substantial shift from standard DevOps practices regarding performance optimization emerged with the integration of capabilities to enhance ethical care in applications development. “The integration of compliance checks into automated workflows represents a fundamental shift in how we approach AI development,” notes an analysis in CoreEdge’s industry overview. “It transforms governance from a separate process into an intrinsic part of the development cycle.” Navigating Integration Challenges Despite the clear benefits of MLOps-DevOps fusion, organizations face significant challenges in implementing these integrated approaches effectively. Cultural and Expertise Gaps One of the most persistent obstacles is the cultural divide between traditional software development teams and data science groups. “Traditional DevOps teams may lack ML expertise, while data scientists often prioritize experimentation over production needs,” observes a comprehensive review by AltexSoft. The dissociation produces disparities regarding business goals and accomplishment indicators. The DevOps team primarily aims for system stability together with security and deploy speed improvement yet data science teams emphasize model precision achievements alongside innovation delivery. The gap can be bridged through deliberate training which ensures both teams use unified performance indicators and leadership teams need to establish equal valuation of different perspectives. Infrastructure Complexity LMs demand specific hardware resources which challenge the established strategies of DevOps development. Specified hardware accelerators like GPUs and TPUs are needed to deploy these models together with deployment infrastructures that need hybrid implementation between cloud and edge devices. “LLMs require specialized hardware and hybrid deployments, complicating scalability,” notes the research from Hatchworks. The system’s complexity increases because network operations need to maintain both computational speed and respond quickly while being economical in different installation places. Organizations achieve success by using cloud-native architectures which give them the ability to dynamically scale resources according to demand and deployment requirements. The Continuous Training Paradigm MLOps-DevOps fusion encounters its most basic challenge because LLMs differ from traditional software through their natural tendency to deteriorate in performance. The statistical data in real life evolves past the training data which leads to a phenomenon termed model drift. “Unlike static software, LLMs degrade over time, necessitating automated retraining pipelines — a shift from DevOps’ focus on continuous testing,” explains the analysis from AltexSoft and CoreEdge. This reality transforms the traditional DevOps concept of continuous deployment into a more comprehensive continuous learning system, where models are regularly retrained and validated against evolving data. Best Practices for Successful Integration Organizations that have successfully implemented MLOps-DevOps fusion for LLMs typically follow several established best practices: Unified Version Control Approach Successful implementations employ comprehensive version control strategies that track both code and data dependencies. “Version Control: DVC for data, Git for code,” summarizes the recommended approach from multiple sources. This dual tracking ensures reproducibility of model training and enables teams to pinpoint exactly which data produced which model behaviors — a crucial capability for debugging and compliance. Comprehensive Monitoring Strategy Effective LLM operations require monitoring across multiple dimensions. Industry leaders recommend a dual approach: “Monitoring: Prometheus for infrastructure, WhyLabs for model metrics”. This strategy enables teams to correlate infrastructure issues with model performance problems, accelerating troubleshooting and ensuring stable operations. Edge Computing Integration As LLMs expand beyond centralized data centers, edge deployment has become increasingly important. “Edge Computing: Deploying lightweight LLMs on IoT devices to reduce latency, enabled by frameworks like TensorFlow Lite,” highlights a key trend in the field. This approach brings conversational AI capabilities directly to end-user devices, reducing latency and addressing privacy concerns by minimizing data transmission. The Horizon: Future Directions As MLOps-DevOps fusion continues to mature, several emerging trends are shaping its evolution: Autonomous MLOps The next frontier involves self-healing pipelines that can detect, diagnose, and address problems with minimal human intervention. “Autonomous MLOps: Self-healing pipelines that retrain and redeploy models without human intervention,” describes this emerging capability. These systems leverage the power of AI itself to optimize and maintain AI infrastructure, creating a virtuous cycle of improvement. LLMOps Specialization Specialized practices known as “LLMOps” emerged because of large language model characteristics. The field of LLCOps includes optimized practices for foundation model tuning along with ethical regulations and massive computational resource administration. Sustainable AI Operations Environmental considerations are increasingly influencing operational decisions. “Sustainable AI: Energy-efficient training methods and carbon footprint tracking tools,” identifies a growing focus area in the field. Organizations are developing sophisticated approaches to measure and minimize the environmental impact of LLM training and inference, responding to both cost pressures and corporate sustainability commitments. The Journey Ahead Technology has evolved above mere practical transformation to become a complete strategic change in AI system implementation and deployment methods. This cross-practice partnership allows organizations to achieve powerful conversational AI deployments through process automation together with functional group support and integrated ethical oversight in operational activities. Organizations set to lead their markets will understand MLOps-DevOps fusion as an everlasting process rather than a final destination. Large-language-model innovation speeds rapidly therefore organizations need operational methods which match its velocity and handle new model structures and system deployments together with regulatory compliance changes. Changing the approach from coding interfaces to fluid conversational inputs needs parallel changes in system building and operations. End-to-end collaboration between DevOps and MLOps systems creates a framework enabling AI models to conduct meaningful dialogs while upholding essential user and social standards. Your organization’s implementation success for LLM deployment involves developing an operational mindset which honors innovative AI engagement as well as operational reliability and ethical conversational AI stewardship. Mastering the fusion between human and machine constitutes an arduous path which leads organizations to establish the definition for subsequent human-machine interaction styles. Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor. Published via Towards AI Towards AI - Medium Share this post
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  • WWW.IGN.COM
    The Fantastic Four: First Steps Is Getting a Comic Book Prequel
    Marvel Comics may publish a great many stories set across numerous versions of the Marvel Universe, but they've rarely ever released comics that are specifically set within the Marvel Cinematic Universe. That appears to be changing, with Marvel revealing a prequel comic for the upcoming The Fantastic Four: First Steps.Simply titled The Fantastic Four: First Steps #1, the prequel is set four years prior to the events of the film. Written by Matt Fraction (Hawkeye) and illustrated by Mark Buckingham (Fables), this standalone issue will recount the FF's debut adventure, seemingly inspired by Stan Lee and Jack Kirby's original Fantastic Four #1. We know that the film is mostly skipping over the FF's origin story, so it appears that the comic will fill in for those who want to know how the team came to be. Art by Phil Noto. (Image Credit: Marvel)Here's Marvel's official description for The Fantastic Four: First Steps #1:It’s the moment that changed the world–-presented in the most brilliant medium there is! FANTASTIC FOUR: FIRST STEPS #1 is certain to be a must-have item, both for those who have looked up to this super team since they made themselves known those who might be unaware of the history behind Mister Fantastic, Invisible Woman, Human Torch and The Thing’s incredible rise to global stardom!Four years ago, the world was transformed as an amazing cosmic-powered quartet revealed themselves and their astonishing abilities to the public! Since that time, they have become world-famous as the Fantastic Four! Now, to celebrate that anniversary, Marvel Comics recounts their very first exploit that saved our city from near destruction!"What an honor to be asked to help celebrate the fourth anniversary of the Fantastic Four!” Fraction said in a statement. “It was a thrill to bring their first legendary adventure to the world of comic books for the first time! It's a story we all know by heart, but I think Magic Mark Buckingham and I have found a way to tell it as you've never heard or seen before -- and who knows, this could be the start of something big!"While Fraction's comments are a tongue-in-cheek way of acknowledging that this issue is being presented as an in-universe comic book authorized by Pedro Pascal's Reed Richards and his Future Foundation, we also have to wonder if he's teasing the idea of more MCU comics. Again, apart from a handful of tie-ins to early MCU films like Captain America: The First Avenger and The Avengers, Marvel hasn't published many stories specifically set in the MCU. Could we be getting an Avengers: Doomsday or Spider-Man: Brand New Day prequel next?PlayThe Fantastic Four: First Steps #1 will be released on July 2, 2025, just a few weeks before the movie hits theaters. Let us know in the comments what MCU comics you'd like to read.For more on The Fantastic Four: First Steps, see why it's a big deal that Vanessa Kirby's Invisible Woman is pregnant and learn why Silver Surfer is a woman in this movie.Jesse is a mild-mannered staff writer for IGN. Allow him to lend a machete to your intellectual thicket byfollowing @jschedeen on BlueSky.
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  • 9TO5MAC.COM
    Here’s how and why to delete your personal data from the internet
    With data brokers making big money by selling your personal details, it’s never been easier for spammers and scanners to get access to your phone number, email address, physical address, and even sensitive data like your social security number. Apple’s privacy protections help, of course, but if you want to get proactive about removing your existing personal data from the internet, it’s never been easier to do so … Data brokers are companies whose business is buying and selling personal data. While they do grab headlines on rare occasions – as in the case of a major data breach – they mostly operate in the shadows. Despite occasional talk of lawmakers or regulators intervening, data broking remains a perfectly legal business, taking advantage of the small-print we frequently agree to when registering to use a website or buying an app. This not only makes your contact details available to spammers and scammers, but records of your online activity can also hurt your finances by impacting your credit score. That can affect everything from your eligibility for credit cards and loans to the rates you pay for your health insurance. The law does allow you to opt out, but manually identifying all of the companies holding your data, and issuing removal requests, is an incredibly labor-intensive task. Fortunately, there’s a much easier solution. Incogni’s data-erasure service Instead of you having to contact hundreds of different companies, jumping through whatever hoops they put in your way, you can outsource the work to data-removal service Incogni. The company behind Surfshark does all the hard work for you, contacting more than 250 data brokers and people search sites on your behalf, and issuing demands for the removal of all of your personal details. No matter whether you are based in the US, Canada, UK, EU, or Switzerland, Incogni will use the relevant laws in each country when issuing its notices. The results? Less spam, as fewer companies have your details Reduced risk of being scammed, as fraudsters often steal details available online Protection from stalking and harassment, by keeping your personal details private Subscribers can monitor the process (potential databases found, requests sent, requests completed) on their Incogni dashboard. 50% savings for 9to5Mac readers 9to5Mac readers can keep their data off the market with a 1-year subscription at a 55% discount on both individual and family plans. Users can choose to add up to four loved ones to their Family & Friends plan. Users can add up to three phone numbers (US-based customers only), three emails, and three physical addresses. Additionally, Incogni recently launched its Unlimited plan, which the company believes to be a game-changer in the world of data removal services. In addition to all the standard data brokers and people-finder sites, Unlimited subscribers can request custom removals from any website that exposes their personal data (with the exception of social media platforms, government records, blogs, and forums) – and dedicated privacy agents will take care of the rest.  Exclusive reader pricing is: Monthly, Individual: $16.58 Monthly, Family: $32.98 Annual, Individual: $89.53 Annual, Family: $178.09 Annual, Individual, Unlimited: $161.89 Annual, Family, Unlimited: $323.89 Use the discount code 9TO5MAC at checkout to qualify. Sign up at Incogni’s website. Add 9to5Mac to your Google News feed.  FTC: We use income earning auto affiliate links. More.You’re reading 9to5Mac — experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Don’t know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel
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  • FUTURISM.COM
    Incoming NASA Administrator Throws Elon Musk's Mars Plans Under the Bus
    Incoming NASA administrator and billionaire fighter jet pilot-turned-SpaceX astronaut Jared Isaacman isn't keen on president Donald Trump's purported goal of brutally slashing the space agency's science budget nearly in half.As SpaceNews reports, Isaacman called the White House's proposed budgets not an "optimal outcome" in published responses to questions by bipartisan members of the Senate Commerce Committee this week.The private astronaut claimed that he had "not reviewed or been party to any official discussions" regarding the leaked budget proposal.Earlier this month, Isaacman attended a confirmation hearing in front of Congress. His nomination is expected to face a full Congressional vote on April 30.In his latest answers to questions, Isaacman also vowed to get NASA's Artemis program to return astronauts to the lunar surface "back on track."When asked if he had to choose between the Moon or Mars — a destination SpaceX CEO Elon Musk has singled out as the number one priority for human exploration — Isaacman picked the Moon."Given existing law, I would prioritize the Artemis program," he said, but reiterated that he would push for "paralleling these efforts."It's a notable admission, highlighting Isaacman's careful approach to both appeasing members of Congress, who have firmly stood behind NASA's plans to return astronauts to the Moon, and Musk, who has used his position as a highly influential political figure to repeatedly call for the agency to scrap its Artemis program in favor of fast-tracking Mars.Isaacman also tried to distance himself personally from Musk, who has turned into a lightning rod in Washington, DC, with his reckless and incompetent approach to slashing the government's budget and embracing extremist views."I do not have a close personal relationship with Mr. Musk," Isaacman, who has been to space twice on board SpaceX's spacecraft, said in response to a different question about his ties to the mercurial CEO. "While I’ve spoken with him occasionally over the years in my capacity as a SpaceX customer, I would describe our interactions as professional.""I admire and respect his contributions to space and technology, but it would be inaccurate to characterize our relationship as close," he added.Whether NASA will be able to run missions to both the Moon and Mars simultaneously, as Isaacman has repeatedly suggested, remains to be seen. A leaked budget proposal by the Trump administration would deal a devastating blow to the space agency's ongoing and future missions, including its next major space telescope and Mars Sample Return mission."This is an extinction-level event for NASA science," said space advocacy group Planetary Society chief of space policy Casey Dreier in a statement earlier this month.Given the devastation the proposed cuts would cause — not to mention the billions of dollars of wasted taxpayer money they would entail — there's a high chance Congress will make substantial changes.While Isaacman appears to support NASA's existing plans to return to the Moon, the agency's future space explorations could soon look dramatically different. For one, its extremely expensive and disposable rocket, the Space Launch System, may eventually be replaced by private rockets, he argued."Once those obligations have been met," he wrote, "I believe NASA should transition away from competing with the commercial sector and instead focus its world-class talent and infrastructure on developing the next generation of exploration technologies — including nuclear spaceships — as a logical next step."Share This Article
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  • SCREENCRUSH.COM
    Only 16 Rainforest Cafes Remain in U.S.; Here’s Where
    Rainforest Cafe proved to be a dining and tourist destination with 59 restaurants at the height of its popularity.Today, that total has been whittled down to just 16 locations in the U.S.What Happened To Rainforest Cafe?Themed restaurants were once popular among families who wanted a side of entertainment with their meals. Places like Planet Hollywood and Medieval Times made eating out more of an experience instead of just another night out.And while there are certainly some themed restaurants operating today, some of the larger names in the game have pared down their locations to target high-tourist locations like Florida, Texas, or even near the Mall of America in Minnesota.Gorilla in Rainforest CafeMarcus Cheng via YouTubeloading...Rainforest Cafe is one of those.For those who have never experienced it, the chain features a dining area where customers are surrounded by animatronic creatures such as gorillas and elephants that move about as you eat. There's also an indoor “thunderstorm” every 30 minutes that sets off simulated rain, strobe lights and thunder effects.According to Chowhound, Rainforest Cafe has seen a “slow decrease in business over the past few decades.”READ MORE: Iconic Chain Restaurant Plots Return 20 Years After Bankruptcy; Illness Outbreak“The mass amount of Rainforest Cafes closing their doors is due to the combination of America's loss of interest in themed dining chains and the detrimental effects of the Covid-19 pandemic,” the website says.Where To Find Rainforest Cafes In The U.S.With 16 remaining locations in the U.S., Rainforest Cafe can only be found in 11 different states today.ArizonaArizona Mills, 5000 S. Arizona Mills Circle, TempeCaliforniaOntario Mills, 4810 Mills Circle, OntarioFloridaDisney Springs, 1800 East Buena Vista Drive, Lake Buena VistaDisney World Animal Kingdom, 505 Rain Forest Road, Lake Buena VistaSawgrass Mills, 12801 West Sunrise Blvd., SunriseIllinoisGurnee Mills, 6170 West Grand Ave., GurneeMichiganGreat Lakes Crossing, 4310 Baldwin Road, Auburn HillsMinnesotaMall of America, 306 South Ave., BloomingtonEddy Burback via YouTubeEddy Burback via YouTubeloading...Nevada3717 South Las Vegas Blvd, Las VegasNew York300 Third Street, Sheraton at the Falls, Niagara FallsTennesseeOpry Mills, 353 Opry Mills Drive, NashvilleTexas5310 Seawall Blvd., GalvestonGrapevine Mills, 3000 Grapevine Mills Pkwy., GrapevineKaty Mills, 5000 Katy Mills Circle, Katy110 East Crockett, San AntonioOut of all of these, the Rainforest Cafe located inside Disney's Animal Kingdom has the distinction of being the “world's largest.” The chain also has locations outside of the U.S. in countries such as Japan, France, and Canada.Get our free mobile app Popular Restaurants That Have Faded AwayFiled Under: Chain Restaurants, Food, NostalgiaCategories: Original Features
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  • WWW.CNET.COM
    Watch FA Cup Soccer: Livestream Crystal Palace vs. Aston Villa From Anywhere
    A place in the final is up for grabs as the Eagles take on Unai Emery's men at Wembley.
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  • WWW.SCIENTIFICAMERICAN.COM
    Wild NYC Author Ryan Mandelbaum Takes a Wildlife-Filled Walk in Prospect Park
    April 24, 2025How to Find Hidden Nature in Any Urban Park Near YouTake a walk through Prospect Park with Wild NYC writer Ryan Mandelbaum and learn to connect with nature no matter how urban your environment is.Jeffery DelViscio/Scientific American SUBSCRIBE TO Science QuicklyRachel Feltman: For Scientific American’s Science Quickly, I’m Rachel Feldman. I love spending time in nature, but that can feel really hard to do when you live in a city, even out in the suburbs. It’s tough to feel like you’re really outside when you’re outside, but if you start thinking like an urban naturalist, you can find wildlife to appreciate everywhere you go.My guest today is Ryan Mandelbaum. They’re a science writer, naturalist and educator based in New York City. Their new book, Wild NYC, is a guide to exploring the natural wonders of the big Apple. But they’ve also got tons of great tips on how to find wildlife in any built environment, because if you can find nature in New York City, you really can find it anywhere.Earlier this month we took a walk through New York City’s Prospect Park with Ryan to learn how to approach urban and suburban environments like a naturalist. Bear in mind that we recorded this while walking around outside, so it’s gonna sound pretty different from our usual in-studio episodes. But you can also check out a video version with lots of cool plants and animals to look at over on our YouTube channel.On supporting science journalismIf you're enjoying this article, consider supporting our award-winning journalism by subscribing. By purchasing a subscription you are helping to ensure the future of impactful stories about the discoveries and ideas shaping our world today.Feltman: Hey, y’all, we are here in Prospect Park with Ryan Mandelbaum, the author of a book called Wild NYC that’s all about finding wildlife even in urban spaces. Ryan, tell us a little bit about the book and what we’re gonna do here today.Ryan Mandelbaum: Yeah, so Wild NYC is part natural history, part field guide, part trip planner about New York City. There’s a lot of really interesting things to see but [also] a lot of really interesting things to talk about, so we’re gonna experience some of that here in Prospect Park.Prospect Park is Brooklyn’s backyard. It also has the biggest forest in Brooklyn, and it’s the place where I probably spend most of my time as a naturalist. So there’s interesting plants, animals, interactions between us and those plants and animals, so I’m really excited to show you all what we have here.Feltman: Cool, let’s get started.Mandelbaum: The one thing I’m always doing as a naturalist is trying my best not to be completely distracted by all of the things that are happening at once. So even right now there’s probably, like, five or 10 bird species that I’m experiencing and a lot of plants. The birds I’m looking at are a common grackle—that little man running around on the ground.A lot of the birds that we see here are ones that are more commonly associated with people. So common grackle are often seen in areas that are kind of cleared open: farms or just places where we’ve altered. And the other bird that’s running around on the ground here is a European starling. They are an introduced species. The legend is that somebody wanted all of the birds of Shakespeare ...Feltman: Mm.Mandelbaum: To be in the United States, and so they introduced them all, and starlings were the one that stuck. The actual story is, like, so much worse than that, which is that there were entire societies devoted to making the United States look like Europe, and as part of that they introduced starlings, like, multiple times, and so now we have just, like, millions of starlings. They’re very, very common in Europe, and so now they’re very, very common here.It’s interesting because as a naturalist a lot of what I’m thinking about isn’t just, like, the stories of these species but how they interact with the world at large. And so you can’t really hate starlings because they’re really cute [laughs] and have a lot of personality. I have one who’ll, like, perch on my air conditioner and sing a bunch of weird noises—they’re mimics, so they can sing other bird songs really well. But then they also are cavity nesters, and so they’ll take cavities from our native birds that use cavities like bluebirds and redheaded woodpeckers. The animal itself is not good or bad; the animal itself is a doofy little guy that runs around on the ground. But, you know, it can do good or bad things, usually based on us.Feltman: What are some other animals that people in urban areas might be particularly likely to find?Mandelbaum: I think American Robins are pretty common, like, first birds you notice because they’re often present in backyards. American Robin is a native bird to the United States, as is the Common Grackle. They like sort of big open areas. They love plucking for worms in the dirt. There they are [laughs].An interesting thing about the city is that there’s a huge combination of both native plants and invasive plants and introduced plants. People like to put value on everything, like, “Oh, is this one introduced? Oh, it’s bad. This one is native. It’s good.” Good and bad are kind of, like, our value judgments, so there’s a lot more to it than that. Something can be introduced and not necessarily bad, and then something can be, like, “native,” but then because of our doing suddenly it’s—gets to the wrong place and takes over and it’s bad, so ...Feltman: Yeah.Mandelbaum: We’re standing under what I assume is an eastern white pine. Eastern white pine, you can tell by the number of needles.Feltman: Oh, yeah, I see five.Mandelbaum: It’s an eastern white pine—looky, looky. Most of the eastern white pines here are planted; they’re more common, like, north of here. But they’re a good tree. They go real big [laughs]. Their pine cones are real big. You can tell it’s an eastern white pine when the needles are long and floppy and they’re kind of soft. I just like ’em. I like conifer trees ’cause they got green on ’em all year long, so even in the winter they’re exciting and green.Feltman: So how did you get interested in, you know, being a naturalist as a born and bred New Yorker?Mandelbaum: I’m not from New York City proper; I’m from, like, a town that touches New York City. So I always have to clarify that ’cause then real New Yorkers get mad at me. But I’ve always liked walking around in the city and exploring places I hadn’t been before. And then while I was in grad school I was writing about herons because I found out that New York City Bird Alliance was, like, painting lawn flamingos to look like herons and egrets to try and, like, coax them back onto one of the marsh islands. And that was, like, the exact kind of wacky, silly story that made me like, “Huh, tell me about [laughs] why they’re painting lawn flamingos.”And so I went on this, like, excursion to Staten Island to try and find my own great blue heron. And then it, like, turns out that they’re just in the parks [laughs]. Like, you can often just see them, like, in Central Park, Prospect Park. And I think since then it’s, like, really warped the way I think about New York City as, like, not just a place that I’m eating dinner in and going to shows in but, like, a place that has its own natural history and really exciting interactions between humans and animals that I just found fascinating.First, you get hit with the birder bug, where you’re like, “Oh, my God, I need to see every single bird.” And then you get hit with the everything bug, where you’re like, “Oh, my God, I need to see everything.” [Laughs] And that, that would be how I got here.Feltman: So what are the kinds of things that, you know, your book helps people look out for? I know there are birds, there’s some plants.Mandelbaum: I mean, what I really want people to do is walk around the city and understand, like, appreciate what it is now and the amount of diversity that’s here, both in terms of, like, what people have done to it and how animals are adapting to it, but also understand just how biodiverse it’s always been.New York City is kind of at the confluence of a lot of different eco areas—so there’s ocean and land; there’s north and south; there’s, you know, humid and dry; there’s all sorts of, you might say, like, transitional areas here in the city. And so it’s always, for all of history, attracted, like, a ton of biodiversity. You know, there’s been human habitation here for millennia, and so just getting people to understand New York as more than just this concrete jungle but actually, like, a really amazing, biodiverse place, even today, is what I’m excited about.That is a red-bellied woodpecker that just flew up there. Can you see it? Try to look at it without binoculars first. That’s my tip ...Feltman: Yeah.Mandelbaum: With binoculars. There it is ...Feltman: Oh, yeah.Mandelbaum: It’s coming up, yeah. There it is. You see it’s got the little red head, grayish belly, black back with white stripes.They’re probably one of our most common woodpeckers we regularly see. But that wouldn’t have been the case, like, a hundred years ago; they’re very much a product of human altering the habitat and climate change. So they would have been, like, a more of a southern woodpecker, but then they respond well to human alterations of habitats, kinda like the robins and grackles and them. You see them commonly in suburbs, and they’re really sensitive to cold temperature.Feltman: Mm.Mandelbaum: So as the climate changed and things warmed up they started moving north, and we’re still starting—they’re still moving north today; like, areas in the northern United States and Canada that wouldn’t have seen them before starting to get them.They’re also an example of how ornithologists are really bad at naming birds. Like, look at that bird. What would you call it if you didn’t know what it was called?Feltman: Like, a, a red, red-headed ...Mandelbaum: Like, a Red-headed Woodpecker.Feltman: Something. Yeah.Mandelbaum: Yeah, I would call it that, too. There’s already a Red-headed Woodpecker, and it’s not that one.Feltman: [Laughs] Oh, dang.Mandelbaum: I know. And so it’s called the Red-bellied Woodpecker because [laughs] often what would happen is, like, an 1800s ornithologist would, like, shoot a bunch of birds at random and then bring ’em back to their house and look at them and be like, “Oh, this one seems to have a little pink wash on its belly that you can only see if you’re, like, looking at a dead one like this.” So they got “Red-bellied Woodpecker.”I would’ve called it, yeah, like, you know ...Feltman: Red, Red-capped Woodpecker.Mandelbaum: Red-capped, black-striped awesome [laughs] little guy.Feltman: [Laughs] I feel like so much of what our idea of doing nature and being a naturalist is comes from, you know, that era of very, very rich people shooting birds [laughs] and writing stuff down about them. How would you like to, to change people’s conceptions of, of what it is to enjoy the outdoors?Mandelbaum: I think the thing we’re doing right now is a good way to change the perception of the outdoors. Going on your own sort of discovery missions or experiencing nature yourself and building your own personal connection to it is really important. If you really wanna, like, discover new stuff, you could look at anything. I look at birds ’cause they’re easy to look at and there’s a lot of infrastructure for looking at birds. People who look at mushrooms and fungus here in New York City are, like, really interesting.The city, if—I treat it as [as] interesting a place ecologically as the forest surrounding it, and in many cases the biodiversity is actually higher here because [of] the amount of things we bring here and, again, because New York is already a pretty rich place ecologically. So just get started looking at stuff, walk slowly, experience the smells and sounds.Feltman: And what about for folks who are like, “Yeah, of course, New York City has these giant parks that are, like, full of wildlife, but what about me in, you know, (insert smaller city), where we don’t have a giant green space?” Like, what advice do you have for people in other urban areas?Mandelbaum: Well, first come to New York City [laughs]. No, I think that’s what I’m really excited about about my book is that, of course, it’s about New York City, but it’s really about the interactions between what happens when humans enter a natural place—just really considering that humans are part of nature and when we change it it’s because we’re a species that lives there. So you, too, can go out in any place where you are and look at what’s around.There’s plenty of really awesome resources that allow you to look more locally. I use iNaturalist. It’s an app that uses the help of both AI and a community of naturalists to help you identify things. And this book happens to be of a series of Wild (Enter Your City Name Here) books, so I think my publisher would probably tell you to buy the book for your city [laughs].Estuaries, which are places where the freshwater rivers meet saltwater oceans, often are some of the most biodiverse places in the world, and many of the world’s largest cities are on estuaries. So generally your city probably will have quite a lot of really interesting things to look at, regardless of where you live.Onward and upward. This tree here, what a tree this is [laughs]. So London plane is a hybrid of two sycamore species, one from our continent and one from East Asia. London plane was Robert Moses’s favorite tree because it can grow really well everywhere. It likes—it doesn’t care about the sidewalk, doesn’t care about anything ...Feltman: Wow, like Robert Moses.Mandelbaum: Like Robert Moses [laughs]. It’s like Robert Moses if he was a tree. So we see quite a lot of them. It is—supposedly the leaf of the London plane is the logo of the Parks Department here in New York City. The London plane is not a very good tree for insects, so it’s therefore not a really good tree for wildlife.Feltman: Mm.Mandelbaum: But there is some random moth that we see on it a lot that’s native that was just like, “Okay, I’ll deal with that.” [Laughs] And it’s a really pretty one.All right, let’s keep going. There’s a lawn. Lawns usually are, like, monocultures designed for use by people only, and as much as they look big and green, and people are like, “Go touch grass,” they actually are not quite as good for nature as everywhere else. You’re much better off planting, like, a native flower garden or letting the lawn even just grow rather than using all of this water and mowing resources to make a big lawn. I know that this is controversial, but lawns are, like, they’re fine [laughs]. I get it—I like sitting. You know, sitting’s great.Here’s a hawk. There it is. Way far away, up in the sky, over that plane.Feltman: Oh, wow.Mandelbaum: It’s probably our—I would say it’s a Red-tailed Hawk, but I ha—it’s really backlit and far away.They are similarly a hawk that’s okay with humans altering the habitat. So often what the Red-tailed Hawks will do is nest over on the—like, in these pine trees over here. Here’s another one. There’s two of ’em. They don’t mind the lawns. They are, like, eating squirrels and other little things. I just got a look at the other one; it is also a Red-tailed Hawk. Red-tailed Hawks, the females are bigger than the males, so the big one was the female, and the smaller one is the male.Like, as a birder, what I wanna see when I’m on the lawn is, like, Eastern Bluebirds, Eastern Meadowlarks. There’s, like, these—New York doesn’t have, like, a ton of big grasslands, especially not in, like, the middle of the boroughs, so I’m not usually expecting to see any of those birds here in the park except on migration on this lawn.There’s some birds—robins. Oh, a flicker way out there. You may think of woodpeckers as tree birds, but one of our species of woodpecker, while it does like trees, it also loves the dirt. The ones that are sort of bigger and hunched over and have red on only the back of their heads are flickers. So yeah, it’s a woodpecker that likes the dirt. My spouse calls them “dirtpeckers” ’cause they hang out on the ground and eat—feed like the robins.Feltman: Are there particularly good times of year to go looking for wildlife in urban areas?Mandelbaum: Yes, it actually depends on what you wanna see. So right now, early April, is probably—we’re just getting started with bird migration so our early species like the flickers migrate around now, so we’re starting to see a lot of them. Some of the sparrow species are starting to migrate. It’s not the peak yet. But if you want something to look at that’s special in April, the salamanders are moving right now.Feltman: Oh, wow.Mandelbaum: And I just went on a really fun tour of New York City’s Alley Pond Park, where you can find a couple species of native salamander—most common is red-backed salamander and spotted salamander—and we found them. It was awesome.Feltman: [Laughs] I feel like salamanders are a thing that a lot of people don’t realize are in their cities.Mandelbaum: Oh, yeah. At least here in the eastern United States, I think that the animal that [with], like, the highest amount of biomass in the eastern forest is the red-backed salamander.Feltman: Wow.Mandelbaum: Salamanders are sensitive, though, to, like, pollution and habitat fragmentation, so they’re actually not especially common in the core of the boroughs. The only place that you can see red-backed salamanders reliably in Brooklyn is, like, one pond in Green-Wood Cemetery. Outside the outskirts of the city—so Staten Island, the Bronx, parts of Queens, especially northeastern Queens—there are places where you can see multiple species of salamander.And this is also one thing I try and touch on in the book is that at the edges of the boroughs, there are places where you can see, really, this kind of transition and interaction between humans and the natural world at its strongest because there are these places where it’s, like, mostly really pristine eastern forest but then a lot of introduced stuff kind of creeping in, and so you can kind of see those two things interact, like trees surrounded by invasive vines or fights between native animals and introduced animals for nest space. You can still kind of capture that amazing biodiversity of New York City while also seeing some of the human influence there.There’s a Chipping Sparrow. That’s what this little guy right here is. Chipping Sparrows are pretty common. In an unaltered world they would probably be our most common sparrow in North America.Welcome to the woods. The wooded area here is nice because it features what I’m pretty sure is a stream that’s fed by, like, New York City water supply that ends up becoming two ponds and then a river through the woods back there. So for us this is kind of one of the better places to experience nature in the city because there’s quite a lot of different plants and animals.What I’m usually looking for here is migratory birds, who might come down to take a bath in some of these streams over here, and then some of our native plants, which there’s some nice flowering plants that you might, might catch one if it’s around.It’s you. So it’s just starting to flower. Smell, smell that right there.Feltman: Oh, wow.Mandelbaum: Oh, yeah. This is spicebush. So spicebush is a native plant to our area. It flowers really early, so you can see it’s just starting to flower. It flowers in early April. A lot of plants will flower early on just because that way they can take advantage of the sun when the canopy isn’t all leafed out.Spicebush is, like, amazing. First, first of all, you can’t see it, but it smells really good [laughs]. Its bark would’ve been used extensively by Indigenous people here. And then in the fall it creates these, like, beautiful red berries, which are edible. But what you would do with them if you wanted to use them was dry ’em out and use ’em as spice, and they have a flavor that’s kind of like allspice, cinnamon and black pepper all wrapped in one.Feltman: Mmm.Mandelbaum: It’s the best.You wanna look at the Wood Ducks? Wood Ducks are really good ducks. There’s also a Ring-necked Duck over there, which is pretty uncommon for Prospect Park.Feltman: Beautiful.Mandelbaum: Beautiful. They’re really common in the rest of the areas, but here in New York City, we don’t see them that often, so that Ring-necked Duck is a special site for birders. This is around the time of year that we see them on migration. Usually there’s a couple that roll through all the parks every year.That’s a Yellow-bellied Sapsucker that is calling above us. It is a woodpecker. I often interact with other human beings when I’m birding because I look weird [laughs]. And so a guy’ll come along—and I don’t know why old-timey New Yorkers have, like, figured this one out—but they’ll go up, and they’ll be, “Ay, you see any Yellow-bellied Sapsuckers?” And I’d be like, “I know you’re making fun of me, but yeah [laughs], there’s one right here.”Feltman: [Laughs]Mandelbaum: Imagine this: It’s all of time and you’re a bird. You migrate up, and you end up in this verdant, beautiful New York City ecosystem. You stop by just to refuel. Then you go to your, you know, breeding area north of here. We come in, we replace it all with concrete. We leave, like, four green spaces [laughs]. Birds still have to migrate through, and so they get concentrated into our parks. So in May, September the parks are just loaded with, you know, these birds that have come all the way up from the equatorial regions, the tropics, migrating to these boreal habitats or the tundra or the northern woods, and they stop here, and so you can see, like, 120 species of bird in a day here in, in May. It’s, it’s just an incredible phenomenon: there’s birds singing and flying around, and they’re all crazy colors. That’s the best.Feltman: What would you say are kind of big pitfalls to avoid as a person trying to appreciate wildlife? What things should we try not to do so that we don’t cause harm?Mandelbaum: Leaving things the way you found it is, in the broadest sense, is a really good one. If you flip a log to see if there’s, like, a lizard underneath it, flip it back. Don’t pick wild flowers. Just general “be nice to nature and nature will be nice to you back.” This is more for your own safety, but definitely just follow the rules of the park and obey the law. One thing that I found [laughs] is really nice in New York City is that when you do this enough, you eventually get to know a lot of the folks who work in conservation and for the city and, you know, a lot of the folks who are around, and being friends with them opens up more opportunities to look for nature and wildlife.There’s a lot of really cool nature groups. Most cities have at least some birding clubs. Some of them have groups that are specific—if, you know, you are queer or a person of color, you might be able to find a community of folks who are going out every day looking at, you know, birds and wildlife and plants and things like that. And for me the community has been probably my favorite part of it. Just—I’ve made so many friends simply by going outside all the time and looking at interesting things, and I would encourage other folks to, you know, open up their hearts and minds to all the other weirdos out here looking at the world.Feltman: So we’ve talked about, you know, how interesting it is that there’s so much diversity here, including stuff we’ve introduced. What about things we’ve introduced that are not so good?Mandelbaum: Humans have the ability to alter ecosystems in a way that most other animals can’t, and with us we will sometimes move things around the world that can cause outsized negative impacts. The place where some of these invasive insect infestations started, some of them started in New York City because of the amount of shipping that happens here. Some of the most aggressive invasive plants—the bittersweet, for example, the Asiatic bittersweet, started because it was a pretty plant sold at a, a nursery here in New York City.We see the effects of climate change here on a daily basis. A lot of the plants and animals that we see in New York City would not have been able to survive here about 100 years ago and are responding to a combination of warming temperatures and human-altered—habitat alteration. You know, while here in cities we have a lot of biodiversity that’s not what people, like, implicitly want. Like, a lot of what they’re trying to do is, like, create these vast lawn monocultures. And so in a lot of places the presence of humans will actually reduce biodiversity. It’s our duty and our responsibility that we use our ability to alter habitats to conserve them and make sure we’re living in concert with the world, and, you know, good nature is good for everybody.Feltman: Yeah, well, Ryan, thank you so much for chatting with us about your book and for showing us all around your home park. Would you remind our listeners and viewers what your book is called?Mandelbaum: Yeah, well, thank you so much for having me. I am the author of Wild NYC. You can purchase it wherever books are sold or, of course, Bookshop.org to support local booksellers. So yeah, Wild NYC, and thank you so much again.That's all for today's episode. You can learn more about exploring urban environments in Ryan's book, wild NYC, and don't forget to check out our YouTube channel and don't forget to check out our YouTube channel to see all of the cool stuff Ryan and I saw during the chat you just heard.We will be back on Monday. We're taking a break from our usual news roundup format while I'm out of the office, but we've got a special dip into the SciAm archives for you to enjoy. Spoiler alert, it features a super scientific hunt for psychics. I definitely recommend checking it out.Science Quickly is produced by me, Rachel Feldman, along Fonda Mwangi, Kelso Harper Naeem Amarsy and Jeff DelViscio. This episode was edited by Alex Sugiura, Shayna Possess and Aaron Shattuck fact check our show. Our theme music was composed by Dominic Smith. Subscribe to Scientific American for more up-to-date and in-depth science news for Scientific American.This is Rachel Feltman. Have a great weekend.
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    Dune: Awakening getting "largest beta yet" next month, and it'll be open to "tens of thousands" of players
    Dune: Awakening getting "largest beta yet" next month, and it'll be open to "tens of thousands" of players Ahead of June launch. Image credit: Eurogamer/Funcom News by Matt Wales News Reporter Published on April 25, 2025 Dune: Awakening arrives this June, but there'll be an opportunity to check out its sandy survival action ahead of its full launch. Developer Funcom has announced it's holding the game's "largest beta yet" in May, with keys being made available to "tens of thousands" of players. Funcom unveiled Dune: Awakening in 2022, as part of its deal to make "at least" three games set in the Dune universe. It whisks players to Arrakis for an open-world, multiplayer survival adventure drawing from Frank Herbert's sci-fi novels and Denis Villeneuve's film adaptations. Dune Awakening has been in closed beta for over a year now, but with its full release now looming following a brief delay, Funcom is preparing one final, large-scale beta blowout that'll run from 9th-12th May. The studio is calling it Dune: Awakening's "largest beta yet... with a huge number of new players joining compared to previous closed betas". Here's Dune: Awakening's new story trailer.Watch on YouTube It'll give players a chance to experience survival in the vast, wormy deserts of Arrakis, as well as "most of" Dune: Awakening's first story act - which Funcom says should equal around 20 hours of playtime. Unlike previous betas, there's no NDA to sign, and all gameplay can be shared. To be in with a chance of taking part in the beta, players have a number of options. They can either visit Dune: Awakening's Steam page and hit the 'Request Access' button, or tune into the Global LAN Party Broadcast on 10th May, which will include developer chat and more. Funcom says "tens of thousands" of keys will be handed out during the broadcast, and these can be used to gain immediate access to the Dune: Awakening beta weekend. Dune: Awakening gets its full Steam launch on 10th June, and an Xbox Series X/S and PS5 release is due at a later date. It's looking pretty promising too; Eurogamer's Robert Purchese came away impressed after going hands-on with it earlier this year, writing: "You can live out your Dune fantasy in the most faithful recreation of Arrakis we've yet seen in a game, pausing as the ground shudders from a nearby sandworm, ducking for cover as a sandstorm blows in, and searching crevices for the secrets of the world hidden within.... keep an eye on this one."
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    10 Best Vacuums for Hardwood Floors in 2025, Tested by AD
    The right cleaning device can make life infinitely easier, but you can’t use just any old Hoover on delicate surfaces. The best vacuums for hardwood floors won’t scratch or cause damage, so we tested dozens of highly rated models and asked experts to recommend the most ideal model for your home.“The vacuum should have soft rubber wheels so scratching or marring does not occur when moving and manipulating the vacuum across the wood floors,” explains Paul Henthorn, owner of Slaughterbeck Floors in Campbell, California. “And power brushes on canister vacuums should be avoided in favor of the soft brush attachments.” What’s wrong with power brushes? Henthorn says they can potentially remove the finish and wood fibers from the grain of the floors. Beater bars can also be too abrasive on this type of floor.Keeping all this, as well as usability, in mind, we focused on bagless, cordless stick vacuums, robovacs, and one worthy upright vacuums for this story. You’ll also find info from experts on how to choose the best one for your home, as well as helpful maintenance tips. But first, browse our favorite picks to clean your floors and keep scratches out of sight.Our Top Picks for the Best Vacuums for Hardwood Floors:Best Overall Vacuum for Hardwood Floors: Samsung Bespoke Jet AI Vacuum Cleaner, $525 $500Best Robot Vacuum: Shark IQ Self-Empty Base Robot Vacuum, $585Best Wet/Dry Combo: Dyson V15 Detect Submarine, $919The Budget Option: Bissell CleanView XR Cordless Vacuum, $199For Pet Parents: Shark Pet Plus Cordless Stick Vacuum with PowerFins, $330 $250A Luxury Pick: Samsung Bespoke Jet Bot Robot Vacuum and Mop, $1,400Browse by Category:Best Vacuums for Hardwood Floors, OverallSamsung Bespoke Jet Cordless Stick Vacuum Cleaner w/ Clean StationUpsidesArtfulThoughtful designLong battery lifePowerful suctionDownsidesIts dust bin capacity isn’t as big as others in this listSpecsWeight: 6 poundsCord Length: CordlessBag or Bagless: BaggedRun Time: 60 minutesDust Cup Capacity: 0.8 litersHEPA Filter: YesThe Samsung Bespoke Jet AI cordless stick vacuum cleaner actually looks like a work of art, so it’s not only one of the best cordless vacuums (based on our very hands-on experience), but also one of the best-looking. The Samsung Bespoke Jet AI comes in a gorgeous satin black color and has an AI cleaning mode that detects the floor type to adjust suction accordingly. “I’ve had it since May 2022, and the vacuum has held up very well,” Williams says. “This model has more air watts (210W) than any of Samsung’s previous cordless stick vacuums—and it also includes more accessories. The lightweight (six-pound) vacuum is easy to maneuver, and the nozzle includes a dual brush head (a soft one for hard floors and another one with fins for carpets).”The space-saving clean station charger holds the vacuum when not in use. When docked, the clean station automatically empties the vacuum’s dustbin. There’s also a separate accessory cradle to hold the combination and crevice tools, pet tool, flexible tool, and dust bags. The vacuum itself has strong suction, a dual brush for cleaning both hard floors and carpet, and the battery lasts up to 100 minutes.Shark Cordless Pet Plus Lightweight Stick VacuumUpsidesComes with a pet multitool to pick up shedding furSelf-cleaning brush rollEasy to cleanDownsidesLacks suction power, according to some online reviewersSpecsWeight: 8 poundsCord Length: CordlessBag or Bagless: BaglessRun Time: 40 minutesDust Cup Capacity: 0.34 quartsHEPA Filter: YesWilliams loves the Shark Pet Plus Lightweight Cordless Stick Vacuum Cleaner (and also the Shark Rocket Pet Pro) because the floor nozzle has a self-cleaning soft brushroll and PowerFins. Both work together to pick up debris and ensure that no hair gets tangled up in the vacuum. The fins are made of flexible silicone instead of bristles, so it’s easy on hard surfaces, and the LED light on the floor nozzle helps Williams identify more dirt than she probably cares to know about. The Shark Pet Plus uses anti-allergen complete-seal technology and a HEPA filter to keep all of the dust and debris inside of the vacuum. It’s also super easy to empty the dust cup: Just slide the Clean Touch Dirt Ejector lever down to spit out any waste into the trash can. The lightweight vacuum lasts 40 minutes and includes a crevice tool and pet multitool.Photo: Terri WilliamsDyson V15s Detect Submarine​ Wet-Dry VacuumUpsidesThree cleaner headsDrip tray for wet roller storageStylish designDownsidesSome shoppers mention that the battery life doesn’t last longSpecsWeight: 8 poundsCord Length: CordlessBag or Bagless: BaglessRun Time: 60 minutesDust Cup Capacity: 0.2 gallonsHEPA Filter: YesSome people like the idea of one vacuum that suctions and mops hardwood floors—but they’d rather have these functions completely separated rather than integrated into the same machine. If that’s your preference, the Dyson V15 Detect Submarine actually has three swappable cleaner heads. There’s the digital motorbar cleaner head for multifloor use, the fluffy optic cleaner head for hardwood floors, and the submarine wet roller head. But instead of loading water into a water tank on the vacuum, the water is poured directly into (and subsequently contained within) the wet roller head. And since the vacuum has the same articulating head used on Dyson’s other stick vacuums, I found it easy to swivel around furniture legs and reach underneath my couch when mopping. There’s also a drip tray to store the wet roller head on, and the vacuum includes (dry use) accessories such as the combination tool, crevice tool, and hair screw tool.Bissell CleanView XR Cordless VacuumUpsidesTangle-free brush rollThree cleaning modesConverts to handheld modeDownsidesShort run timeSpecsWeight: 6 poundsCord Length: CordlessBag or Bagless: BaglessRun Time: 35 minutesDust Cup Capacity: 0.3 litersHEPA Filter: NoWe tend not to test “cheap” vacuums. Instead, we look for economical choices that are still high-quality items with the features you want. The Bissell CleanView XR fits the bill. It has a tangle-free brush roll to keep hair from getting snarled, and it has three cleaning modes—standard, medium, and turbo—to fit various needs. The LED headlights illuminate dirt in hidden places and the vacuum has swivel steering features, meaning it easily maneuvers around furniture legs. It can easily convert to a handheld model, allowing me to use the crevice tool, combination dusting brush, and upholstery tool. Run time is only 35 minutes—but at this price, you can purchase an additional battery and swap them out.AmazonShark RV1001AE IQ Robot Self-Empty Robot VacuumUpsidesSelf-cleaningLong-lasting battery lifeTangle-free brush rollDownsidesClunky designSpecsWeight: 6 poundsCord Length: CordlessBag or Bagless: BaglessRun Time: 60 minutesDust Cup Capacity: N/AHEPA Filter: N/AThe Sharp IQ Self-Empty Base Robot Vacuum has everything Williams wanted—and more—when searching for the best vacuums for hardwood floors. For starters, she can go a month without having to empty it (she doesn’t, but she could). That’s because the robot empties itself into the base, and it can hold 30 days worth of dirt. The beauty of robot vacuums is that they don’t require much human interaction except for mapping your home and emptying the vacuum. But Shark eliminates the latter task for a very long time. It even has a self-cleaning brush roll to ensure that pet hair won’t get tangled in it. And when the robot vac needs to recharge mid-clean, it does that on its own as well and then picks up right where it left off. Since the robot uses IQ navigation, it cleans in an orderly row-by-row fashion, instead of zigzagging all over the place. After Williams mapped out her home, she was able to schedule cleanings via her iPhone. The robot vac can also be activated using Alexa or Google Assistant. The battery lasts over 90 minutes.Samsung Bespoke Jet Bot Combo Robot Vacuum and Mop with All-in-One Clean Station with Auto SteamUpsidesDesign-forwardComes with a dual brush for cleaning multisurfacesSpace-saving docking stationDownsidesPriceySpecsWeight: The set and station equal 40 pounds in totalCord Length: CordlessBag or Bagless: BaglessRun Time: 80 minutesDust Cup Capacity: 0.25 litersHEPA Filter: N/AIf you’re looking for a vacuum that truly does everything for you, this is one of the best picks of the bunch. Not only is the robot vacuum itself packed with power and features, but the cleaning station takes care of the grunt work for you—like cleaning the mop pads, emptying the dust bin, and refilling the robot with water.
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