Marvell VP pushes for DDR4 recycling for use in CXL memory, amid the worst DRAM shortage in years — company introduces three-tier AI memory infrastructure



Memory will account for roughly 30% of hyperscaler capex this year, up from about 8% in 2023 and 2024. Conventional DRAM contract prices rose 90% to 95% in a single quarter, and Meta is already running recycled DDR4 behind CXL across millions of servers, cutting server counts by up to 25% for some inference workloads. Into that market, Marvell has brought a three-tier “AI memory infrastructure” portfolio, announced at FMS 2026 in Santa Clara on August 4 and pitched to EE Times last week, where product marketing VP Khurram Malik put DDR4 reuse at the top of the CXL use-case list.

Only one piece of it is new: the Bravera SC6 PCIe 6.0 SSD controller, which samples in Q4. Structera X has been shipping since 2024, the Structera S switch was announced at OFC in March, and the Photonic Fabric optical memory tier came with the Celestial AI acquisition in February. Meta, the reference customer for the use case Marvell is selling, did it with an ASIC of its own design rather than anything from Marvell.



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Higher Rates Could Actually Help Housing Supply – Here’s How.


You may have heard the number of homes for sale isn’t growing like it was. And maybe that has you worried you won’t find a home you love when it’s time to make your move.

But that may be about to change. Here’s why your pool of options may actually start ticking back up again.

Growth Has Slowed, But It Hasn’t Stopped

Active listings were up 2.1% year-over-year in July, according to Realtor.com. Back in January, inventory was up 10%. And in May of 2025, it was up 31.5%. So, growth has cooled off a lot over the last year.

The past 3 months, though, have all seen inventory growth land in roughly the same range, which is a sign this slowdown may be nearing its floor (see graph below):

a graph of growth in a blue background

So, what does that mean for you?

Homes are still coming onto the market. Every single one of these bars shows a period where inventory grew. So, don’t be discouraged or let this make you think you’re out of options. Plus, we’ve seen more stability in the numbers lately, which is a good sign.

The Most Homes for Sale Since 2019

Compared to the rock-bottom lows of 2021, inventory has climbed back substantially. Nationally, the number of homes for sale has been up year-over-year consistently now for 33 months. And inventory has almost doubled in just a few years. So don’t get too hung up on the pace of that increase.

This July was actually the best July for inventory since 2019 (see graph below):

a graph of blue bars with white text

Now, the market still needs about 150k listings to get back to pre-pandemic levels, but things are quickly approaching normal. And experts think we may even be back to 2019 levels by the end of this year, even with the slowdown we’ve already seen.

And that’s thanks to one unlikely factor: mortgage rates. 

Why Higher Rates May Actually Help Inventory Grow

It works like this. When mortgage rates climb, inventory tends to climb with them. As Mike Simonsen, Chief Economist at Compass, explains:

“When rates rise; inventory rises. When rates fall; inventory falls. So, from July last year to March this year, rates ease lower and all the inventory growth of the past several years evaporated. If rates move higher from here or stay elevated for [a] longer period of time, then we should expect supply to build again.”

Well, rates are expected to hold in the mid-to-upper 6% range for a while longer, and Realtor.com‘s latest forecast has inventory ending 2026 up 3.6% year-over-year.

That means 2 things:

  • Inventory growth is forecast to pick up a little bit throughout the rest of the year.

  • And, inventory is projected to close the year at a historically normal level, right about where it stood at the end of 2019.

For buyers, that’s a win. Even if today’s rates aren’t your favorite, they’re helping the number of homes on the market to grow. And more homes for sale means more choices, more room to negotiate, and less pressure to rush your search.

Bottom Line

The number of homes for sale is growing slowly but surely, and that means more options for your move. Want to see what’s available in your area? Reach out to a local real estate agent.




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Get a full-size Keychron mechanical keyboard for just $29 — 50% off this 104-key wired keeb with your choice of Keychron Super Brown or Red switches



If you’re in the market for a full-size mechanical keyboard and don’t want to spend a lot of money, Woot has a deal for you. Keychron’s C2 Pro full-size mechanical keyboard is on sale for only $29.99 (50% off) when using the code KEYCHRON at checkout and is at an all-time low price. If you’re new to Woot, you get an additional $5 off with the same code, bringing the price down to an incredibly low $24.99.

The C2 Pro wired keyboard uses a full-size (100%) layout. It includes premium features like QMK support for per-key programming, a 1,000 Hz polling rate, and south-facing RGB to reduce potential interference with Cherry-profile keycaps. It also supports Windows and Mac OS systems, and you can even configure different keymaps for Mac and Windows devices. It uses double-shot PBT caps with a curved OEM profile, while underneath you can choose between Keychron Super Brown (Tactile) or Super Red (Linear, quiet) switches, both pre-lubed for a better feel and sound profile.


The C2 is one of Keychron’s budget models, so you won’t find fancy displays or knobs. In that light, it uses a plastic frame to house all the internals, but I found it to be surprisingly rigid for a plastic full-size. My wife used this keyboard with the red switches, and I could barely hear the clickity-clack of keys from her home office down the hall from mine. The RGB lighting offers a soft glow from under the keys, and you can easily cycle through 22 pre-programmed light shows to match your mood (or just shut it off). It’s also ergonomic with three levels of adjustable typing angles.

While there are tons of inexpensive no-name keyboards out there, finding a name brand like Keychron for under $30 ($25 if you’re new to Woot!) means you don’t have to worry about buying something that’s hands-down worse than the C2 Pro. Woot deals don’t last long, so jump on this deal before it disappears.



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Tom’s Hardware Innovation Awards 2026: Progress amid turmoil


The tech industry faces unprecedented challenges as the continued disruption from AI-driven shortages has driven pricing to record highs and supplies to record lows.

However, even amidst the damage we’ve seen in the PC market, the industry is still moving forward, giving us plenty of new devices over the last year that continue to push the bar higher.



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DDR5 scalper bots now outnumber shoppers 10 to 1 — automated scraping hits listings every 6.5 seconds as 32GB kits surge from $72 to $392, DataDome researcher says


Bad bots account for 91% of the traffic reaching one retailer’s DDR5 memory product pages, roughly 10 automated requests for every legitimate visit, according to a LinkedIn post this week from Jérôme Segura, VP of threat research at bot-mitigation firm DataDome. The figure updates research DataDome published in March, which measured the ratio at about 6:1 across several e-commerce sites.

Over the same period, the cheapest 128GB DDR5-6400 kit tracked by Tom’s Hardware has reached $3,399, ten times its record low pricing. The Thales 2026 Bad Bot Report puts bad bots at 40% of all web traffic, less than half the share Segura reports on DDR5 listings.



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Cooler Master V Platinum 3000 power supply review: Verified Platinum efficiency for workstations, with a stellar 12-year warranty


Why you can trust Tom’s Hardware


Our expert reviewers spend hours testing and comparing products and services so you can choose the best for you. Find out more about how we test.

Cooler Master occupies an unusual position in the power supply market. Founded in Taiwan in 1992 and best known for the cases and coolers that made its name, the company has spent more than two decades selling PSUs without ever being a PSU manufacturer in the strict sense. Like most brands in this space, it commissions platforms from a rotating cast of OEMs, and the quality of a given Cooler Master unit has historically tracked the quality of whoever built it. The V series sits at the top of that catalog, and it is the line where Cooler Master has consistently spent money on the platform rather than on the sticker.

The V Platinum 3000 Workstation is something else again. Announced at the end of July 2026, it is Cooler Master’s entry into the multi-kilowatt category that SilverStone opened with the Hela 3000RZ, and Thermaltake followed with the AX-3200, aimed squarely at multi-GPU AI development boxes and rendering workstations rather than at anything that could reasonably be called a home and/or gaming PC. The headline numbers are a single 12V rail rated at 250A, four native 12V-2×6 connectors, twelve PCIe 6+2 connectors, twelve SATA and four Molex, all fed from a 202 mm chassis with a twelve-year warranty behind it. The catch is on the input side: this unit accepts 220-240 VAC only, drawing up to 16A through an IEC C20 inlet, and it shuts down when the AC line drops below roughly 170 VAC. There is no 115 VAC operating mode, which is why every measurement in this review was taken at 230 VAC. We await the pricing announcement to ascertain where the V Platinum 3000 Workstation ranks among our list of best power supplies today.

Specifications and Design

Swipe to scroll horizontally
Cooler Master V Platinum 3000 Workstation — Power specifications ( Rated @ 45 °C )

RAIL

+3.3V

+5V

+12V

+5Vsb

-12V

MAX OUTPUT

22A

22A

250A

3A

0.3A

Row 2 – Cell 0

120W

120W

3000W

15W

3.6W

TOTAL

3000W

Row 3 – Cell 2 Row 3 – Cell 3 Row 3 – Cell 4 Row 3 – Cell 5

AC INPUT

220 – 240 VAC, 50 – 60 Hz, 16A

Row 4 – Cell 2 Row 4 – Cell 3 Row 4 – Cell 4 Row 4 – Cell 5

MSRP

TBA

Row 5 – Cell 2 Row 5 – Cell 3 Row 5 – Cell 4 Row 5 – Cell 5

In the Box

The V Platinum 3000 Workstation ships in a plain kraft carton wrapped in a deep blue sleeve, with a render of the unit on the front and the badges laid out along the bottom edge: 80 PLUS Platinum (230V EU), the twelve-year warranty shield, a Japanese capacitor callout, and the ATX 3.1 with 12V-2×6 and PCIe 5.1 Ready logos. It is a restrained, business-like presentation, and appropriately so. Nobody buying a 3000W workstation supply rates shelf appeal as top priority. We should note that the 80 PLUS certification is not published on CLEAResult’s public database at the time of this review.

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Cooler Master V Platinum 3000 Workstation

(Image credit: Tom’s Hardware)



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One Number Could Change Everything About Your Next Move


When’s the last time someone told you what your house is worth? Not what some online valuation tool guessed. Not what your neighbor’s house sold for. What yours is actually worth right now.

For a lot of homeowners, it’s been years. And if you’ve been thinking about moving, but higher home prices or mortgage rates have made you hesitate, here’s why it’s time to take a second look at that number.

Your House May Be Worth More Than You Think

Home values have climbed significantly over the past 5-10 years. And even though today’s market is more balanced, homeowners are building wealth every day just by owning their homes. That’s how equity works. As home values rise, and as you make your monthly payments, your equity grows. And it adds up fast.

According to Cotality, the typical homeowner with a mortgage now has $310,500 in equity. That’s not a small number. It’s six figures.

And that’s only the national average. In many states, homeowners have built even more equity than that. Take a look at the map below and see where your state stands. The darker the blue, the more equity the typical homeowner has there (see map below):

a map of the united statesEven though every local market is different, the question you should be asking right now is the same: How much equity have you built up?

Because if you don’t know that number, you’re missing out.

This Could Be the Missing Piece in Your Move

Most people assume that because prices are higher and rates aren’t at 3% anymore, moving just isn’t realistic right now, especially if they already have an ultra-low rate. And that’s understandable – those are real factors.

But they’re not the only factors.

When you have that much equity in your house, you’re not starting from scratch. You’re not scraping together a down payment or hoping the numbers work. You’re walking into your next move with more of an advantage than you think. And that changes the math. 

What Your Equity Can Do for You

Maybe you’ve outgrown your current house or you’re ready to downsize… The equity you’ve built could help bridge the gap between where you are today and where you want to be next.

Yes, your next house may cost more than your last one did. But your equity could cover a big chunk of that difference. Depending on how much you’ve built, it could help you:

  • Lower your monthly payment on your next home. The bigger your down payment on your next place, the less you have to borrow. And with today’s rates, borrowing less can make a big difference in what you pay every month. 

  • Buy your next house with all cash. This surprises a lot of people, but some homeowners have built enough equity to buy their next home outright, in cash. According to the National Association of Realtors, more than one-quarter (26%) of repeat buyers paid all cash for their home in July. 

  • Transform the home you already have. Love your neighborhood but not your floor plan? You don’t have to move. Your equity could help fund renovations that make your home fit your life today while potentially adding value for tomorrow.

Your equity doesn’t erase the challenges of the current market. But it does mean you’re walking into your next move with a lot more power and flexibility than you think.

That’s why the value of your home isn’t something you should have to wonder about. 

If you’re even thinking about a move – or if you’re just curious what your options might be – the smartest thing you can do is get a Professional Equity Assessment. It’ll give you a real, market-based evaluation of what your house is really worth right now and how much equity you’re working with.

Because once you see the number, maybe it’s not about whether you can afford to move – it’s about what kind of move makes sense for you.

Bottom Line

If it’s been a while since you’ve gotten a professional look at your home’s value, it’s time to change that. 

Reach out to a local real estate agent for a free, personalized Home Equity Assessment that estimates what your house could sell for, how much equity you’ve likely built, and what that could mean for your next move.

You may have six figures of equity without even realizing it. And that’s enough to change everything about your next move.




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