Sunday, August 31, 2025

GenAI is fueling smarter fraud, but broken teamwork is the real problem

More than 80 percent of large U.S. companies were targeted by socially engineered fraud in the past year, according to Trustmi’s 2025 Socially Engineered Fraud & Risk Report. Nearly half of those organizations reported a direct financial loss, with many incidents costing more than $500,000.

The findings show that these attacks are recurring problems that disrupt operations, trigger audits, and shake trust across the business. CISOs who treat fraud as a rare finance problem may be missing its broader impact.

CISO fraud prevention GenAI

Where silos become attack surfaces

The report highlights misalignment between finance and security as a key driver of risk. One-third of respondents said poor coordination contributed to a recent fraud incident or near miss. Only a quarter said both teams always share visibility into incidents.

Attackers are exploiting those gaps. More than 70 percent of reported incidents moved across multiple systems, from email to ERP to vendor portals. Each handoff between teams created blind spots where fraudsters could operate without detection.

GenAI reshaping the fraud landscape

Generative AI has made fraud faster, cheaper, and harder to spot. Spoofed logins, vendor impersonation, invoice fraud, and even deepfakes are now combined in sequences that mimic normal workflows.

Most defenses remain tied to a single system. Training, manual verification, and email filtering all continue to fail when attacks span multiple platforms. Nearly nine in ten organizations said at least one of their safeguards broke down during a major incident.

“GenAI has weaponized fraud into a coordinated business attack,” said Shai Gabay, CEO of Trustmi. “Attacks now cross multiple systems, exploiting every gap between teams and tools. Without unified visibility and coordination, enterprises will continue to face threats no single control can stop.”

Recommendations for CISOs

The report calls for a shift in approach. Fraud prevention should be treated as a shared responsibility, with finance and security teams aligned on ownership, KPIs, and real-time visibility.

It also stresses the need for GenAI-resilient defenses. Behavioral AI and contextual monitoring can spot anomalies across systems, giving enterprises a chance to detect coordinated campaigns before money moves.

Finally, CISOs are urged to track more than direct losses. Operational disruption, compliance fallout, and reputational damage should be part of the case for investment in stronger defenses.


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The M4 MacBook Pro Is $300 Off for Labor Day

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It's Labor Day weekend, and tech sales are going strong, with deals on TVsiPads, tablets, and headphones. If you're looking for a deal on a new MacBook, this is your best chance so far this year: Apple's powerful M4 MacBook Air already dropped to $799, its lowest price ever, and now, the base 14-inch M4 MacBook Pro is following suit: It's down to $1299 on Amazon, a $300 discount from the usual $1599. It's the cheapest price yet for this model MacBook Pro. (The pricier M4 Pro model with the M4 Pro chip and 25GB RAM has already received a $300 cut, from $1999 to $1699.)

The 14-inch M4 MacBook Pro is a step above the M4 MacBook Air. They share the same chip, but the MacBook Pro gets a 10-core GPU instead of an eight-core. You also get 16GB Unified Memory, and 512GB Storage as standard (instead of 256GB for the Air).

The MacBook Pro body and design are also completely different. Unlike the Air, the Pro's body is fan-cooled, so it can sustain processor intensive workloads for video editing and coding for much longer. The Pro also offers a much better screen, with a 3024x1964 native resolution at 254 pixels per inch, 16,00 nits HDR brightness, up to 1,000 nits of regular outdoor brightness, and a 120Hz refresh rate. The M4 MacBook Pro's battery backup is also substantial, with up to 24 hours of video streaming and 16 hours of wireless web browsing.

As a Pro model, it comes with three Thunderbolt USB-C ports, an HDMI cable, and a SD card slot. All this tech does make the Pro heavier: It's 1.55 kg, or 3.4 pounds, versus the Air's 1.24 kg, or 2.7 pounds. But if you're the kind of person that wants a really fast MacBook with 120Hz display, long battery, great build, and don't mind the weight, the M4 MacBook Pro can be a great choice.

If you just want a thin and light laptop for work and school, you can't go wrong with the M4 MacBook Air, which, again, is discounted to $799 for Labor Day. If you're looking for a budget option, the still reliable M1 MacBook Ai can be yours for $599.

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The Best Labor Day Tool Deals Under $25

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There’s nothing worse than getting partway through a DIY project and discovering you don’t have the right tool to finish it—and Labor Day sales provide a good way to keep that from happening, providing discounts that make it easier to upgrade your toolkit while keeping to a budget. Even if your budget is relatively miniscule. To that end, here are the best Labor Day tool deals I’ve found under $25.

Wrenches and ratchets

A good tool kit should include a set of wrenches and a ratchet, which will allow you to drive nuts for multiple sizes of bolts for assembling and disassembling furniture, changing filters on large appliances, or auto maintenance. Here are some great under-$25 deals on wrenches and ratchets.

  • This Crescent 20-piece ratchet set is on sale on Amazon for $24.98, 41% off its usual price. This set comes with a ⅜-inch ratchet handle, an extension bit, and 8 each of metric and SAE sockets. This is a good beginner kit because it covers most sizes of nuts you’ll encounter, and it’s small and easily portable.

  • This Ryobi 26-piece 1/4 -inch drive ratchet set is on sale for $19.97 at Home Depot, 33% off its normal price. This set comes with a ¼-inch drive ratchet handle, 24 sockets in both metric and SAE sizes, and a carrying case. This is a good set for smaller home maintenance tasks and because it’s so compact, it’s great for apartment living.

  • This Craftsman 10-piece combination wrench set is on sale for $19.98 at Lowe’s, 31% off its typical price. The set includes 10 double-ended, SAE wrenches. This set is a good companion to a ratchet set, so you can use a wrench to hold a bolt head as you’re turning the nut, or use the wrenches on their own to drive nuts.

Screwdriver sets

A range of screwdrivers is essential for any basic home toolkit, whether you're assembling flatpack furniture or swapping out a switch plate. Here are some deals on screwdriver sets on sale for under $25.

  • The Craftsman 8-piece screwdriver set is on sale on Amazon for $14.98, 49% off its usual price. This set includes 8 screwdrivers with half slotted and half Phillip’s head, in a variety of sizes; it also has two short-handled drivers for turning screws in tight spaces. This is a good starter set.

  • The DeWalt 2-piece screwdriver set is on sale for $9.97 for Labor day. The set includes two drivers, on Phillip’s head, and one flathead. The tips of these screwdrivers are magnetic, so they’ll hold onto your fasteners, which is convenient if you’re working in an awkward space.

  • The Craftsman 15-piece ratcheting screwdriver set is on sale at Ace Hardware for $14.99, 41% off the regular price. It's labeled as a 15-piece set because the bits are double ended, but it actually comes with 7 bits and a ratcheting handle. The bits store inside the handle, so it's a compact option for your home tool kit if you have limited storage space. It includes Phillip's head, flat head, square tip, and star drive bits.

Other tools and accessories

Here are a few more standout Labor Day tool deals on tools and accessories.

  • The DeWalt 20-inch handsaw is on sale at Ace Hardware for $15, 50% off its normal price. This is a basic handsaw for cutting medium sized dimensional lumber, and can be handy for finishing corners when cutting sheet goods with a power saw. The 8-tooth-per-inch blade will provide a medium-to-smooth cut without splintering or tear out on most lumber.

  • A set of four Vevor bar clamps is on sale at Lowe’s for $24.99. This set includes two 6-inch clamps and two 12-inch clamps with a 2 ½-inch jaw depth and a 600-pound pressure capacity. Clamps are a useful tool for DIY woodworking because you can use them to hold joints flush while you’re driving fasteners or waiting for glue to dry.

  • A DeWalt 16-oz. Hammer is on sale for $14.99 at Ace Hardware, 44% off its regular price. This is a small, smooth-faced hammer with a curved-claw for pulling nails. This is a good hammer for projects like hanging pictures or driving small finish nails, but it doesn’t have the weight necessary for larger jobs like framing.

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Saturday, August 30, 2025

This Soda Can-Sized Smart Projector Is 35% Off for Labor Day

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It's Labor Day weekend, and tech sales are going strong, with deals on TVsiPads, tablets, and some of headphones. If you’re looking to upgrade your movie nights, the Nebula Capsule Air Projector is now 35% off on Amazon. Perfect for an outdoor cinema moment in your backyard or on a camping trip, this soda can-sized mini projector from Anker is a space-saving alternative to a TV.

Weighing in at 1.43 pounds, portability is a great perk for this battery-powered portable smart projector. The included base attachment allows the projector to “lean back” so you can project directly on the ceiling if you prefer.

The Capsule Air offers up to 2 hours of playtime off its 34Wh battery, so while it can handle a single movie or a few episodes, it’s not quite enough for a Netflix binge.  With built-in Google TV, it supports more than 30,000 apps on Google Play, eliminating the need for an external streaming device. While the image quality isn’t full HD, it’s fairly vibrant at 720p, with decent color accuracy (you can play content up to 1080p, which will be automatically down-converted, according to this "excellent" PCMag review.) It has 150 ANSI Lumens of brightness,which means you’ll get the best viewing experience in a darker setting, and it may not work well in brighter rooms. 

Users report that the built-in speaker isn’t very loud, so you may need to pair it with an additional Bluetooth speaker. But if you don’t need ultra-sharp HD visuals and can live with the shorter battery life, the Nebula Capsule Air Projector is a compact choice for on-the-go entertainment.

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Some Great Starter Ryobi Cordless Tools Are on Sale at Home Depot for Labor Day

Labor Day sales are in full force, and Lifehacker is sharing the best sales based on product reviews, comparisons, and price-tracking tools before they’re over. You can also subscribe to our shopping newsletter, Add to Cart, for the best sales sent to your inbox.


If you need a basic tool set for home maintenance or want to expand your DIY skillset, a set of cordless tools is a necessity. Shopping Labor Day sales is one of the best ways to save money on tools. I'm a fan of Ryobi's cordless offerings, and Home Depot has some great starter sets on sale for Labor Day.

The best Labor Day deals on cordless drills and drivers

A drill is the foundation of any tool set. If you’re building a home maintenance tool kit, a Ryobi drill for $39 is a standout deal. The 18-volt, ⅜-in chuck Ryobi drill is 65% off and it comes with a set of driver bits, a 1.5-amp-hour battery, and a charger. This kit is ready to use out of the box, and it comes with a battery set that is compatible with any 18-volt Ryobi tool, allowing you to try out new tools as you build your set.

The Ryobi 18-volt, ¼-inch chuck impact driver is also on sale for Labor Day for $109.97, 39% off its regular price. The driver comes with a 2-amp-hour battery and a charger. An impact driver can make driving fasteners easier by adding some mechanical momentum as you drive your fastener for a powered assist when your driving screws and bolts.

The best Labor Day deals on batteries and bonus tools

A set of spare batteries for your Ryobi tools can come in handy when you’re using more than one tool at a time, and having a spare battery while you’re working so you can always have one on the charger will allow you to keep going without having to wait for it to charge.

The Ryobi 18-volt battery starter set is on sale for $79, 61% off its regular price. It comes with a 2-amp-hour battery, a 4-amp-hour battery, and a charger. This is a good set as an add-on for a tool that doesn’t come with batteries, or to expand your cordless tool set.

There are two other notable deals on Ryobi batteries that come with bonus tools. You can get the Ryobi 18-volt battery starter set with a reciprocating saw for $158, 41% off its regular price, or a starter set with a portable fan for $108.97, 51% off its usual price. A reciprocating saw can be used for trimming hedges as well as for cutting lumber. A fan is a good way to add ventilation if you’re working on something that produces dust or paint fumes.

Why I like Ryobi tools

For DIY and home maintenance, a set of tools that is reliable and versatile is key. Ryobi  batteries are cross-compatible with over 300 tools, including drills, drivers, saws, landscaping equipment, and finishing tools. Building your home tool set on a battery type that allows you to add tools without needing a whole new set of batteries will make building your kit more affordable.

Also, because the tools are backwards compatible with Ryobi 18-volt tools released over the last decade, your batteries and chargers will likely be compatible with future Ryobi tools as well. This means you won't need to update your battery system as new tools come out.

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You Can Get $150 Off an 11-inch iPad Air for Labor Day

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The iPad Air is the best iPad for people who really like iPads. The regular iPad is great for kids and basic use, while the iPad Pro is designed to handle professional level creative workflows, with its latest M4 chip and tandem-OLED display. The iPad Air, on the other hand, gives you everything you need from an iPad, without the compromises of the base iPad, and for far less than the iPad Pro.

And during Labor Day sales, you can get the 128GB base 11-inch iPad Air for $449.99. That's down from the sticker price of $599, and it's the lowest price yet for the latest iPad Air.

The device has an 11-inch Liquid Retina display with 500 bits of brightness and 2360×1640 resolution. It's powered by the M3 chip from last year, which is still way more powerful than most iPad users will need, with an 8-core CPU, a 9-core GPU, and a 16-core Neural Engine. There is also 8GB RAM and 128GB storage. Even when you factor in the new multitasking and freeform window support coming to iPadOS 26, this thing can handle it.

The iPad Air supports both the Apple Pencil (USB-C) and the Apple Pencil Pro. And unlike the iPad Pro, it uses Touch ID in the power button for authentication, rather than Face ID. In its expert review, PCMag gave the M3 iPad Air a 4-star rating and an Editor's Choice award, noting, "[The] iPad Air remains the best choice for students and creators who need a powerful tablet at a decent price."

If you want to go a size larger, you can also check out the 13-inch iPad Air, which is also discounted to its lowest price ever, at $649 (down from $799).

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Friday, August 29, 2025

The Latest M4 MacBook Air Is Down to Its Lowest Price Ever for Labor Day

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The MacBook Air is generally considered the best MacBook for most Apple users out there. It offers amazing value in a thin and light device. In fact, the recently released version with an M4 chip, being mighty powerful, offers even better value than the MacBook Pro, according to Senior Tech Editor Jake Peterson.

And that's before you factor in the savings with Amazon's Labor Day sale, where the base M4 MacBook Air is discounted by $200. You can get the brand new 13-inch model with 16GB Unified Memory and 256GB SSD for just $799 instead of the sticker price of $999. This is the lowest price I've ever seen for the MacBook Air; the previous low was a $150 discount.

Right now, the M4 is a staggeringly good deal, beat only by the M1 MacBook Air that's discounted to $599.

While this is the entry level MacBook, it equipped to handle most tasks at school and work. In fact, because of the RAM upgrade, it can pull off some video and coding workflows using intensive applications as well. That's all thanks to the 10-core CPU and 8-core GPU.

There's a 13.6-inch Liquid Retina display with a resolution of 2,560 by 1,664, a P3 wide color gamut, and a maximum brightness of 500 nits. You also get Touch ID support with an excellent backlit keyboard, WiFi 6E support, and great speakers. There's also MagSafe charging. It comes in a new Sky Blue color, which is also available on discount.

The camera is upgraded too, in this model, now featuring a 12MP sensor with Center Stage. This is a full-HD sensor, so your video calls will look better than before. The base MacBook Air was rated 4 stars in PCMag's expert review, noting "Apple’s M4 processor update, baseline memory increase, and price decrease have elevated the MacBook Air to its highest perch yet."

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The AirPods 4 (Without ANC) Are $90 for Labor Day

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Labor Day weekend is usually good for headphone deals, and Apple’s newest entry-level buds just got pulled into the mix. The AirPods 4 (without noise cancellation) are down to $89.99 on Amazon, a rare dip from their usual $129. That’s also just 99 cents above their all-time low, according to price-trackers.

The design hasn’t changed much from the earlier AirPods, but Apple tweaked the fit so they sit more securely, and the sound is better than you’d expect from buds that don’t seal off your ear canal, notes this PCMag review. Speaking of, the open-ear design of these earbuds means you can still hear what’s going on around you, which is handy if you’re walking in the city but not so great if you want total immersion. That said, the sound itself is surprisingly full for this style—Apple’s 11mm drivers bring out a solid bass line without distorting, something older AirPods couldn’t really pull off. The trade-offs are clear, though: There’s no noise cancellation, no wireless charging, and you don’t get an EQ to fine-tune the audio. Those omissions will matter to some, less so to others.

Day-to-day use is where these shine. The stems double as control strips with little haptic clicks when you press them, so you always know if you skipped a track or answered a call. Battery life runs about five hours per charge, with another 25 hours in the case, which is nothing groundbreaking but reliable enough. Both the buds and case are splash- and dust-resistant with an IP54 rating, and they slot right into iOS 18 without any setup headaches. For iPhone users who just want clean sound and an easy fit without shelling out for the pricier ANC model, this is worth considering. But if you want extras like noise cancellation or wireless charging, you’ll want to keep moving up the lineup.


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Six Ways a Home Renovation Can Cause Mold

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Renovating projects can actually sometimes make your home worse—like when mold suddenly appears post-renovation. Even though your house never had mold before, and you’ve just put a lot of brand-new materials into it, mold can suddenly spring up after a house renovation project for a variety of reasons. That makes it crucial to monitor your contractors (or your own DIY work) during the project to make sure you’re not turning your house into the ideal breeding ground for post-renovation mold.

Inadequate ventilation

Older homes are often pretty “leaky” when it comes to air. They’re difficult to heat and cool in part because your climate-controlled air keeps leaking out into the world, and they allow allergens and dirt to infiltrate your living space. So when folks plan a gut renovation, they often seek to make the house as airtight as possible—which isn’t a bad idea on its own. But you need to ensure the house has adequate ventilation, or that airtight seal will trap moisture in the house, and that extra humidity will almost always lead to mold growth.

Renovated bathrooms can be a specific concern. Bathrooms are naturally humid rooms, and they almost always require a properly calibrated ventilation fan to pull moisture out of the space. Not only does the fan have to be the right capacity for the size of the room, it needs to be run long enough after every shower to ensure the room dries out (some models have a built-in humidity sensor that will trigger the fan any time the rooms gets damp), and it needs to be vented to the outside of the house, not into the attic or walls.

Water intrusion

If your renovation plan meant any area of your home was exposed to the elements—lacking windows, roofs, or doors—there may have been water intrusion at some point. This is normal for extensive renovations, and harmless as long as your contractor took the time to dry the place out before closing up walls and floors. It doesn’t require a heavy rainfall inside the house to sow the seeds of a moisture problem weeks or months down the road—just letting a space get swampy and then sealing it up is all it takes.

Damp spots

Mishaps will happen during renovations, including plumbing emergencies, water spills, and drain problems. As long as the problem is fixed and it was an isolated incident, these kinds of accidents aren’t a big deal—but they can lead to damp areas on walls, ceilings, and floors that need to be addressed. Slapping a coat of primer over a damp spot on your wall does nothing to prevent mold, and may even encourage it because sealing up that damp spot prevents the moisture from evaporating.

You should also never assume that water stains from a repaired leak accident are only unslightly. Covering water stains on a wall with cabinets or paint without ensuring they’re completely dry is a recipe for disaster. Bottom line: Any damp areas need to be dried out thoroughly before they’re covered over, no matter how small or unobtrusive they might be.

Moldy lumber

Sometimes you can do everything right in terms of construction practices and still bring mold into the house, by using moldy or even damp materials. Just because you’re buying your lumber, drywall, and other renovation materials brand new doesn’t mean they’re clean and mold-free, especially if they’re stored outside for a while. If the framing lumber being used to create your walls or the joists supporting new floors come into the house too damp, they become breeding grounds for mold once they’ve been sealed up behind drywall or subflooring. And drywall is porous and can easily absorb moisture while looking superficially clean.

It’s vital that all of these materials be inspected prior to installation—both visually (for visible signs of mold) and using a pinless moisture meter. Wood should show a moisture reading of around 6%.

Damp drywall

Damp drywall is an almost perfect host for mold, so ensure that all the drywall being installed during your renovation has a moisture reading of 0.5% or less and shows no signs of visible molding. This is especially crucial if the drywall was delivered and left to sit outside; even if it doesn’t rain or the drywall is covered, it can absorb moisture from the air. Priming and painting over damp drywall will look good for a while, but that trapped moisture will eventually give mold spores everything they need to grow.

HVAC disruption

One unexpected way a renovation project can cause a mold infestation involves your HVAC system, even if you’re not actually doing anything to it. HVAC systems are often disturbed during renovations—ducts have to be shifted out of the way, registers temporarily removed, compressors temporarily displaced. And that can be a problem because mold can grow in HVAC ducts undetected, and all that jostling and movement can disturb it, releasing spores that are then circulated all over the house when everything is hooked back up. If those spores are blown into a damp area—like a poorly ventilated bathroom—mold will happily take root.

It’s always a good idea to think about the cleanup after a renovation to make sure that dust and debris don’t plague you after the workers are gone—and a thorough cleaning of your HVAC system’s ducts should be part of that plan, even if they weren’t directly affected by the project.


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