It looks like AMD’s bringing back its strongest AM4 gaming CPU to combat the world’s memory shortage The leaker HXL has unveiled an image that appears to confirm the return of AMD’s Ryzen 7 5800X3D CPU. When memory pricing skyrocketed in 2025, we called on AMD to bring back its AM4 X3D CPUs. These CPUs […]
AMD confirms LPDDR5X SOCAMM2 memory support for EPYC Verano CPUs in 2027 AMD has confirmed that its 6th-generation EPYC Verano CPUs will support LPDDR5X SOCAMM2 memory modules when they launch in 2027. This year’s 6th Generation EPYC “Venice” CPUs will launch with support for DDR5 RDIMM and MRDIMM memory. Between Verano and Venice, AMD will […]
Microsoft has rolled out a fast‑track process to reinstate suspended Windows Hardware Developer accounts, easing recovery for critical driver publishers.
Microsoft veteran Scott Hanselman, VP of Developer Community, built Peek Desktop (inspired by macOS Sonoma's Click Wallpaper to Reveal Desktop feature) to help Windows 11 users easily hide all open windows with a single click on the desktop.
In a desperate bid to win over students, Microsoft has launched a new promo that bundles a year of Microsoft's subscriptions with the purchase of select new Windows 11 PCs.
From Kaby Lake to Core Ultra, we revisit Intel's flagship CPUs to see how a decade of design choices shaped performance, power, and ultimately, how the company lost its lead.
AMD is set to bring back one of the most popular X3D chips, which will help boost sales of AM4 platform and offer gamers a new hope. AMD to Re-Launch 8-Core/16-Thread Zen 3-Based Ryzen 7 5800X3D Processor In Q2 2026 As it Completes 10-Years of AM4 Launch We have awesome news for you guys! AMD is reportedly bringing the most popular Ryzen 5000 processor to the market. After discontinuing it last year, AMD is now re-launching the Ryzen 7 5800X3D processor very soon, and the timing couldn't be better. AMD's Ryzen 7 5800X3D launched in April 2022 as the first […]
PRAGMATA features a few useful abilities with clear uses, and some whose benefits are not apparent. This is the case of Critical Shot, an early-game ability that can make your life much easier in some unexpected ways. The Benefits of Finishing Enemies With a Critical Shot Finishing enemies with a Critical Shot, even without having it upgraded at level 3 or without having already collected certain mods that enhance the ability, is always worth it, for two reasons: How to Unlock Critical Shot Critical Shot can be unlocked after completing Sector 01: Solar Power Plant. Access the Unit Printer in […]
PRAGMATA generally does a very good job of explaining its intricate mix of third-person shooting and hacking puzzle-solving, but not every mechanic is explained as thoroughly as it should be. This is the case of the Multihack hacking node, one of the best hacking abilities in the entire game, which can turn the most difficult combat encounters into a walk in the park with the right setup. Multihack: The Best Tool For Crowd Control According to the in-game description, Multihack is a "hacking node that links enemies together, opening multiple targets. OPEN time is extended while damage to affected targets […]
PRAGMATA's Training Simulations, such as Medic Training, Mouse Trap, and Floor It, feel more like puzzles, forcing you to take full advantage of the game's mechanics to clear them with all optional objectives. This is also the case of the Bad Blood Training Simulation, where you need to use hacking mechanics to your advantage to perfect it. Simulation Objectives & Rewards Objective Reward Defeat All Enemies 1 Cabin Coin Defeat 4 Enemies with friendly fire 300 Lunafilament Complete within 100 seconds 4 upgrade components Defeat 4 Enemies With Friendly Fire + Complete Within 100 Seconds To clear these objectives, you […]
In PRAGMATA, certain advanced bots are equipped with modules that can cause Jamming, scrambling the hacking matrix, preventing Diana from opening them up to expose their weak points, and depriving you of one of your most effective combat tools. If you find you cannot complete hacking because red nodes sever your connection to the enemy, you must physically disable the jamming source to regain full hacking capability. Identifying the Jamming Source Enemies that can jam Diana's hacking do so with specific parts. You can easily identify these components by their red color. Complete vs. Partial Hacking Matrix Restoration In the […]
Hacking is the biggest part of the PRAGMATA experience, but also one of its most divisive. Some will inevitably love alternating between shooting and hacking, while others will find hacking breaks the pace of third-person shooter combat too much. Thankfully, for the latter group, the game does feature Auto-Hacking, though it is not available from the start. How to Unlock To get access to this feature, you must first complete Sector 2: Mass Production Array. Once finished, it can be unlocked from the Unit Printer in the Shelter for 1 Pure Luneum. How Does It Work Any time you aim at […]
PRAGMATA features an intricate economy with multiple currencies centered around upgrading Hugh’s suit and weapons and Diana’s hacking capabilities. Understanding what these currencies are used for is essential for unlocking and upgrading everything you need as you make your way through the campaign. Every Currency and Its Use There are five currencies you will need to manage as you explore the lunar research station: Where to Find Them Currency Primary Source Lunafilament Defeating enemies or found scattered throughout the Lunar Base. Pure Lunum Found in exploration or as a reward for Training Simulations. Upgrade Components Found in exploration or as […]
Among PRAGMATA's optional Training Simulations, there are some of them that can be difficult to complete while clearing all of the optional objectives. Besides the Medic Training Simulation, the Mouse Trap simulation can be challenging to clear fully, as you will need to be patient and make full use of the Decoy Gun. Simulation Objectives & Rewards Objective Reward Defeat all enemies Lunafilament x300 Defeat all enemies with the Recycler 1 Cabin Coin Complete within 50 secs 2 Upgrade Components NOTE: For any replay of any training mission, you can get 50 Lunafilament for clearing objectives you already cleared in […]
PRAGMATA is CAPCOM's new third-person shooter, combining a sci-fi setting with unique combat mechanics mixing shooting and puzzle solving. This unique combination turns every encounter against the bots roaming the dilapidated Lunar Base into an intense and exhilarating experience. In this Complete Walkthrough and Guides Hub, you will find everything you need to master the game's unique combat system and character progression system, discover every secret, and survive against the dangers lurking all over the lunar research base. Getting Started PRAGMATA is quite different from a traditional third-person shooter. These guides will help you get started on the most basic mechanics […]
Exploring the Lunar Base in PRAGMATA can be a daunting task for completionists. Each area contains a set number of hidden items, but the game’s initial scanner does not mark them on your interface. This often forces players to check every corner to find essential materials. However, if you are struggling to find those last few components, there is a specific ability that makes full exploration significantly more enjoyable. Unlock Object Scan To make your search easier, you must wait until you unlock Sector 03: Terra Dome. At this point, you can learn the Object Scan ability by interacting with […]
In PRAGMATA, Upgrade Components are a limited resource found across the Lunar Base that allow you to enhance Hugh's Suit and Primary Unit (main weapon) as well as Diana's Hacking. While you may think that spreading components across the three may work best, doing so will make the beginning of the game more challenging, especially when you start encountering more powerful bots that pack a punch and have quite a bit of health. As such, you should prioritize upgrading some components over the others. Quick Summary: The Best Upgrade Priority If you want to have as few troubles as possible […]
PRAGMATA features a lot of different currencies and collectibles to find on the lunar research base, providing you with plenty of incentives to fully explore each sector. Among these collectibles are Mr. Cabin figurines, which are very reminiscent of the Mr. Raccoon Memoriam found in Resident Evil Requiem. Here's where to find all of them. Tip: Use Closed Captions for easier hunting. If you prefer to find these collectibles yourself but are struggling to pinpoint their locations, there is a helpful trick hidden in the settings. Enabling Closed Captioning in the Language tab of the Options menu provides a visual […]
As you explore the first few sectors of the base in PRAGMATA, you will find multiple Attack and Tactical Units to help you deal with bots. In the beginning, you will need to make choices with your loadouts based on very limited space, but you won't be so limited in terms of weapon options for the entirety of the game. Quick Summary: Can You Carry Multiple Units? Yes, but not at the start of the game. You must progress to Sector 03: Terra Dome and complete a specific mid-boss encounter to unlock the ability to carry two weapons per unit […]
Unlike some of the other currencies, Cabin Coins in PRAGMATA are a limited resource. You will only find these by thoroughly scouring sectors or mastering the optional objectives in Training Simulations like Bad Blood or Floor It. Because you never find these coins in droves, you cannot afford to spend them blindly. The Mr. Cabin Stamp Card hides many of its rewards, and while some unlock vital gameplay enhancements, others are purely cosmetic 3D models. To help you avoid wasting your rare coins, we have listed all rewards below. NOTE: The guide currently lists all the rewards of the Trainee […]
Early in Pragmata, combat can feel slow, as many powerful bots come with plenty of health. However, by combining specific hacking nodes with Tactical Units, you can create high-damage loops that can make short work of regular bots and deal massive damage to bosses. The key to this high-damage loop is the synergy between hacking's Offense Mode and the Stasis Net Tactical Unit. Unlocking the Essentials To use this highly effective combo, you need to unlock these three components: NOTE: A Bingo on any card is achieved by unlocking every bonus on either vertical or horizontal line on the card. […]
The Medic Training Simulation is one of the first major hurdles for players aiming for 100% completion in PRAGMATA. While completing it isn't difficult, the "Deal Damage Using Enemies" objective can be challenging to clear, requiring a very specific strategy based on the game's core combat mechanics. Simulation Objectives & Rewards Objective Reward Defeat All Enemies 1 Cabin Coin Deal Damage Using Enemies 300 Lunafilament Complete within 100 Seconds 2 Upgrade Components NOTE: For any replay of any training mission, you can get 50 Lunafilament for clearing objectives you already cleared in a previous run How to "Deal Damage Using […]
PRAGMATA Floor It Training Simulation is a tricky simulation, much more so than the already challenging Medic Training and Mouse Trap simulations. While it is labeled as a combat training simulation, it is also a traversal challenge as you need to disengage locks and quickly alternate between jumping and shooting to complete all three objectives. Simulation Objectives & Rewards Objective Reward Reach Target Area 1 Pure Luneum Destroy All Storage Boxes 1 Cabin Coin Complete Without Taking Damage 300 Lunafilament Complete Without Taking Damage The most difficult objective for this training simulation is to complete it without taking damage. The […]
Hacking is a core component of the PRAGMATA combat mechanics and the most difficult to master. As you juggle between hacking and shooting enemies, you may find hacking cumbersome and distracting, but there is a hidden input trick that completely eliminates hacking downtime. Mastering this "Hacking Reset" tech not only allows you to hack more consistently but also lets you build the Hacking Gauge faster to access powerful abilities more often. Why Your Hacking Might Feel Slow A common source of frustration in the first few hours of the game is how hacking and shooting don't seem to mesh well. […]
An independent Valve contractor has just assigned themselves the most daunting task yet: to make gaming viable on 8 GB GPUs. With A Simple Trick, Valve Contractor Unlocked Smooth Gaming On 8 GB GPUs Gaming on low-end GPUs, especially with 8 GB VRAM, is becoming harder and harder. With the majority of games releasing in unoptimized states these days, and the vast majority of PC gamers going for budget hardware as PC component prices rise, PC gaming is becoming hardware for the general audience. But it looks like someone who shares the same feelings as gamers these days has developed […]
An impressively powerful CPU makes the TUF Gaming A14 a strong productivity machine, but underwhelming gaming performance undermines its value as a gaming laptop.
Darren Blanchard, a farmer from Tulsa, Oklahoma, was arrested for going over the time limit during a town hall meeting to discuss residents' concerns about a potential data center project in the area.
Allbirds announced that it's selling its core shoe and apparel business and will pivot to selling compute as a GPU-as-a-Service and AI cloud solutions provider at a $50 million infusion from an institutional investor.
Turf Warz is a location-based mobile game that turns your dog's routine walks into territory battles. Start a walk, let GPS trace your route, and tap when your dog marks to claim territory on the neighborhood map. Build and defend your color, flip rivals, and climb leaderboards. Form pack alliances, track rivalries, and level up each dog across Strength, Speed, and Endurance. Share moments in the Bark Feed, invite friends, and use family sharing so your household holds turf together.
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Paid search success used to be driven by optimizations. You adjusted bids, restructured campaigns, refined match types, and added negatives. Performance moved accordingly.
That’s still how many accounts are managed. When I audit them, they often look “well optimized”: active management, no glaring structural deficiencies, and targets that match achieved ROAS. On paper, everything checks out. But performance is quietly stuck.
Google Ads no longer responds to isolated optimizations. It builds on what you’ve been rewarding. So when I hear, “That didn’t work,” it usually means the change didn’t override months of prior signals.
What most advertisers still call optimization is actually training. They’re teaching the system the wrong lessons.
Why isolated optimizations don’t move the needle anymore
Today’s Google Ads environment is dominated by Smart Bidding, Performance Max, broad match expansion/AI Max, and modeled conversions. These systems don’t reset when you make a change. They learn cumulatively.
If you raise a ROAS target this week, that action doesn’t override six months of reinforced signals. If you launch a new campaign but shut it down after 10 days, the system doesn’t “forget” that volatility was punished. If brand revenue consistently carries the account, Google learns that safe, predictable demand is the highest priority.
The platform continuously optimizes toward the behaviors that survive, get funded, hit targets, and avoid being paused.
When accounts plateau despite strong management, it’s rarely because bids are wrong. It’s because the system has been trained to avoid uncertainty, but uncertainty is where growth lives.
On the back end, Google Ads is constantly answering one question: What does success look like here?
It infers the answer from:
Which conversions you include.
How you value them.
Which campaigns are protected during volatility.
How quickly you react to performance swings.
Over time, those signals shape the system’s behavior:
Which queries it expands into.
Which audiences it prioritizes.
How aggressively it competes in auctions.
Whether it explores new demand or recycles existing buyers.
Training is about the direction you reinforce over months. If repeat customers hit your ROAS target easily and prospecting campaigns fluctuate, which one do you think the system will prioritize over time?
Here’s a pattern I’ve seen more than once.
Month 1: Non-brand drives 52% of revenue.
Month 6: Non-brand drives 36%.
ROAS improves, and everyone’s happy. Except new customer growth flattens. The system has simply learned that predictable revenue is more important than incremental revenue. That’s training.
How you might be training Google Ads wrong
These mistakes are subtle and are often framed as good management. That’s what makes them dangerous.
Mistake 1: Training on the easiest revenue
Branded search converts well, returning customers convert well, and promo periods convert very well — so we lean in. We scale budgets behind what works and protect it.
Over time, Google learns that predictable revenue is the safest path to success.
Here’s a simplified example (replace with real data if available):
Month
Branded cost %
Account ROAS
1
33%
$5.44
2
35%
$5.03
3
40%
$6.10
4
38%
$6.69
5
42%
$7.06
6
46%
$7.39
ROAS improved during this period, but incremental demand declined due to the account’s conservative training. This is one of the most common ceilings we see.
Mistake 2: Punishing volatility
This one hits close to home for most teams. Short-term inefficiency is part of prospecting, but most advertisers respond to it immediately:
Tightening ROAS targets after one soft week.
Pulling budget during learning phases.
Pausing campaigns that explore new or expanded audiences.
From a human perspective, this feels responsible, but from a training perspective, it sends a clear message: exploration (uncertainty) is unacceptable.
The system adapts by prioritizing stability over expansion. It narrows the query mix. It leans harder into repeat purchasers. It becomes increasingly efficient, and increasingly stagnant. If everything in your account feels equally clean, you’re probably recycling demand.
Even if ROAS fluctuates, a prospecting or awareness campaign can still drive meaningful new customer lift if given time to mature, as in the example below:
The difference between plateaued accounts and growing accounts is rarely skill. It’s tolerance for controlled volatility.
Mistake 3: Pretending all purchases are equal
In most DTC setups, every purchase is treated equally, but a first-time, full-price buyer, a repeat customer, and a promo-driven order aren’t equal signals.
When every purchase sends the same signal, Google will favor the one that’s easiest to reproduce. That’s usually repeat behavior. Then we wonder why new customer acquisition gets harder.
For the client above, the implementation of lapsed customer targeting and valuation led to a 53% YoY increase in orders vs. a 12% YoY increase the three months prior.
This is where many teams get uncomfortable, because it requires letting go of short-term ROAS obsession in favor of aligning Google Ads with the actual business model.
If a client’s business depends on new customer growth, but you’re optimizing purely to blended ROAS, you’ve misaligned the system from the start. If mis-training is cumulative, so is intentional training. Here’s what that looks like in practice:
Maintain efficiency lanes
Efficiency lanes exist to protect baseline revenue. They’re tightly managed. They often include brand campaigns and high-intent non-brand terms with predictable performance.
These campaigns can carry stricter ROAS or CPA targets. They stabilize cash flow. They help CEOs sleep at night. They are not your growth engine.
Build growth lanes
Growth lanes are structured differently. They often include broader match types, category expansion, new audience layering, or creative angles that introduce new use cases. They have looser yet realistic targets.
If your efficiency campaigns run at a 500% ROAS target, your growth campaigns might operate at 350%, with the explicit understanding that they exist to expand demand and acquire new customers.
Here’s the key: you don’t tighten the growth lane every time it fluctuates. You let it learn.
In one DTC account, separating these lanes and holding growth campaigns to a slightly lower ROAS threshold led to a 43% lift in YoY new customers in Q4, while blended ROAS actually improved 10%.
You can see the spend and order relationship below, where an increased investment in new drove measurable change, and the reduction on returning customers didn’t harm the bottom line.
This controlled asymmetry is how you scale smarter.
Change signals slowly
If you adjust ROAS targets every two weeks, you’re resetting the system constantly.
Targets shouldn’t be adjusted weekly in response to noise. Campaigns shouldn’t pause during early learning unless structurally broken. Creative testing should be protected long enough to produce a clear signal.
Give it time and let data compound. In one account, simply holding ROAS targets steady for 60 days — instead of tightening them after minor dips — resulted in broader query expansion and improved non-brand impression share without increasing spend.
The performance didn’t spike overnight. It grew gradually — that’s training working.
If any of the mistakes feel familiar, ask yourself:
Do we tighten targets faster than we loosen them?
Has our revenue mix shifted toward brand and repeat customers over time?
Do we pause exploratory campaigns within the first 2–3 weeks?
Have our core conversion definitions changed multiple times in the last 60 days?
Is query expansion flat despite budget headroom?
If the answer is often “yes,” the system isn’t failing you. It’s doing exactly what you trained it to do.
That’s the shift. Paid search used to be about making better decisions than the auction in real time. Now it’s about designing the environment the auction learns from. That’s a different job.
Automation doesn’t reward who moves fastest. It reflects what you’ve been teaching it.
Once you see the account as something you’re training, the question changes. It’s no longer “Why isn’t this working?” It’s “What have we been rewarding?”
Nothing Warp was a new app that let you transfer files between Android phones and Mac, Windows, and Linux computers, but for some reason, it's disappeared.
Fake Ryzen CPUs are becoming more sophisticated A Redditor has reported receiving a fake Ryzen 9 9950X3D CPU from a “local Amazon Returns Warehouse”. An Open Box CPU that appeared to be legitimate on the outside turned out to be a 3D-printed base with what looks like a real Ryzen 9 9950X3D IHS. According to […]
Counterfeit Samsung 990 PRO SSDs appear in Europe Fake Samsung 990 PRO SSDs have appeared in Europe, with a Computerbase reader called “etoo” blowing the whistle on these counterfeit products. While their packaging closely mimics Samsung’s, the hardware inside doesn’t. Upon opening the box, “etoo” found an SSD with a blue PCB and incorrect circuitry. […]
A BlueHammer zero-day Windows exploit was in the wild for two weeks before Microsoft addressed it, and even then, the solution is leaving some security experts concerned. Is this a failing on the part of Microsoft's Security Response Center?
Crimson Desert has surpassed 5 million sales within its first month, with Pearl Abyss confirming the milestone as player engagement remains strong across PC.
Developing for platforms like the Nintendo Switch, Nintendo Switch 2, and Steam Deck can be a challenge, especially for developers who have to work around the hardware restraints these systems have, compared to consoles like the PlayStation 5 and Xbox Series X. However, some developers like No Man's Sky developer Hello Games are more than willing to put in the extra work to keep their games updated and work around “impossible memory constraints.” “The mobile platforms like Switch 1 and 2, along with Steam Deck take a disproportionate amount of engineering time with every update we release,” said No Man's […]
We've already gotten a glimpse of Fable's cinematics in the trailers released during development, especially when British actor Richard Ayoade was first introduced as being part of the game. The cinematics looked extremely well crafted, and now there's a solid explanation for that. Speaking on the latest Official Xbox Podcast, Xbox's Chief Content Officer Matt Booty has revealed that the Blizzard Cinematics team is helping out with that specific aspect of the Fable reboot. This is just one of several collaborations that have emerged between Microsoft's many internal development teams. We've really seen a lot, once we build those connections, […]
According to a new leak shared by YouTuber Moore's Law Is Dead, the PlayStation 6 and PS6 handheld will be backward compatible across both of Sony's previous generations (the PlayStation 4 and PlayStation 5), providing access to a library of thousands of games from the consoles' launches. The leak comes from an old internal AMD presentation's slide that explicitly mentions backward compatibility, as well as other notable workstream items: That's undoubtedly great news, though perhaps not entirely surprising. The usage of AMD's RDNA 5 architecture already suggested potential backward compatibility. Indeed, during the stream, MLID stressed that the PS6 handheld […]
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There’s a solid puzzler at the core of Cthulhu: The Cosmic Abyss, if you aren’t driven to despair by some technical hiccups, some frustrating mechanics and an auto-save system with a mind of its own.
The Beelink SER9 Pro+ is a well-made, premium mini-PC built with strong performance rates for productivity (and a little bit for medium-level PC gaming) and a compact form-factor that will preserve space on your desk.
Intel's existing and future CPU sockets will offer AMD-like support and longevity, this is the claim from leading insider, Jaykihn. Intel Doubles Down On Desktop CPU Socket Longevity, Future Sockets To House Multiple Generations While Also Releasing Refreshes on Existing Ones Chipzilla's new client team has started to rethink its desktop strategy. This much was made evident in the latest statements from Robert Hallock. And it looks like insiders also agree that the blue team is going with this approach. As per Jaykihn, Intel's CPU socket is similar to AMD in the sense that they don't technically end socket support […]
China's premier chipmaker, Hygon, has disclosed its plans for six chips designed for the domestic tech market, including the next-gen C86 CPU. Hygon's Next-Gen C86 CPUs To Tackle Intel's Latest Xeon, Bringing a Double-Digit IPC Boost, SMT4 Support & AVX512 Instructions Hygon, based in Beijing, China, has been hard at work producing high-quality chips for the domestic markets. Their previous C86 solutions, designed in collaboration with AMD, have seen major interest by domestic players, and now, the next-generation C86 processor development is underway. In its latest report, Hygon has shared plans to develop six chips that will be offered to […]
Cthulhu: The Cosmic Abyss is the latest Lovecraftian-themed game to hit the shelves, and while I can’t speak for its contemporaries, I have to imagine it stands towards the top of any ranking list, because it is, in many ways, an incredible experience. There’s a lot here for puzzle fans to love, there’s a little for horror fans to love, and woven through all of it is a narrative that doesn’t ever try to reinvent the wheel but is able to solidly execute and deliver a good payoff by the time you hit credits. If you ever get there, that […]
The Computer Emergencies Response Team of Ukraine (CERT-UA) has disclosed details of a new campaign that has targeted governments and municipal healthcare institutions, mainly clinics and emergency hospitals, to deliver malware capable of stealing sensitive data from Chromium-based web browsers and WhatsApp.
The activity, which was observed between March and April
Intel's upcoming "Crescent Island" series of GPUs, based on the newly developed Xe3P graphics IP, will be hitting the market this year. However, it seems this IP won't be featured in the desktop Arc gaming series of discrete GPUs. According to a reliable leaker, Jaykihn, Intel will not release this GPU generation as dedicated Arc gaming graphics cards. Instead, Xe3P-based GPUs will power "Crescent Island" data center and workstation GPUs, similar to the current Arc Pro series for professional users. This leaves Arc gamers without a clear indication of when, or even if, they will receive a new gaming Arc GPU based on the Xe3 or Xe4 IP in the coming months.
Intel recently announced the Arc Pro B70 and Arc Pro B65 graphics cards, which maximize the BMG-G31 "Battlemage" Xe2 silicon but are intended for professional users only. A recent driver update added the ability to play games on these cards, but they are still primarily designed for AI workloads and professional visualization. Gamers are still seeking clarity about future updates, and the lack of recent rumors regarding an additional Arc gaming discrete GPU is concerning. Even the higher-end Arc B770, which has been rumored for some time, seems to be on hold. Upcoming events like Computex might offer Intel a chance to at least provide a teaser of what the desktop Arc GPU family will look like or if there will be any updates soon.
Intel Foundry has been attracting significant attention from the industry lately, with some of the world's largest companies expected to announce new foundry commitments this fall, according to UBS Group. The investment bank has reported that Intel Foundry is on the brink of securing many new contracts scheduled for this fall, citing the release of version 1.0 of the 14A node process design kit (PDK) as a key catalyst. There have been numerous rumors that Apple, AMD, NVIDIA, Google, and Broadcom are considering utilizing Intel's silicon manufacturing, including the 18A, 18A-P, and 18A-PT nodes, as well as the upcoming 14A node. Apple is rumored to manufacture some of its M-Series "Apple Silicon" laptop processors in 2027 using the 18A-P node, while Google might leverage Intel's EMIB and Foveros 3D advanced packaging technology for some of its TPU designs.
Companies regularly evaluate leading industry nodes but often choose TSMC's manufacturing due to its reliability, high volume capacity, and advanced packaging, which has produced numerous high-performance and low-power designs at scale. However, Intel Foundry has been investing significant resources and logistics into attracting external clients, leading UBS to anticipate multiple foundry commitments being announced this fall. Late last year, we learned that Apple was waiting for Intel to release the 18A-P PDK version 1.0 or 1.1, scheduled for Q1 and Q2 of 2026, respectively. As we are now in Q2, we are awaiting further confirmation to see if Apple proceeded with the deal, but UBS expects it did.
A user who bought an AMD Ryzen 9 9950X3D CPU from Amazon has discovered that he only got a CPU heatsink lid & is missing the whole CPU underneath. This User Thought He Secured A Great Deal On An AMD Ryzen 9 9950X3D CPU From Amazon, But Didn't Turn Out To Be So Lucky We have covered several Amazon-related scams in the past, about how buyers who thought they got fantastic deals, turned out to be the complete opposite. From missing GPUs to bricks and sands in boxes. The latest user who seems to have been affected has a different […]
Latest details suggest that Intel is weeks away from unveiling details on Elon's Terafab chipmaking project, which is set to reshape the industry. Elon Musk's TeraFab Project Is Taking Shape As Intel Is All Set To Unveil Its Plans In A Few Weeks Dylan Martin of CRN has shared an interesting scoop related to Elon Musk's Terafab project, which is being built in partnership with Intel. Intel plans to disclose to staff the “scope and nature” of its involvement with Elon Musk’s ambitious “Terafab” chip manufacturing project in the “coming weeks,” according to a memo its CEO, Lip-Bu Tan, sent […]
NVIDIA has officially announced its GTC Taipei 2026 keynote, where CEO Jensen Huang will take the stage to unveil next-gen AI breakthroughs. NVIDIA To Host Its Own Special GTC Taipei Keynote Ahead of Computex, Will Focus on AI, But Consumer Updates Also On The Table Well, NVIDIA has finally confirmed that it's coming to Taipei in June, and will be hosting a special GTC Taipei keynote just like last year, hosted by CEO Jensen Huang. NVIDIA's appearance in Taipei during Computex 2026 was never in doubt, but we were waiting for an official confirmation, & now that has finally happened. […]
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KDE has long served as a powerful, customizable Linux desktop environment for those who want more flexibility and faster feature support than the likes of Gnome. Contrary to that notion, though, KDE has just merged a feature request that has been hanging around for over two decades—per-monitor virtual desktop support. Currently, and in every previous release of the KDE desktop, switching to another virtual desktop on one monitor meant switching virtual desktops on all monitors. After the new Kwin feature merge, though, users will have the option to switch between different virtual desktops on a per-monitor basis.
This would make KDE the only one of the big two—KDE and Gnome—to support per-monitor workstations, although it still has some limitations, the least of which is that it will not work in X11 sessions, although it should work with XWayland apps, since those are usually handled like Wayland apps by the compositor. The new feature is expected to arrive in KDE Plasma 6.7, which is slated for a June 2026 launch, with public beta testing slated to go live on May 14. The developer's full explanation for the new functionality follows.
College students who purchase eligible Windows laptops before July 31 can receive a free year of Microsoft 365 Premium, Xbox Game Pass Ultimate, and a customized Xbox controller. Retailers including Best Buy, Amazon, Walmart, and Dell are leaning into the promotion, surfacing models designed to rival the MacBook Neo on...
Financial Intelligence Service analyses ASX and US stocks in about 30 seconds, scoring each company across nine fundamental checks and presenting results in plain English. It includes AI-driven news sentiment, interactive price charts, analyst ratings, executive trades, and institutional holders to give you a clear, comprehensive picture of any company. Compare two stocks side by side, track a watchlist with live prices, and use a 0-100 score to cut through jargon and noise. FIS is currently in private beta.
Free tool that converts any cryptocurrency into everyday items. Unlike typical converters that only show USD, CryptoStuffConverter shows what your Bitcoin, Ethereum, Dogecoin, and 50+ other cryptos actually buy in real items like bread, gas, cigarettes, rent, a Lamborghini, an ambulance ride, and 200+ more. It features a Crypto Basket Index tracking real purchasing power over time.
By now, it's no secret that Rockstar Games has suffered a data breach by way of malicious hacking group ShinyHunters, which threatened to release the data gathered during the breach if Rockstar did not meet its demands. Now, as Kotaku reports, ShinyHunters has followed through with its threat and published some of the information it managed to gobble up during the breach. One figure in particular that stands out among the leaked data is the GTA Online earnings, which have apparently amounted to around $1.3 million per day between September 2025 and April 2026. The actual amount cited is $9,592,109 per week, with some weeks spiking to as high as $27,889,791.
These revenue totals, which were reported by Lexiture on the GTA Forums, are thanks to a total of 9,937,747 weekly active users and an average of 393,402 weekly paying users. These numbers painted such a positive picture of Rockstar and the promise of GTA VI's commercial performance that Take-Two Interactive's share prices increased by nearly 5%, adding an alleged $1 billion to the publishing company's market cap in a single day.
Compountr connects to your broker and automatically reinvests your dividends, runs your DCA schedule, and rebalances your portfolio to match the target allocations you define. No more logging in every month to do it manually. It's useful if you're a dividend investor, working toward FIRE, or just want your investments running in the background without constant attention. Compountr supports Tradier and Alpaca directly, plus 25+ brokers through SnapTrade. Your money stays at your broker, and Compountr only executes trades — nothing more.
DealProfit is built for investors who've wasted weekends plugging Zillow listings into spreadsheets only to find 19 out of 20 don't cash flow. It auto-sources MLS and off-market properties, runs full underwriting on each with cash flow, cap rate, CoC, NOI, DSCR, plus a 0-100 ProfitScore with Monte Carlo confidence, and ranks every deal against your investor profile — down payment, rate, closing costs, vacancy, PM fees, taxes, rehab assumptions, target returns, and more. Set real-time alerts on the thresholds that matter and get notified the moment a deal matches. LTR and Section 8 at launch; BRRRR, STR, and Fix & Flip on the roadmap.
The 2nm node is expected to be the most cutting-edge lithography the industry has ever laid eyes on, with none other than TSMC leading from the front with orders secured for AI chips and mobile SoCs. Unfortunately, the complexities of mass-producing these advanced wafers at a monumental scale pose a major challenge for multiple smartphone companies planning to use these chipsets in their devices. In fact, one tipster suggests that TSMC will partly be responsible for firms introducing silicon downgrades to their handsets later this year, with the other culprit being the DRAM crisis. The advanced 2nm process has ‘insufficient […]
Is Starfield coming to Nintendo Switch 2? A new rating suggests that it is, though recent reports claim the port in development has been difficult to make.
TabConnect is a free browser extension that lets you share your current browser tab using a secure link or short code, without requiring viewers to install anything. Instead of sharing your entire screen, you focus on a single tab. Start sharing from the extension, send the link, and let others join instantly in a clean hosted viewer with live controls and chat. It's built for product demos, support, onboarding, and guided walkthroughs where simplicity matters. The current version runs peer-to-peer WebRTC with up to 5 viewers. An SFU-based setup is available for early testers who need more scale.
MarketMailer is an AI-powered email marketing platform that helps real estate agents and loan officers create polished, personalized newsletters in minutes. It pulls live mortgage rates, AI-written market digests, and local data, and curates top articles from sources like HousingWire, Inman, and CNBC. Users can control tone, depth, audience, and focus, so newsletters sound personal and professional. Import your own links, generate copy fast, and keep consistent outreach that wins referrals while saving hours every week.
Online shoe and apparel company Allbirds nearly went bankrupt, but now it's reemerging as an AI company that will sell you some GPU space. But what's really going on here?
A new report from NBC said Apple privately threatened to take the artificial intelligence app off its platform in January due to deepfake nudification concerns.
The cuts will impact about 1,000 and also include closing more than 300 open rules as the company looks to artificial intelligence to improve efficiency.
Starfield has already been out for PC and Xbox for almost three years, recently making an appearance on Sony's PlayStation 5 as well. Now, according to a recent report by Universo Nintendo, it seems as though the game will also get a Nintendo Switch 2 launch in the near future. The report cites a listing from the Taiwan Entertainment Software Rating Information database, revealing that Starfield has been rated for the Nintendo Switch 2 in Taiwan. Bethesda has not yet announced a Switch 2 launch for Starfield, but regulatory leaks, like this Taiwanese rating, are common precursors to game launches.
That said, there's also no indication of a launch date for the Switch 2 version of Starfield, nor do we know what sort of graphical compromises will need to be made to run Bethesda's space adventure, which requires a minimum of an Intel Core i7-6800K or AMD Ryzen 5 2600X, and an NVIDIA GeForce GTX 1070 Ti or AMD Radeon RX 5700 to run on PC. Reports from users on ProtonDB, however, have not had an altogether positive experience, with most reporting getting under 30 FPS, despite running it at the lowest quality settings with FSR 3 enabled and at 50% resolution scale.
The specifications area for its flagship smartphones is where Samsung has been criticized for taking a backseat, allowing Chinese competitors to overtake the company in this specific area. Fortunately, the company is introducing a major storage upgrade for its Galaxy S27 lineup that’ll make them much faster and more responsive than previous launches, not to mention provide a major boost for AI-related operations. In short, a 2nm chipset upgrade isn’t the only change that buyers will look forward to next year. Some Galaxy S27 models are to be equipped with Samsung’s next-generation UFS 5.0 storage, but no major changes to […]
Looties is a marketplace where developers and tech enthusiasts buy and sell conference swag, limited-edition merch, and developer gear from events they love. It lets collectibles circulate long after the booths have been packed away.
For sellers, it provides a way to instantly monetize unused gear that would otherwise gather dust. For buyers, it offers rare access to exclusive items that were previously out of reach. By making these items visible, accessible, and tradable, Looties creates a new space for a global community of millions of professionals at the intersection of second-hand commerce, tech culture, and professional identity.
Fraudulent iCloud emails use urgency and imitation tactics to trick users into revealing sensitive information through malicious links and deceptive interfaces.
Microsoft’s AI expansion is driving large-scale methane gas deals, increasing emissions, and raising concerns about energy costs, health risks, and climate commitments
A federal jury found that Live Nation has acted illegally as a monopoly -- but the company just came to a tentative settlement with the DOJ last month.
In partnership with the Inter-American Development Bank, Google is releasing a new AI report, announcing $5 million Google.org funding and launching a new AI training ac…
A Steam backend update suggests expanded price history tracking could be on the way. The feature highlights a gap on Xbox, where users still rely on third party tools to track game pricing.
Xbox Game Camp returns in 2026 with a new program in Minneapolis, offering a 12 week training course for young developers to build games, learn key skills, and create a portfolio with Microsoft.
Alienware has launched the AW2726DM, a 27-inch QD-OLED gaming monitor priced at $350. This makes it one of the most affordable entries into QD-OLED displays to date, with Alienware saying it is targeting users looking to move beyond traditional LCD panels. The monitor features a 2560 x 1440 Fast QD-OLED panel with a 240 Hz refresh rate and a 0.03 ms GtG response time. It covers 99% of the DCI-P3 color space and supports HDR10, alongside AdaptiveSync and AMD FreeSync Premium. Connectivity includes DisplayPort 1.4 for full 240 Hz operation, as well as two HDMI ports limited to 1440p at 120 Hz. The AW2726DM includes a fully adjustable stand with height, tilt, swivel, and pivot adjustments, as well as an anti-reflective screen coating and wide 178° viewing angles. A built-in microphone is also integrated.
There are a couple of things worth mentioning. SDR brightness is rated at just 200 cd/m², which is on the low end for a QD-OLED panel as most competing 27-inch models do better here. That figure will also affect peak HDR brightness despite the monitor supporting HDR10. The other notable omission is G-Sync compatibility, which is absent here. AMD FreeSync Premium and VESA AdaptiveSync are supported as mentioned above, but there is no NVIDIA certification. The AW2726DM positions itself as a lower-cost entry into QD-OLED, though it does so with a more restrained feature set compared to the usual Alienware premium offerings. The monitor was quietly announced in a blog post that was mostly focused on the Alienware Collegiate Clash 2026 university esports event.
A leak from early 2026 claimed that NVIDIA would be pausing production of the GeForce RTX 5060 and RTX 5060 Ti for as long as six months starting in the beginning of 2026, with the leaker predicting that supply would start to worsen in the beginning of 2026 and relief only coming in Q4. While it seems as though this may not have come to pass as predicted, a new rumor claims that supply for the NVIDIA GeForce RTX 5060 Ti 8 GB may be halted for two weeks at the end of April 2026. As Gazlog reports, the alleged production halt is as a result of oversupply of the entry-level GPUs.
This production and supply pause means that third-party GPU vendors will not receive 5060 Ti GPUs during this pause, although production is slated to resume in May. The running theory is that the oversupply is causing prices of the 5060 to decline, and the production pause would create artificial scarcity and return the prices to previous levels. Curiously, this news comes hot on the heels of news that NVIDIA may be launching a new 9 GB variant of the RTX 5060 and 5060 Ti near Computex around May or June. It should be pointed out that this is merely a rumor and may not come to pass at all, although leaks that come out of Board Channels generally do carry a decent amount of weight.
A popular brand of WordPress plugins was recently weaponized to download and spread malicious code. The new, potentially massive supply chain attack was unveiled by Austin Ginder, a WordPress developer and founder of the WP hosting service Anchor. The entrepreneur found that the threat was already affecting some Anchor customers,...
The past several months haven’t been kind to Verizon Chief Executive Officer Dan Schulman, who has had to brave through widespread network outages, layoffs, and other hardships to ensure that the biggest network in the U.S. doesn’t lose its grip on that title. However, when speaking at the Semafor World Economy conference in Washington, Schulman implied that a mindset shift in how customers are treated is required to ensure the network’s longevity. Schulman also states that while Verizon is objectively the best network, all the basic stuff to improve the experience is required, as that’s where the competition has the […]
This ultra-compact mini PC is available in various configurations, ranging from entry-level 6-core to high-end 16-core Panther Lake chips. MSI Introduces Panther Lake-Based Ultra-Power-Efficient and Ultra-Compact Cubi NUC AI+ 3MG Mini PC, Starting at $569 Popular hardware manufacturer, MSI, has launched its latest Intel Panther Lake-based mini PC called Cubi NUC AI+ 3MG, which is one of its most compact mini PCs yet. Aimed at enterprise and business environments, the Cubi NUC AI+ 3MG brings a powerful configuration in a tiny box that measures just 0.51 liters in volume. The machine is super lightweight and incredibly small, making it easier […]
Another golden opportunity presents itself in the form of the AirPods Pro 3, Apple’s latest and greatest wireless in-ear earbuds, which launched at $249 and are now available for $199.99 on Amazon, making it yet another time that these earphones have dropped down to their best price yet. While we agree that Sony’s WF-1000XM6 are truly remarkable alternatives, even with a 10 percent discount, these are listed for $298 on the online retailer, making the AirPods Pro 3 a much better option by miles. Apple uses the same H2 on the AirPods Pro 3 as it has on the AirPods Pro […]
NVIDIA CEO has stated that even if AI didn't exist, his company would've still been huge, but says that he is happy for the fact that AI is a reality. NVIDIA CEO Talks AI, Competition, China, & Supply Chain Moat In Podcast, Says Accelerated Computing Has Been Their Secret Sauce In a podcast with Dwarkesh Patel, NVIDIA CEO Jensen Huang talked about several aspects of the company. He emphasized NVIDIA's strategy in becoming a global AI superpower, while also talking about the various aspects, such as the tightening competition from ASICs, the role of China, and the supply chain moat. […]
Curyo is a decentralized reputation platform where verified humans claim a privacy-preserving Voter ID and rate content through blind, stake-based voting. The main idea is to create a new rating system for the age of AI. BetaList users benefit from additional reputation tokens.
A spinoff of season 7 featuring Amaya Espinal, Bryan Arenales and Nic Vansteenberghe, here's how to watch Love Island: Beyond the Villa season 2 online.
Alienware, in collaboration with Team Liquid, has introduced its first custom keycap and mousepad collection, themed around the Star Wars universe. The set is designed primarily for the Alienware Pro Series keyboards, but remains compatible with most modern layouts. The keycap set uses Cherry-profile, MX-compatible PBT caps with dye-sublimated legends, and includes a 143-key base kit (141 for the space graphic set). Coverage extends to standard ANSI layouts and basic UK ISO support, including common 6.25u bottom rows. While built with the Alienware Pro Wireless Gaming Keyboard in mind, a 75% board using pre-lubricated linear switches with a 40 g actuation force, the set should work with a wide range of mechanical keyboards.
Alongside the keycaps, Alienware and Team Liquid are offering four matching mousepads themed around locations from the Star Wars universe, including Endor, Dagobah, Kamino, and a generic Galactic Conflict scene. The artwork draws inspiration from concepts by Ralph McQuarrie, whose illustrations played a key role in the visual identity of the original Star Wars trilogy. The mousepads measure 88.9 x 40.64 x 0.3 cm, feature a cloth surface with stitched edges and an anti-slip rubber base. The keycap set is priced at $75, the mousepads at $40 and both are available on the Team Liquid US official website.
Since Bungie launched Marathon, there have been two main camps in the online discussions about the new extraction shooter—those praising the game's PvP focus and those begging for more PvE action. With Marathon's latest update, however, Bungie has introduced a new mechanic to appease those in the latter camp. The C.A.R.R.I. Protocol is a new mechanic that encourages co-operative play, rewarding solo players and cooperative crews for completing objectives and extracting together. The system will reward cooperative players with CyberAcme Commendations, which is a new currency for players to spend in the C.A.R.R.I. Armory, and the rewards will focus on making the game less punishing for new and intermediate players.
CyberAcme Commendations are earned when players complete contract objectives in a crew or when solo players complete contract objectives or extract solo, and bonus Commendations will be rewarded for extracting with other players. The C.A.R.R.I. Armory contains a rotation of weapons, Salvage Crates with Salvage or Reputation, and other upgrades, and there will be daily deals in the armory. The C.A.R.R.I. Protocol will be active starting with Patch 1.0.6 and run until the end of Season 1. In addition to the new rewards, Marathon players will now also have access to Mercy Kit, which is a med kit designed specifically to healed down players not in your squad. The idea is that, if players decide to form an allegiance with another player they've already downed, they can revive the player and turn them into an ally. This depends on proximity chat, which is now easier to use with a new "toggle to open" function that also launches in the same update.
Physical books may seem like an odd market for a tech-first company, but it is perhaps not as far-fetched once you dig in a bit. Spotify already offers audiobooks, and has grown its library from 150,000 titles to over 700,000 in just two years. Offering another way into books complements...
The entire computer industry is sweating profusely over the existence of the MacBook Neo, because Apple’s competitors are well aware that they cannot materialize anything that can compete with the Cupertino giant’s portable in the $599 bracket. It appears that the company’s only rival at this time is demand and how well it can maintain shipments in these few months. Education is a massive target market for Apple, and it has highlighted just how well the MacBook Neo is selling in its latest promotional video. The MacBook Neo is selling exceptionally well, to the point that Apple has had to […]
T-Mobile has reportedly terminated its free in-flight Wi-Fi service for businesses, replacing it with a paid tier that entails relatively slower speeds, as per anecdotal evidence. T-Mobile's double-whammy: Free in-flight Wi-Fi for enterprise customers ends, paid service reportedly entails slower speeds As per a T-Mobile notice that is doing the rounds on Reddit, T-Mobile has apparently ended its free in-flight Wi-Fi service for some enterprise customers. The message reads: "Due to changes in airline Wi-Fi programs, free in-flight Wi-Fi may no longer be available on some flights and airlines starting April 13, 2026." Do note that T-Mobile offers its free […]
Following the recent debut of PRAGMATA and Resident Evil Requiem, the first two RE Engine games to support path tracing, CAPCOM's GDC 2026 presentation titled 'Real-Time Path Tracing in RE ENGINE for Resident Evil Requiem and PRAGMATA' is well worth exploring. The presentation is available on the NVIDIA Game Developer YouTube channel, and that's no coincidence: NVIDIA helped a great deal with the addition of path tracing to CAPCOM's engine. Indeed, the two speakers were Hitoshi Mishima from CAPCOM's RE Engine team, who covered the architectural and artistic implementation, and Calvin Shu, a NVIDIA GeForce developer technology engineer who covered […]
The flagship Zen 5 X3D chip gets benchmarked ahead of the official launch and here's how it performs with air cooling. AMD Ryzen 9 9950X3D2 Appears on HWBot for the First Time in 7-Zip and Cinebench Benchmarking The fastest Zen 5 X3D chip has already been tested by someone, as can be seen from the uploaded benchmarks on HWBot. AMD's Ryzen 9 9950X3D2 Dual Edition, which was revealed two weeks ago, was tested by a Bulgarian user, "Stoikov". There are currently four benchmarks available on the HWBot website, including 7-Zip, Cinebench 2026 Single and Multi-Threaded, and Cinebench R23 Multi-core. The […]
Solvera is an AI-powered marketing platform that launches and manages Facebook and Google ads for your business. It audits your website, maps your sales funnel, and provides built-in analytics and AI assistants that guide setup and strategy. AI Budget Guard monitors performance 24/7, pausing wasteful ads and protecting your spend. The platform connects via official Meta and Google APIs, offers clear ROI tracking, and supports multilingual campaigns, with a 30-day free trial and scalable plans.
Todo4you is a project management platform combining a clean Kanban board with real-time collaboration and customizable workflows. Drag and drop tickets, switch to a sortable table view, and track priorities, deadlines, assignees, tags, checklists, and attachments in one place. It includes chat, roles, comments, blockers, notifications, Gantt charts, estimation, time tracking, an API, and automations. Connect Git providers, Slack, and Telegram, import from Trello or Jira, and stay compliant with GDPR with data hosted in Germany and a company based in the Netherlands.
Threat actors have been observed weaponizing n8n, a popular artificial intelligence (AI) workflow automation platform, to facilitate sophisticated phishing campaigns and deliver malicious payloads or fingerprint devices by sending automated emails.
"By leveraging trusted infrastructure, these attackers bypass traditional security filters, turning productivity tools into delivery
The NBA Playoffs kick off this weekend, and if you're looking for a new TV, here are 11 deals I recommend, including up to $1,700 off 4K, QLED, and OLED TVs.
Two of Apple's biggest execs have talked about the future of spatial computing in a new interview —and it sounds like there's something in those smart glasses rumors.
Objection, a Thiel-backed startup, aims to use AI to judge journalism, letting users pay to challenge stories. Critics warn it could chill whistleblowers and reshape how media accountability works.
When Grammy-nominated singer-songwriter Aloe Blacc got COVID despite being vaccinated and boosted, he tried to fund research for a better solution. What he quickly found out? You can’t just write a check in biotech. Regulators require a commercialization plan, and philanthropy doesn’t move science through clinical trials or get you a license on university IP. Now, he’s bootstrapping a cancer drug platform targeting pancreatic cancer, a disease that […]
The March 2026 Google core update drove far higher ranking volatility than the December 2025 core update. Nearly 80% of top-three results shifted, and almost one in four top-10 pages fell out of the top 100, according to SE Ranking data shared exclusively with Search Engine Land.
The data. Volatility increased across every ranking tier.
In the top 3, 79.5% of URLs changed positions, up from 66.8% in December. In the top 10, 90.7% shifted, compared to 83.1%.
Stability dropped sharply. Only 20.5% of top 3 URLs held their exact position, down from 33.1%. In the top 10, that fell to 9.3%, from 16.9%.
Churn intensified at the top. About 24.1% of pages ranking in the top 10 fell out of the top 100 entirely, versus 14.7% after the December update.
Based on historical patterns and the scale of movement, most volatility was likely driven by the core update, with the spam update amplifying disruption.
That overlap likely skews direct comparisons to December, though March still appeared more volatile.
More core update analysis. Meanwhile, independent analysis by Aleyda Solis, using Sistrix data from March 26 to April 11, found a consistent shift in where visibility concentrates. Rankings appeared to move from intermediary sites toward stronger destination sources. Website types gaining search visibility:
Official and institutional.
Specialist and niche.
Established brands.
Dominant platforms.
Losses were more common among aggregators, directories, and comparison-driven sites.
Winners and losers. Among the vertical shifts Solis highlighted:
Dictionary and language reference sites declined, while larger reference platforms and major destinations gained visibility.
Job aggregators like ZipRecruiter and Glassdoor lost ground, while employer sites and specialized platforms like USAJobs and Amazon.jobs surged.
Government and institutional domains, including Census.gov and BLS.gov, saw strong gains on fact-driven queries.
Travel and real estate visibility shifted away from broad discovery platforms toward stronger brands and primary destinations.
Health results were re-sorted. Broad consumer health sites declined, while clinical, research-driven, and specialist sources gained.
One exception: YouTube had the largest visibility loss in the dataset.
Why we care. The data suggests Google’s March 2026 core update raised the bar for ranking. Strong brands, owned data, and direct query value won. Intermediaries now look increasingly exposed.
Automation doesn’t fail on its own — it does exactly what it’s trained to do. The problem is that when Google Ads is fed incomplete, misaligned, or overly broad signals, it can optimize toward the wrong outcome faster than most advertisers realize.
In our second installment of SMX Now, our new monthly series, Ameet Khabra of Hop Skip Media will break down a real account where a 417% jump in conversions turned out to be the wrong kind of success. She’ll use that case study to explain the four key ways automation drift enters an account: signal drift, query drift, inventory drift, and creative drift.
You’ll leave with a practical framework for diagnosing drift early, understanding where human oversight matters most, and managing automation more deliberately so it works toward real business goals — not just platform-reported wins.
Several discounts have been discovered for the Seagate Storage Expansion Cards for Xbox, giving people a chance to increase the storage space of their Xbox's (and PC's via a special peripheral) for less.
ID@Xbox director Guy Richards says Xbox Game Pass boosts game discovery and can drive sales beyond Xbox platforms, highlighting its wider impact across the industry.
NVIDIA today announced the world's first family of open source quantum AI models, NVIDIA Ising, designed to help researchers and enterprises build quantum processors capable of running useful applications. To achieve useful quantum applications at scale, significant breakthroughs are needed in quantum processor calibration and quantum error correction. AI is key for turning today's quantum processors into large-scale, reliable computers. Open models empower developers to build high-performance AI while maintaining total control over their data and infrastructure.
Named after a landmark mathematical model that dramatically simplified the understanding of complex physical systems, the NVIDIA Ising family provides high-performance, scalable AI tools for quantum error correction and calibration — two of the most critical challenges in building hybrid-quantum classical systems. Ising models run the world's best quantum processor calibration and enable researchers to tackle much larger, more complex problems with quantum computers by delivering up to 2.5x faster performance and 3x higher accuracy for the decoding process needed for quantum error correction.
Sony recently announced sweeping price increases for the PlayStation 5, which meant that, as of April 2, the PS5 base would cost $649.99, while the Digital Edition would cost $599.99, and the PS5 Pro rose to a whopping $899.99. According to industry analyst, Mat Piscatella of Circana Reseach, the announcement of a price increase resulted in a buying rush for the PlayStation 5 towards the end of March and during the first week of April.
As a result of this buying rush, PlayStation 5 sales reached an annual high for 2026 during the first week of April. The increase in sales amounted to a nearly 100% increase in year-over-year console hardware sales when compared to the same week in 2025. Part of this increase in sales can almost certainly be explained by the threat of further price increases down the line, which are expected to result in launch pricing of the PS6 sitting at around $800. With no end to the current DRAM supply issues in sight, it makes sense that some prospective PS5 buyers would want to get hold of the hardware before they are priced out, although it remains to be seen how Sony plays the launch of the PS6.
Book of Travels is a highly stylized "serene" MMO that launched to Steam Early Access in October 2021. Despite an interesting concept, standout art style, and the developer's best efforts, Book of Travels has mostly failed to meet the lofty expectations the studio set for the game, with the studio, Might and Delight, having laid off more than half its staff shortly after a challenging launch. Since then, player counts have dwindled, ultimately resulting in an announcement on 15 April that the servers for Book of Travels will be shut down on July 31, 2026.
Book of Travels will not be shutting down, however. Instead, Might and Delight has issued an update to implement an offline mode and make the game more friendly to single-player gameplay. The studio has also opened the game up to the modding community and added a modding channel to the official Discord in order to work with the modding community on mod support. Book of Travels will also transition from being an Early Access title to being a complete game, and Might and Delight has reduced the price from $29.99 to $4.99. The studio notes that "We are truly sad that this project didn't become all that we wanted it to be. We hope that with this last push, the game can be as good as it possibly could be given the circumstances, and that it can continue to be played for a long time."
According to well-known tipster Jaykihn, Intel's upcoming Nova Lake-S desktop CPU lineup will include at least one SKU featuring an integrated graphics chip with 12 Xe3P cores. Preliminary information from the tipster suggests the chip will feature 16 CPU cores, including four Coyote Cove performance cores, eight Arctic Wolf efficiency...
Alienware makes some of the best gaming monitors on the market, though they are not necessarily the cheapest. Now, the Dell-owned brand is taking a different approach by introducing a more affordable QD-OLED monitor with some unusual trade-offs in its hardware specifications. Getting a modern OLED panel for under $500...
Recordly is a desktop app for recording and editing screen captures with motion-driven presentation tools built in. Recordly has emerged as one of the most compelling free alternatives to paid tools like Screen Studio, offering smooth cursor tracking, automatic zoom effects, and clean motion.
Intel's Xe3P graphics architecture will focus on Crescent Island discrete GPUs for AI & Workstation, while missing out on the Arc gaming family. Intel Xe3P Goes Pro & AI With Crescent Island Discrete GPUs, Arc Gaming Lineup Missing In Action Intel's Xe3 GPU architecture has been phenomenal for Panther Lake CPUs, and as the blue team continues to develop its graphics architectures, there's some good news and bad news for the next-gen discrete GPU family. According to Jaykihn, Intel's Xe3P, the successor to Xe3, will feature discrete GPU options. These graphics series will be branded under the Crescent Island lineup. […]
In an era of price gouging and intentional sabotage of one's competitors, as Apple appears to be doing right now, Qualcomm is seemingly taking the rare moral high ground by eschewing the vanilla Snapdragon 8 Elite Gen 6 chip just to push OEMs towards its pricey 'Pro' counterpart. Qualcomm's Snapdragon 8 Elite Gen 6 chip appears good enough for most OEMs, muddying the demand outlook for its Pro variant The Weibo-based tipster, Digital Chat Station, has just penned an interesting post, highlighting the minimized disparity between the vanilla Snapdragon 8 Elite Gen 6 chip and its Pro counterpart (machine translated): […]
Inflowave was built out of my own frustration managing 30 people with 5 IG accounts each. I ended that. When someone asks "How to scale our SMM Agency," I want the answer to be "Inflowave." That's my goal for 2026.
Lolaloos lets children create personalized stories with their parents. Kids choose the place, hero, villain, age, and language, and Lolaloos generates a unique, illustrated book in minutes. They can create their own character to start adventures. Stories can be read on any device or downloaded for printing. Lolaloos supports English, Spanish, French, and German, so you can create a story in one language and translate or download it in others.
Don't dismiss these gripping crime dramas on cable TV just because we're in the streaming service era — especially when there's an easy way to combine the two.
Lowe's has a massive spring sale, which is basically like a Memorial Day preview, thanks to huge savings on appliances, patio furniture, grills, lawn mowers, and more.
Windows 11 Recall was delayed in 2024 due to security flaws, and those same issues are being discovered now, despite Microsoft's promise to secure user data.
Google has launched a native Gemini app for macOS, bringing its AI chatbot to the desktop with screen sharing, quick access shortcuts, and built-in image and video generation.
Motorola has sought a permanent injunction restraining the defendants from publishing or sharing what it describes as false or defamatory content about its products, including reviews, videos, comments, and boycott campaigns.
Airwallex, valued at $8 billion, is launching a point-of-sale product that lets businesses accept in-person payments in multiple countries via a single platform.
Google is giving advertisers more control when appealing disapproved ads in bulk — a small but meaningful update that could save time and reduce accidental resubmissions.
Driving the news. Google has added a new option in its bulk ad review workflow that lets advertisers select ads from specific campaigns when requesting a policy re-review.
Previously, advertisers appealing disapproved ads in bulk often had to resubmit all eligible ads across an account — including older campaigns that hadn’t been updated.
That created extra work and could clutter the review process with ads that weren’t actually fixed.
What’s new. Advertisers can now click a new “Select eligible campaigns” option on the Google Ads policy violations page when filing a bulk appeal.
That means they can:
send only recently fixed ads for review,
avoid including outdated campaigns,
and streamline the appeal process.
Why we care. Bulk appeals are often used after widespread disapprovals or policy issues. Being able to narrow submissions by campaign should make the process faster, more precise, and easier to manage at scale.
For agencies and large accounts, the update could also reduce the risk of confusion when handling multiple policy fixes at once.
The bottom line. This isn’t a flashy product launch, but it’s the kind of workflow improvement advertisers have been asking for — giving teams more control and less friction when fixing disapproved ads.
First spotted. This update was first spotted by Hana Kobzová of PPC News Feed.
Intel reportedly plans to extend LGA-1700’s lifespan with “another Raptor Lake Refresh” According to the leaker Jaykihn, Intel is reportedly planning to release “another Raptor Lake Refresh” to extend the lifespan of its LGA1700 CPU socket. This follows Intel’s effort to release more LGA1700 motherboards that support DDR4 and/or DDR5 memory. Given the world’s ongoing […]
GMKtec showcased its latest AI-focused mini PC workstations based on Intel and AMD platforms at an AliExpress event in Shenzhen. The current lineup builds on the EVO-T2 series introduced in mid-March during Intel's Core Ultra (Panther Lake) launch event in Shanghai. The EVO-T2S is based on the Core Ultra X7 358H, featuring a 16-core design and up to 180 TOPS of AI compute. The system pairs LPDDR5X-8533 memory with Phison aiDAPTIV+ PCIe 5.0 SSDs and uses a vapor-chamber cooling solution for up to 60 W. It is positioned for local AI inference workloads, including large language models, alongside general high-end desktop use. The AMD-based EVO-X2 series is pretty well known as it was launched a year ago using the Ryzen AI Max+ 395 processor with 16 cores, 32 threads, and an XDNA 2 NPU rated at up to 126 TOPS. It supports up to 128 GB of LPDDR5X memory, includes 10 GbE networking, and is designed to handle both AI workloads and GPU-accelerated applications, with multi-display support for up to four 4K outputs.
What's more interesting is how pricing has changed for those Mini PCs since the initial announcements. The EVO-X2 originally launched last year with the top-end 128 GB model starting at $1,999, is now listing the 64 GB + 1 TB configuration at $1,999, while the 128 GB + 2 TB variant now reaches $3,299. On the Intel side, the EVO-T2S with Core Ultra X7 358H, 64 GB RAM, and 1 TB storage is currently listed at $1,899, discounted from an earlier $2,399 price point. Worth mentioning that GMKtec isn't yet listing other memory options, other than the 64 GB for its EVO-T2S, neither availability nor pricing for the Core Ultra X9 388H model.
At Slimbook, we continue working to take our systems to the next level. That's why we are pleased to announce a new partnership agreement with PNY Technologies, one of the most internationally recognized manufacturers of memory, storage solutions, and graphics cards. Since 2015, Slimbook has established itself as a leading Spanish brand in the design and development of optimized computers, especially valued for their compatibility with Linux distributions and their focus on performance and reliability.
Thanks to this new collaboration, PNY becomes a technology partner and key component supplier for Slimbook systems, including:
Under the deal, Meta has committed to an initial deployment of 1 gigawatt of MTIA capacity and plans to ramp to multiple gigawatts of Broadcom-based accelerators as its AI footprint grows. Broadcom said that the chips will be the first AI silicon manufactured on a 2-nanometer process.
Tiny Corp, the same company that built the tinybox AI accelerator, has written its own Nvidia GPU driver completely from scratch. It's called TinyGPU, and it's an open-source macOS kernel extension. Better yet, Apple has signed off on it. That means you don't need workarounds like setting up a virtual...
Apple intends to equip the iPad Air with an OLED screen as soon as next year, harmonizing the display specs of the entire iPad lineup with the exception of the base iPad, which will continue to sport an LCD screen for now. Apple to launch an OLED iPad Air as soon as 2027, with the production of the new display panels slated to commence by late 2026 or early 2027 According to ETNews, Apple will transition the iPad Air to an OLED screen by early next year, with Samsung Display expected to commence the mass production of these display panels […]
China’s YMTC is expected to start operations at its Phase 3 Wuhan fab late this year as the first leading-edge memory plant built to comply with Beijing's unwritten 50% tooling requirement.
Your Steam games are about to get some new glanceable information next to their price boxes, according to recent changes discovered in the client's backend. Valve might be adding a 30-day price tracker to the platform, letting you see if the game currently costs the lowest it has been in the last month.
It almost goes without saying that Black Sails is the best pirate TV show of all time. But while it's leaving Netflix, you can still stream it for free.
In the early days of the web and my career, web architecture was simple: we built “filing cabinet” websites designed around a single, grand entryway. Visitors arrived at your homepage, a.k.a. the “front door,” and navigated through the site to find what they needed.
Then SEO came along and changed everything. Suddenly, every page became a possible entrance point, and people could be dropped in directly at the page most relevant to their current need.
But today, in this AI environment, it seems that things are changing again. As users now use AI tools like Gemini, ChatGPT, and likely mass-adoption tools embedded in our mobile devices, search engines, and browsers to handle the research stage, they’re now more likely to once again land on your homepage.
Your homepage is once again becoming the most important page for SEO, and we must revisit the time-proven lessons of information architecture to ensure it can capture and convert this traffic.
How SEO inverted web design
In the early 2000s, as search engines improved and became the primary source of website traffic, those of us working in the field had to learn and adapt quickly.
We had to take what we knew about information architecture and layer over SEO thinking, which meant the standard, linear route through a site from the homepage to a destination changed.
We now had users landing much closer to where we wanted them — typically on inner pages or blog posts — and then routing them back toward the relevant product or service we wanted to promote.
Homepages were still important, but they became less of a “must be everything to everybody” battleground and could focus more on brand and more general keywords. The money terms were often mapped to more relevant, easily rankable, high-converting long-tail blogs and product pages.
In short, we stopped worrying so much about the homepage, and our attention spread across the spidery maze of deeper pages and reverse-conversion paths. But the pendulum is swinging back.
The informational long-tail traffic that sustained those deep-link landing pages is being swallowed by AI Overviews and LLMs like Gemini, Perplexity, and ChatGPT.
AI tools now handle the heavy lifting — research, comparison, and summarization are easier than ever. When users finally visit your site, they aren’t looking for more answers — they’re looking for you.
This shift is driving a resurgence in branded search, funneling users back to your homepage. The problem is, while these users may be warmed up by their research, we now know a lot less about them when they arrive.
If your information architecture isn’t ready to greet users on your homepage and funnel them where they need to be, you’ll alienate and lose these warm users and send them swiftly into the arms of your competitors.
Fortunately, there are lessons from the past that can guide us forward.
The problem: The erosion of the deep link
In traditional SEO thinking, nearly every page could be a landing page.
Your informational content is an upper-funnel landing page that can direct people to your product or service pages.
Your product or service pages are mid-funnel landing pages that can drive leads and sales.
Your case studies and testimonials are lower-funnel credibility content that can push people to make the final decision.
That approach is losing ground. Industry consensus is clear. Traditional informational click-through rates (CTR) are facing a significant decline as AI provides immediate answers in search results.
When a user asks, “What are the benefits of a headless CMS?” they get a 300-word summary from an AI. They no longer need to click your “Headless CMS – Pros & Cons” blog post.
However, once the AI has convinced them that your brand is a leader in headless CMS, they don’t search for the topic again. They search for your brand name. They arrive at your homepage — warmed up and ready, highly motivated, but we know very little about them. We lose the segmentation and context that a deeper page landing provides.
The psychology of AI: the path of least resistance
Humans are a lazy bunch, somewhat by design. If something makes our lives easier, we seek it out, and our behavior changes. This helped us as hunter-gatherers, but now, with our cars, smartphones, food delivery, and many other modern conveniences, maybe not so much.
Search engines are one of the things that made our lives easier, at least for a while, and changed our behavior as things got easier.
Then, of course, we marketers got involved, competition ramped up, and the web became littered with ads, pop-ups, remarketing, and other tactics. Frankly, seeking things online often became a bit of a drag, making much marketing as much a game of attrition as it was science, skill, or art.
But AI is now making our lives easy again. No scrolling past ads, trying to decode SERPs, avoid pop-ups, identify marketing content, and filter out noise — just clean, simple answers. The change has brought some chaos, but it’s also a much-needed reset for the web.
People now enjoy a frictionless, conversational research phase, with the heavy lifting done by AI tools. Questions are answered, advice is given, options are summarized and compared. They can then move on via a branded search, which typically brings them to this homepage entry point.
As Steve Krug famously argued in “Don’t Make Me Think” — a well-recommended book that has stood the test of time — users on the web behave like foragers. They look for the scent of information and take the path of least resistance. If they land on your homepage and can’t find their specific path, such as “pricing for enterprise” or “developer docs,” within seconds, they’ll disengage and bounce.
Things are different. Users may invest a little more time now after they’ve sunk effort into the research phase, but you can’t expect to take users from the low-friction environment of AI to a site where they have to work too hard to figure things out.
Your homepage and overall information architecture can’t fail. You must let people know they’re in the right place, that they can trust you, then segment, signpost, and steer them to their intended destination.
Solution: The filing cabinet site
To handle this influx of branded, front-door traffic, we must return to the fundamentals of information architecture.
Drawing from the definitive guide, “Information Architecture: For the Web and Beyond” (the Polar Bear Book — another great read), we must treat our site structure like a filing cabinet.
Logical grouping: Related content must be grouped into clear, intuitive categories. If your “Service A” and “Service B” are buried under a vague “What We Do” menu, you’re creating friction. Keep it clear, and don’t confuse people with your fancy branding.
Structural context: SEO may drive fewer people to your deeper pages, but AI tools still conduct queries to identify information and pull content from your site via RAG. You still need the right content structured in the right way to ensure you’re covering all the angles across SEO, AI, and PPC traffic.
The 3-click rule: Modern UX research, championed by the Nielsen Norman Group (NN/g), emphasizes that users should be able to reach any content within three clicks. In the AI age, this is a non-negotiable performance metric, and you should be measuring these paths in your analytics.
Remember, while users may come directly to your homepage, AI agents still conduct these deeper searches and consume your information, so traditional SEO is still important.
Implementation: The ALCHEMY framework
This is all great to know, but you also need a framework to help you put this process on rails and build a website that’s structured for humans coming via the front door, search engines indexing and categorizing, and AI crawlers hitting those deeper pages.
The ALCHEMY website planning guide addresses this exact issue. It breaks the process down into seven strategic steps designed to bridge the gap between business strategy and technical execution:
Audience research: Identifying personas, segments, and jobs.
Learning: Deep-dive competitor and performance audits to see what’s working.
Clarify aim: Setting SMART goals so the site has a purpose beyond looking pretty.
Hierarchy: Building the visual sitemap and navigation.
Essential features: Defining the technical must-haves before code is written.
Mapping: Planning the content and goals for every single page.
Yield: Generating the final, battle-hardened, marketing-savvy brief for developers.
The process purposely starts with the audience — who are the audience segments that matter? And how does this inform the structure and navigation for the site?
The process then walks you through mapping out your site to work for users, search engines, and AI.
By following this approach, you ensure that your homepage and category pages aren’t just based on the opinion of the highest-paid person in the room, but on the documented needs of your AI-driven audience.
Your website’s information architecture now serves two masters — human users and AI agents. A clean, hierarchical structure with clear taxonomies helps both navigate and interpret your site with confidence.
If an AI reads your site and sees a perfectly organized filing cabinet, it’s far more likely to recommend your brand as a structured, authoritative source. Your site needs to consider two directions of user journey:
Front door: Users arriving without context, finding what they’re looking for.
Back door(s): Users, search engines, and AI coming in directly to deeper content.
For a website to be successful in 2026 and beyond, you have to account for both. Build strong information architecture and SEO for front-door users and back-door search engines and AI visits.
Don’t let your homepage be a dead end — turn it into a map.
Addy Osmani, a director of engineering at Google Cloud AI, published new guidance on Agentic Engine Optimization (AEO), a model for making content usable by AI agents.
He positioned this AEO (not to be confused with Answer Engine Optimization) as parallel to SEO, built for systems that fetch, parse, and act on content autonomously.
What he’s seeing. AI agents collapse multi-step browsing into a single request. They don’t scroll, click, or engage with UI — they extract what they need instantly. That makes most traditional engagement metrics irrelevant.
The token problem. Osmani highlighted token limits as a core constraint shaping content performance. Large pages can exceed an agent’s context window, causing:
Truncated information.
Skipped pages.
Hallucinated outputs.
His takeaway: token count is now a primary optimization metric.
Content needs to change. Osmani recommended restructuring content for how agents read:
Put answers early (ideally within the first ~500 tokens).
Keep pages compact and focused.
Avoid long preambles and buried insights. (Agents have “limited patience” for this, he noted.)
Markdown over HTML. He also recommended serving clean Markdown alongside traditional pages.
Markdown reduces noise from navigation, scripts, and layout, making content easier and cheaper for agents to parse.
This includes making .md versions directly accessible and discoverable.
Discovery and structure. Osmani pointed to emerging patterns for helping agents find and use content:
llms.txt as a structured index of documentation.
skill.md files to define capabilities.
AGENTS.md as a machine-readable entry point for codebases.
These act as shortcuts for agents deciding what to read and use.
Why we care. This adds a new optimization layer alongside SEO. If agents can’t efficiently parse your content — due to token limits, structure, or format — they may skip, truncate, or misinterpret it. That directly affects whether your content is used, cited, or acted on in AI-powered experiences.
There’s a phrase PPC experts reach for whenever they get a tough question. At conferences, online, and on client calls. Two words, a smug smile, and absolutely zero useful information: “It depends.”
This has been bugging me for as long as I can remember. Turns out it’s not just a PPC thing, either. Aleyda Solis gave an excellent presentation calling out the exact same pattern in SEO. So we’re dealing with an industry-wide epidemic here. Two disciplines, same cop-out.
Not every question is equally hard to answer.
“What’s the maximum number of RSAs per ad group?” Just look it up.
“Why did my CPA spike last week?” That takes data plus interpretation.
“What will my ROAS look like if I increase budget by 30%?” Now you need context, too.
“What bid strategy should I use?” That requires data, interpretation, context, and an understanding of someone’s priorities.
It makes sense that “It depends” clusters around the hardest questions. More variables, more context needed, more ways to be wrong. I get it. But since when is “This is hard” a reason to give up on being useful?
So I built a framework for giving useful answers instead. I call it PACT, which stands for Process, Anchors, Conditions, and Trade-offs.
The PACT framework assumes a broader audience context where you don’t have the asker’s data in front of you. If you do, great — crunching the numbers and statistical models become additional answer options.
Not all questions are created equal
If we borrow from the world of analytics, questions come in four flavors, each progressively harder to answer.
Descriptive questions: Asking what happened or how something works
“What’s my impression share?” or “How does broad match work?”
These are answered with data and facts. You know them or look them up. Nobody says “It depends” here because nobody needs to. I’ll ignore this category for the rest of this article.
These need data plus your interpretation of that data. “It depends” already starts creeping in here because something clearly changed, and pinpointing the cause is rarely straightforward.
Predictive questions: Asking what will happen or what good looks like
“What if I decrease my target ROAS by 30%?” or “What’s a good CTR for my industry?”
These are harder. You need interpretation, but you also need context about the specific business and market. This is where “It depends” starts to feel earned.
Prescriptive questions: Asking ‘What should I do?’ or ‘What’s the best solution?’
“What bid strategy should I use?” or “Should I consolidate my campaigns?”
These need everything: data, interpretation, context, and an understanding of someone’s priorities. If “It depends” has a permanent home, it’s here.
There are many useful answers you could offer your audience instead of “It depends,” such as explaining how it depends, outlining the trade-offs, or sharing benchmarks and flowcharts.
I tried to categorize the answers into four concrete response types. (Whether the category names were chosen for clarity or reverse-engineered from a four-letter word is between me and my thesaurus.)
The diagram below shows which response types fit which question types. (There’s overlap, and that’s fine.)
Process: Give a structured path
For many diagnostic questions and for some prescriptive questions, a process is the best answer. Show your audience which steps to take, in which order, to reach their answer (and, increasingly, steps you can hand to an AI agent with a skill).
“An agency without process is just a bunch of people running around doing things.”
Suggested formats
Flow charts: The first time I fell in love with a flow chart was in 2012, when the Rimm-Kaufman Group (now Merkle) shared a performance troubleshooting flowchart in their Dossier 3.2. It’s an excellent example of a helpful answer to the question, “Why did my CPA increase (or ROAS decrease)?”
Decision trees: Prescriptive “Should I?” questions can also be helped with a decision tree. They can be simple, funny-but-true ones like this one from Tom Orbach:
Or more professional ones, like Aleyda Solis’ SEO Flowcharts for SEO Decision Making.
Anchors are the “quick and easy” evidence-based answers that are still better than “It depends.”
Suggested formats
Benchmarks: Everybody loves a good benchmark. If you have enough data from comparable businesses, you can use it to answer “What does good look like?” questions.
When someone asks, “What’s the average ecommerce conversion rate?” don’t say “It depends.” Say:
“For health and beauty, it’s 3.3%. For electronics, it’s 1.9%.” The more specific the benchmark, the better.
Usual suspects: Think of the usual suspects as a “light version” of a process for diagnostic questions using the 80/20 Pareto principle: 80% of outcomes result from 20% of causes.
Instead of a 25-step flowchart, you can share a ranked list of the most likely causes ordered by frequency. Basically saying:
“Check these five things first, because 80% of the time it’s one of them.”
Case study: When someone asks, “What will happen if I do X?”, telling them what actually happened when a similar account did X is worth more than any theoretical answer.
“We consolidated 12 campaigns into four for an ecommerce account spending $50,000/month. CPA improved 20% after the learning period, but we lost visibility into product category performance.”
The key is specificity: industry, budget range, what changed, and the trade-off. Vague case studies (“We saw great results”) are just “It depends” wearing a suit.
Conditions: Name the hidden variables
This is the most direct replacement for “It depends,” as you’ll say, “It depends on these specific things” instead.
Suggested formats
Checklist: For diagnostic questions, this could be a segmentation drill-down. Slice the data by device, geo, time of day, campaign, match type, audience, etc., until the anomaly isolates to one segment. This expands “Why did it happen?” to “Where did it happen?” which can be just as useful.
If [x] then [y]: For example, “What will happen if I double my budget?” Then you follow up with questions like:
“What’s your current impression share?”
“Are you budget-constrained or bid-constrained?”
“How steep is the diminishing returns curve in your auction?”
If you’re at 60% impression share and purely budget-limited, doubling your budget could get you close to 80% more conversions. If you’re already at 95% impression share, that extra budget is going to buy you mostly junk.
Reversibility test: For a quick filter on prescriptive “Should I?” questions, use one condition: reversibility. Categorize decisions by how easy they are to undo. Low-stakes reversible decisions (e.g., testing a new ad copy) get a “Just try it” answer.
High-stakes irreversible decisions (such as restructuring your entire account) get the full trade-off analysis (and move to the next category). This helps your audience judge how much thought a decision actually deserves.
Jeff Bezos famously calls these irreversible Type 1 (one-way door) and reversible Type 2 (two-way door) decisions. He also warns us not to treat Type 2 decisions as Type 1 decisions.
Trade-offs: Surface the choices
Some questions don’t have a right answer. Instead, they involve choosing between competing priorities.
When someone asks “What’s the best approach?”, they often don’t realize they’re asking “Which trade-off am I most comfortable with?” The fix is to make the trade-offs visible.
Suggested formats
Trade-off explanation: Replace “What’s the right answer?” with “Here’s what each option gains and sacrifices.”
For example, “Should I consolidate my campaigns into fewer, bigger ones?” Instead of “It depends on your goals,” surface the actual trade-off:
“Consolidation gives you more data per campaign, which helps Smart Bidding learn faster. But it reduces your control over budget allocation and makes it harder to optimize for different segments.”
“So the real question is: Do you value algorithmic learning speed more than granular control right now? That depends on whether your current structure is data-starved or if you’re already getting strong results and just want more precision.”
Now the person isn’t stuck. They have a choice to make, and they understand what’s at stake on both sides.
Calculators: If the calculator presents the trade-off as an input field, it can yield a useful answer. One of my all-time favorites is the Build vs. Buy calculator from Baremetrics, which helps you decide whether to buy a tool or build it internally.
Closer to the daily life of a PPC practitioner, we created two free calculators to determine your target CPA or target ROAS. When you enter “% of margin willing to invest in acquisition,” you’re resolving the subjective part of the trade-off yourself. The calculator just runs the math on your decision.
Next time your gut says, “It depends,” check which type of question you’re dealing with and pick the format that fits.
I’m not naive enough to think we’ll eradicate “It depends” overnight. But I do think we can hold ourselves to a higher standard. If you’re speaking at a conference, writing a blog post, or answering a client question, try replacing your next “It depends” with one of these four response types.
And if you find a question that genuinely can’t be answered with a process, anchor, condition, or trade-off, I’d love to hear it. I haven’t found one yet. But I’m probably not done looking.
Bambu Lab adds “Color Mixer” to Bambu Studio, taking multi-colour 3D printing to the next level Typically, the colour of your 3D prints is limited by the number of filaments you have and the feature set of your 3D printer. Now, clever tinkerers have blasted through this barrier, with users mixing colours to create new […]
Forza Horizon 6 may well be upon us, but the franchise owes its roots to the first Horizon Festival in Colorado almost 14 years ago. Take a trip down memory lane with this epic retrospective.
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Our sister site, Tom's Guide, just launched its overhaul, featuring all-new shopping tools and exciting prospects for the future. Here's what it all means.
CTL, an EdTech lifecycle products and services provider, announced today the launch of its new CTL Chromebook PX112C Series with integrated 5G, 4G LTE, and CBRS connectivity. By supporting both cellular and private wireless networks, this new Chromebook brings instant-on connection to students for learning anywhere—eliminating the logistical burden of external hotspots.
The new CTL Chromebook PX112C Series is one of the first of its kind to feature next-generation, power-efficient 5G technology designed specifically to maximize battery life and performance for students. There are a myriad of use cases for student learning via a connectivity-enabled Chromebook, including:
OXS today announced the official launch of the Thunder Duo X and Thunder Duo, a groundbreaking 5.1.2-channel, studio-grade gaming speaker that brings true Dolby Atmos immersion to desktop setups for the first time. Fresh off a highly successful Kickstarter campaign and high-profile showcases at IFA and Gamescom 2025, the Thunder Duo arrives as the new flagship of OXS's rapidly expanding gaming and home-audio portfolio. Designed to deliver cinematic sound without the complexity of ceiling speakers or virtual surround workarounds, Thunder Duo creates a genuine 360-degree audio environment through its upward-firing sky channels, coaxial front drivers, and the proprietary Xspace spatial audio engine.
The Thunder Duo range is available in two distinct configurations. The Thunder Duo serves as the 3.1.2 channel foundation, delivering 110 W RMS (220 W peak) of room-filling sound across spaces up to 220 square feet. Engineered for both gamers and creators, the Thunder Duo lineup achieves studio-grade accuracy with alloy magnet drivers, dual DSP processing, and fluid-dynamics bass ports. Distortion stays under 0.5%, achieving the standard of studio speakers. Every element-from gunfire and footsteps to cinematic scores and subtle audio cues-emerges with audiophile clarity. For those looking for an even more immersive experience, the Thunder Duo X expands immersion to a full 5.1.2 system with a wireless headrest satellite neck speaker, offering authentic rear-channel surround that moves seamlessly with the listener.
According to Microsoft Executive Vice President Rajesh Jha, AI agents may eventually be required to purchase licenses to use specific software products. Jha proposed this idea during a recent conference, describing a not-so-distant future in which AI agents act as company employees with their own corporate identities.
Apple is viewing the ongoing AI-driven crunch in memory capacity as a strategic opportunity and a cudgel of sorts to beat back upstart competitors, as per the gist of a new research note from Daishin Securities. Apple is using strategic levers to gain an advantage over its competitors as the ongoing memory crunch continues to unfold, as per a new research note from Daishin Securities We reported on supply chain chatter in early April, suggesting that Apple was actively buying up "all available mobile DRAM on the market" to prevent its competitors from securing enough memory chips. Well, Daishin Securities […]
In a roundtable interview attended by Gamesradar, Bethesda Game Studios' Todd Howard defended the developer's latest titles, Starfield and Fallout 76. When one of the interviewers pointed out that they were more divisive among gamers than all-time classics like The Elder Scrolls V: Skyrim, Howard suggested that even the early stages of now-acclaimed franchises like Elder Scrolls and Fallout were a bit divisive, until the franchises found their groove and a dedicated audience. The game designer also noted that both Starfield and Fallout 76, the studio's first sci-fi game and first multiplayer game, have eventually found their niches. If you […]
Right before the PlayStation 5's latest price increase went into effect on April 2, sales of the Sony current-generation console peaked in the United States according to data provided by Circana's Matt Piscatella, indicating how real the fear of price increases is for consumers in the US. “US weekly unit and $ sales of PlayStation 5 hardware reached 2026 highs during the week ending April 4th, as price increases loomed,” wrote Piscatella on Bluesky. “US spending on video game hardware for the week nearly doubled when compared to the same week a year ago.” Unfortunately, Circana's Video Game Industry Advisor […]
The Enermax Platimax II 1200DF delivers outstanding Platinum-level efficiency, exemplary power quality, and an audacious 13-year warranty, though its lean connector loadout falls short of what 1200W should offer.
DataLink APIs offers developers a single subscription to validate emails, look up phone carriers, score IP threat levels, and check domain age through one API key and billing plan. Stop managing multiple vendor accounts and API keys. It provides contact intelligence, fraud signals, and deliverability scoring built for production workloads. There is no need to juggle multiple providers or credentials. Automatic fallback providers ensure the API always runs and there is no charge for cached calls.
Palabra.ai is a real-time AI speech translation platform that offers seamless interpretation for video calls, live events, broadcasting, and custom integrations via API. It supports over 60 languages with near-zero latency, covering the full pipeline from automatic speech recognition (ASR) and translation to text-to-speech (TTS).
Palabra.ai delivers professional-grade accuracy with custom glossaries that keep industry-specific and technical terms translated correctly every time. It also features voice cloning to preserve the speaker's natural tone and identity across languages, producing a human-sounding output rather than a robotic one.
SellerCard lets you create complete, marketplace-ready listings from a single photo in about 30 seconds. Upload a product image, choose your marketplace and language, and it generates SEO titles, bullets, descriptions, keywords, tags, and six professional product and lifestyle photos.
SellerCard also offers Listing Pro for platform-specific optimization, bulk CSV generation, competitor analysis, and SEO scoring, plus Photo Studio Pro and AI Video for custom scenes, model shots, and social-ready clips. Try one listing free, then pay with reusable stars.
A recently disclosed critical security flaw impacting nginx-ui, an open-source, web-based Nginx management tool, has come under active exploitation in the wild.
The vulnerability in question is CVE-2026-33032 (CVSS score: 9.8), an authentication bypass vulnerability that enables threat actors to seize control of the Nginx service. It has been codenamed MCPwn by Pluto Security.
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A number of critical vulnerabilities impacting products from Adobe, Fortinet, Microsoft, and SAP have taken center stage in April's Patch Tuesday releases.
Topping the list is an SQL injection vulnerability impacting SAP Business Planning and Consolidation and SAP Business Warehouse (CVE-2026-27681, CVSS score: 9.9) that could result in the execution of arbitrary database
NordVPN's recent macOS app update hasn't gone down well, with users complaining of crippling lag and dropped connections. Fortunately, the provider has confirmed a hotfix is imminent.
Amazon is refreshing its Fire TV interface for 2026 with new organisation and new streaming channels. Plus, it's bringing out a new, slimmer Fire TV HD Stick.
The company cites advancements in AI for the cuts. CEO Evan Spiegel also wrote that the company is closing more than 300 open roles. Snap had about 5,261 full-time employees as of December 2025.
Reid Hoffman says tracking AI token use can gauge adoption, but cautions it should be paired with context and not treated as a direct productivity metric.
Adobe says the assistant can work across apps like Firefly, Photoshop, Premiere, Lightroom, Express, Illustrator and its other apps to do tasks for you.
Following the initial release of the first-generation Fire TV Stick HD two years ago, Amazon has created a new model that is its thinnest streaming device to date, the company says.
The involvement of AMD, Arm, and the venture arm of Qualcomm is about more than money. It's also about tapping into the variety of compute platforms that Wayve's self-driving system will need to use.
HBO Max will be available to JioHotstar subscribers as an add-on starting at ₹49 (about $0.50) per month and would feature content from HBO, Max Originals, Warner Bros. Pictures, Warner Bros. Television, and DC Studios.
Google replaces Dynamic Search Ads with AI Max. Learn what’s changing, when migrations begin, and what advertisers should do before September upgrades.
Google is retiring legacy Search automation tools, including Dynamic Search Ads (DSA), in favor of AI Max, its broader AI-powered campaign suite. This will affect you if you use DSA, automatically created assets (ACA), or campaign-level broad match settings.
Driving the news. AI Max for Search campaigns is exiting beta after adoption by “hundreds of thousands” of advertisers globally, Google said.
Starting in September, eligible campaigns using DSA, ACA, or campaign-level broad match will be automatically migrated to AI Max.
Google will stop allowing advertisers to create new DSA campaigns through Google Ads, Ads Editor, and the Ads API once automatic upgrades begin.
The company expects all eligible migrations to be completed by the end of September.
Why we care. These tools are being phased out, whether you act or not. Moving early to AI Max gives you more control over targeting, creative, and landing page settings before automatic upgrades begin. It also offers potential performance gains, with Google reporting an average 7% lift in conversions or conversion value at similar efficiency.
What Google says. AI Max delivers “an average of 7% more conversions or conversion value at a similar CPA/ROAS for non-retail” when you use its full feature set — including search term matching, text customization, and final URL expansion — compared with search term matching alone.
Catch up quick. DSA has long helped advertisers capture additional traffic beyond keyword-based campaigns by dynamically generating headlines and directing users to relevant landing pages.
But Google says consumer search behavior is becoming more complex and less predictable.
AI Max is designed to go beyond website landing page signals by using broader real-time intent data.
Uses advertiser inputs, such as website content and existing ads.
Expands reach to additional relevant search queries.
Dynamically customizes ad copy and landing page destinations.
Adds more controls for advertisers, including brand, location, and text guidance settings.
What you should do now. Google is urging advertisers to upgrade before September to keep more control over setup and avoid disruption.
Phase 1: Voluntary upgrades (starting now)
DSA users: Google is rolling out upgrade tools this week to help move campaign history, settings, and data into standard ad groups.
ACA and broad match users: Advertisers will see in-platform prompts to switch to AI Max.
Phase 2: Automatic upgrades (starting September) For advertisers who don’t switch manually:
DSA campaigns will convert dynamic ad groups into standard ad groups, with legacy settings and URL controls preserved.
ACA campaigns will move to AI Max with search term matching and text customization turned on by default.
Broad match setting campaigns will move with search term matching enabled by default.
What Google are saying. I asked Google whether this update reduces the role of manual keyword strategy and feed-based search structures. A Google spokesperson responded that keywords remains essential and this update is to help with keyword management:
‘Keywords remain an essential component of a successful campaign strategy, providing the “fuel” for our AI and for the intent signals necessary to drive performance.’
‘Rather than reducing their role, this upgrade is designed to help advertisers simplify management and expand beyond keywords while remaining in control.’
Bottom line. Google is making AI Max the default path for Search automation, signaling a broader shift away from manual campaign management toward AI-led optimization. If you migrate early, you’ll have more time to test settings and fine-tune performance before the forced switch.
“Ranking manipulation techniques that attempt to compromise the quality of Google’s search results violate our spam policies and can negatively impact a site’s ranking. Google may use your report to take manual action against violations. If we issue a manual action, we send whatever you write in the submission report verbatim to the site owner to help them understand the context of the manual action. We don’t include any other identifying information when we notify the site owner; as long as you avoid including personal information in the open text field, the report remains anonymous.”
Spam reports used for manual actions. Google framed this as a clarification — that it may use spam reports for manual actions. However, it seems to contradict Google’s earlier statements that it doesn’t use spam reports for manual actions. This feels like more than a clarification to me.
Your spam report text sent along. Google also said it may send the text you include in a spam report directly to the site owner. Google wrote:
“Send whatever you write in the submission report verbatim to the site owner to help them understand the context of the manual action. We don’t include any other identifying information when we notify the site owner; as long as you avoid including personal information in the open text field, the report remains anonymous.”
Google also warned that you should avoid including personal information or anything you don’t want the site owner to see.
Why we care. This appears to be a significant change from how Google previously handled spam reports. If you submit them, be aware of these changes and adjust your reports accordingly going forward.
Corsair’s next-generation PSUs are packing fancy new 12V-2×6 tech Corsair’s Jonny “Guru” Gerow has confirmed that Corsair plans to release new PSUs with “per-pin monitoring” technology. This should allow users to monitor their 12V-2×6 power cables and detect power distribution along the cables’ wires. This should also allow Corsair to implement new 12V-2×6 safety features, […]
The Schenker CONNECT 15 stands out in the office laptop segment thanks to its advanced network connectivity and a variety of external ports. Notable features include an integrated Smart Card reader, an easily swappable battery and an optional LTE module that enables mobile network access via a nano SIM card. The 15.6-inch laptop is powered by the energy-efficient Intel Core 5 120U processor, supports up to 64 GB of socketed DDR5 RAM, and includes advanced security features for use in corporate and public sector environments.
Schenker CONNECT 15 with Intel Core 5 120U and up to 64 GB RAM
Compared to the established WORK and WORK Base series, the 15.6-inch Schenker CONNECT 15 (E26) offers a range of additional functional features. Its plastic chassis measures 361 x 239 x 21 mm and weighs 1.75 kg.
With the DeltaMate GPU Block Astral - ROG 5080, Thermal Grizzly introduces a GPU water block with a viewing window made of Schott BOROFLOAT glass. Borosilicate glass refracts the light of the integrated RGB lighting differently than acrylic glass, making the new GPU block a visual highlight. In addition, the glass is less susceptible to alcohol-based cleaners.
The design of the DeltaMate GPU Block Astral - ROG 5080 water block is otherwise identical to other water blocks in the DeltaMate series and therefore shares their features:
Ultra-High-Performance microfins with 0.2 mm structure width
Full-metal construction with RGB-illuminated viewing window
Targeted cooling of all VRAM and VRM components
Configurable with Through Terminal (4-port) or Direct Terminal (2-port) made of brass
Thermal paste, thermal pads, and putty included in the scope of delivery
In April 2025, von Ahn announced plans for Duolingo to become yet another "AI-first" company, meaning more of the technology being integrated into the platform and the eventual elimination of contract workers. This wasn't a first for von Ahn: in January 2024, 10% of Duolingo's contract workers were laid off...
Charts from Warranty Week indicate that Nvidia paid $894 million in warranty claims in 2025, an 11-fold increase from $84 million the prior year. Although the newsletter does not mention specific products, 2025 saw the release of the company's RTX 5090, which has well-documented power cable issues.
SemiAccurate, a niche site with a history of semiconductor scoops, reported that Nvidia had been negotiating a deal for more than a year that would "reshape the PC landscape."
Nintendo has two sides -- there's the company that makes broadly appealing, polished entertainment like Mario and Zelda, and then there's that weird side that makes stuff like Tomodachi Life. While the last Tomodachi Life was a surprising success, moving nearly 7 million units on the 3DS, not many expected a follow-up to the Mii-focused life sim, as it kind of felt like the series’ time had come and gone. There's no keeping the weird side of Nintendo tamped down, though, and so, Tomodachi Life: Living the Dream, a game in development in one form or another for nine years, […]
The market isn't apparently ready for lower capacity storage drives, but for most, lower RAM capacity is still acceptable. Lexar Says Demand for Smaller Capacity SSDs Have Dwindled While Smaller RAM Capacity RAM Kits are Still Popular Not every component has the same influence when it comes to building a PC. While RAM and SSDs have both gone insanely expensive in recent months, their influence varies when it comes to what gamers prefer. RAM shows a clear impact in gaming and non-gaming workloads, but storage drives contribute much except for faster loading times. Irrespective of that, faster SSDs are always […]
Netgear secured a conditional approval from the FCC to continue releasing new models of several router lines, with the company saying in its SEC disclosure that it can launch new models indefinitely provided it can maintain its approval.
Glimpse automates competitor intelligence so you never miss a move. It tracks pricing changes, job postings, ads, blog content, reviews, social posts, website updates, and tech stack shifts, then delivers filterable signals to your inbox and Slack. AI detects patterns and strategic shifts, powers an on-demand analyst, and generates live sales battle cards. Build board-ready reports and share insights across teams without integrations or maintenance.
ZenFlip converts PDFs into interactive flipbooks in under 5 minutes. It's built for publishers, marketers, and content teams who care about quality and accessibility. The platform is WCAG 2.2 AA compliant by default, offers page-level analytics and heatmaps, lead capture forms, and full white-label branding. It also has a Price Lock Pledge ensuring rates won't increase without consent. You can start free with 10 publications and no credit card is needed.
Few technologies have moved from experimentation to boardroom mandate as quickly as AI. Across industries, leadership teams have embraced its broader potential, and boards, investors, and executives are already pushing organizations to adopt it across operational and security functions. Pentera’s AI Security and Exposure Report 2026 reflects that momentum: every CISO surveyed
Big Mood season 2 arrives back on the small screen this week — and Nicola Coughlan agrees on the need for Bridgerton-style energy with this chaotic female friendship.
Roll the clock back five, 10, or 15 years, and a PPC practitioner’s value was directly tied to tactical proficiency. Not anymore.
Today, Google and Microsoft automate much of the tactical work. Machine learning and AI manage bids, test creatives, and find audiences faster and more efficiently than any human could.
Unfortunately, this reality has left many veteran practitioners in a mid-career identity crisis. If algorithms pull the levers, what exactly are we getting paid to do? Where is our sustainable value to the business?
Here’s what that evolution looks like in practice and how the hard skills in your playbook have changed.
PPC shifted from tactical execution to designing systems
I’ve been in the paid search trenches for 24 years — long enough to witness the wild west of early Overture, the rise of Google AdWords, the shift to mobile, and now, the total “algorizing” of the ad platforms.
It used to be that if you could diligently research thousands of new keywords, methodically change bids, split-test ad copy until your eyes bled, and sculpt the perfect exact-match account structure, you were a lean, mean PPC advertising machine.
If your toolbox is still mostly tactical execution, you’re positioning yourself as a backroom lever-puller, and your days in this industry are numbered. Today’s most valuable practitioners aren’t media buyers. They’ve made the leap to become true engineers of revenue and profit.
An engineer doesn’t blindly pull levers. They design systems. Our sustainable value is in programming the coordinates and telling the machine where to go. If you want to be a revenue and profit engineer, you must:
Be an expert at data analysis and signaling.
Possess deep business acumen to understand how the company or your client makes money.
Cultivate your executive presence to explain your strategy confidently to the C-suite.
That intersection is your career golden ticket. The next four steps will help you achieve just that.
If you sit in an interview, client pitch, or meeting with your boss and say, “I’m going to reexamine your metrics,” you sound like every other media buyer. They’ll politely nod and move on.
But if you say, “I’m going to map your paid search program directly into your profit and loss statement so every dollar we spend is engineered for maximum margin,” you instantly become the most valuable person in the room. You’re no longer selling clicks. You’re selling an unfair business advantage.
Most PPC accounts are structured around a website’s navigation — a campaign for shoes, a campaign for shirts, etc. While not inherently wrong, this approach reflects limited thinking. You build a more nuanced, precise account structure that aligns directly with what drives the P&L, moves inventory, or generates high-value leads.
How to execute this
While every business is unique, the process to get there follows a universal framework.
The margin interrogation: Sit down with your client or your finance team and work to learn the profit margins on their core offerings. You will often find that the product driving the most volume has the tightest margin, while an obscure, niche service has massive profitability.
The architecture shift: Restructure your campaigns by margin tier and business value, not just product category. You should have completely different target ROAS (tROAS) or target CPA (tCPA) goals based on what the business can afford to spend to acquire that specific customer type.
If you treat a low-margin conversion the same as a high-margin conversion in your account architecture, you’re risking revenue and profit leak — no matter how pretty your in-platform metrics look.
Separate the engine room from the boardroom
Once mapped, you must segregate your metrics.
In the “engine room” (your daily platform optimizations), you still look at click-through rates (CTR) and cost per click (CPC). They are vital leading indicators used to steer the ship.
But in the “boardroom” (leadership reporting), you never lead with them. Your conversation is strictly about the engineered outcome: “We shifted budget into the high-margin tier and successfully protected our $150 CPA target, ensuring our overall profitability remained stable.”
2. Master the art and science of signal engineering
This is the most critical hard skill for the modern paid search profit engineer. Algorithms are hungry, but they inherently lack intelligence and the ability to reason. They only know what you tell them.
In our brave new world of automated bidding, properly “feeding the machine” is what separates the experts from the obsolete. If you only feed Google Ads data about who filled out a form, the machine will go find you more people who like to fill out forms — even if those people are terrible leads who never actually convert.
A massive part of your job today is understanding and analyzing first-party backend data and strategically feeding it back to the machine to get the best results. You’re no longer optimizing the bid. You’re optimizing the signal.
How to execute this
You have to move past basic pixel tracking. You must implement robust offline conversion tracking (OCT) or direct CRM integrations (like HubSpot or Salesforce into Google Ads).
If you’re managing larger, more complex programs, leveraging enterprise tools like Search Ads 360 (SA360) or similar platforms is a massive advantage for signal engineering. These tools allow you to seamlessly ingest, weight, and share these critical business signals across multiple search engines from a single centralized hub.
For lead generation
Stop optimizing for a generic lead. Map your client’s sales stages directly into the ad platform. Assign specific monetary values to each stage based on historical close rates.
For example, tell the algorithm a raw lead is worth $10, a marketing-qualified lead (MQL) is worth $50, and a closed/won deal is worth $500. Then switch your bidding strategy from Maximize Conversions to value-based bidding (Target ROAS). You’re programming the AI to pursue lead quality and pipeline revenue, not just form-fill volume.
For ecommerce
Ecommerce is a distinct beast with its own complexities. Tracking top-line revenue to hit a basic ROAS target is table stakes. To truly engineer profit, you must manipulate signals around inventory, margins, and lifetime value:
Feed engineering: The modern ecommerce practitioner doesn’t just upload a product feed; they strategically engineer it. Use Custom Labels to segment products by business reality — such as inventory velocity (overstocked vs. low inventory) or historical return rates. If a specific apparel item has a 40% return rate, pushing it heavily destroys backend profitability, even if the in-platform ROAS looks incredible.
Profit margin bidding: Don’t just track gross revenue. Use custom conversion variables (or cart data integration) to pass profit margin data back into the ad platform. When the algorithm understands the difference between a $100 sale with a 10% margin and a $100 sale with a 90% margin, it fundamentally changes how it bids in the auction.
New customer acquisition (NCA): Algorithms gravitate toward the path of least resistance, which often means taking credit for returning brand loyalists. You must integrate your first party customer lists to differentiate a net-new buyer from a repeat buyer, allowing you to bid aggressively for market share on the former while protecting margins on the latter.
Because ad platforms are largely automated, your biggest performance bottlenecks rarely sit inside ad accounts. Your revenue and profit leaks happen after the click. True profit engineers don’t just throw traffic over the fence and hope for the best; they take responsibility for the entire user journey.
If your campaigns drive highly qualified traffic but the backend system is suboptimal, the business still loses money. You have to debug the pipeline.
How to execute this
Make it a quarterly habit to mystery-shop your client’s business and tear down the post-click experience.
Stress-test the sales handoff (lead gen): Submit a test lead through the website. How long does it take the sales team to call you back? If it takes 48 hours, it doesn’t matter how finely tuned your value-based bidding is — the sales team is letting those expensive leads go cold. You need the data to show the CEO that the leak isn’t the traffic; it’s the speed-to-lead.
Audit the checkout flow (ecommerce): Go through the process of buying a product from your client’s site. Is checkout a clunky, five-step ordeal? Do unexpected shipping costs appear at the end? If your drop-off from add-to-cart to purchase is massive, your ROAS isn’t suffering from a bad keyword match type. It’s suffering from UX friction.
Listen to the tape: Ask the client or the call center for call recordings of leads generated specifically by paid search. Are the leads complaining about pricing? Are they confused about the specific service offered?
When you walk into a boardroom and say, “I listened to 15 sales calls this week, and your team is struggling to overcome pricing objections, so I’ve updated our ad copy to explicitly pre-qualify users on price,” you instantly elevate yourself from a disposable media buyer to an indispensable business partner.
You can be the most brilliant revenue engineer in the world, properly weighting every CRM signal into the algorithm, but if you can’t communicate that strategy like a true business partner, the rest doesn’t matter.
You’re in a never-ending battle of misconceptions about what PPC is and what the expectations are. I’ve lost count of how many times I’ve heard from clients or in-house bosses things like: “Why aren’t we in Position 1?” or “If we increase spend by X, then we’ll get Y more leads.” How you handle that battle dictates your career trajectory.
How to execute this
Executive presence means you don’t flinch when a CEO challenges your spend in a boardroom. You don’t get defensive, you don’t blame the algorithm, and you never dive into a nervous rant about impression share.
You calmly control the room by anchoring your response in the business’s goals:
“We deliberately pulled back spend on the low-margin product line to fund the enterprise push you mentioned in last month’s all-hands meeting. Top-line lead volume is down by 10%, but because we engineered our data signals to target MQLs, our projected pipeline revenue is actually up 14%.”
Adopt the “So what?” reporting model. For every metric you present, ask yourself, “So what?” and answer it before they have to. Speak the language of the boardroom: pipeline velocity, profit margin, customer acquisition cost, and lifetime value.
Years ago, I wrote that you need to “sweat the small stuff” — meaning you need to know every detail of your account. That principle remains exactly the same today, but the definition of the small stuff has changed.
Today, sweating the small stuff doesn’t mean manually adjusting a bid by three cents. It means:
Obsessing over data hygiene.
Understanding exactly how your client’s CRM tags a lead so your signal engineering doesn’t break.
Having the guts to tell your boss bad news — like their backend sales process is broken, and no amount of algorithmic bidding will fix it until they do.
The machines have taken many repetitive tasks off our plates. Good riddance.
Today, you have the freedom — and the obligation — to step into the role of a revenue and profit engineer. Master your data signals, stop playing in the weeds, start engineering the P&L, and watch your career take off.
At $50+ CPCs, Reddit beats every vendor organically 67.3% of the time across 8,566 keywords.
The study from Ross Simmonds and his team focused on B2B SaaS, but the underlying dynamics don’t stop there. The higher the advertising competition on a term, the more likely a Reddit thread sits above every brand in organic results.
If you’re in legal, financial services, premium home services, or insurance, those CPCs aren’t unusual territory. This study is worth your attention.
The SEO community has been talking about this for a while, and the conversation has largely stayed in SEO territory: Reddit is eating organic search, so build your glossaries and invest in content strategy. These are great suggestions, but I’m not an SEO, so I can’t speak to them.
What I keep thinking about isn’t mentioned in the study: What does this actually do to the signal layer your PPC campaigns depend on?
The problem starts before anyone clicks your ad
When a buyer searches a high-intent term and lands on a Reddit thread instead of your page, two things happen.
The buyer gets peer opinions, real comparisons, and experiences from people who’ve already been where they are.
Google records a behavioral signal: someone searched this query, engaged with this result, and didn’t need to go further.
That signal feeds back into Google’s understanding of what satisfies that query, and over time, it shapes how the algorithm models relevance on that term.
Your page didn’t just lose a click. It contributed to a pattern of signal degradation on a term you’re actively paying to compete on, originating entirely outside your account, with no report that surfaces it.
This is what makes it an automation drift problem. The algorithm is updating its model based on the behavioral data it can see, while your account operates in the dark about where that data is coming from.
The buyer who spent three days on Reddit before clicking your ad arrives as a different person than someone who searched and converted in the same session. They’ve compared options, read real experiences, and already filtered out most of the noise.
Smart Bidding has no idea any of that happened. It sees a $50 click and waits to see if a conversion fires within your attribution window.
If you’re running a short window and the buyer spent several of those days in a research phase before coming back, you’re looking at 100% of the cost and none of the conversions still sitting in that detour.
The system interprets this as underperformance and starts pulling back on the exact terms producing your most qualified buyers, not because anything went wrong inside the account, but because the signal it was given told it to.
The automation is doing exactly what it was built to do. The signal just doesn’t reflect the full picture of what’s happening.
What UCaaS gets right that others don’t
Simmonds’ study covers four verticals. In three of them, Reddit beats every vendor simultaneously on more than half of shared keywords.
In the unified communication and contact center as a service (UCaaS) category, the vendors win. RingCentral, Nextiva, and Dialpad consistently outrank Reddit on the same terms where every other vertical loses.
It’s not because of domain authority or budget. It’s that they built informational content at scale years ago — glossaries, category explainers, how-to-choose guides — and never stopped. Google had something real to point to on those terms beyond an ad, and the behavioral signals on those queries reflect that.
That’s a content investment conversation, and a worthwhile one. But the principle connects directly to the bidding side: the algorithm makes better decisions when the signals around a term are cleaner, and cleaner signals don’t happen by accident.
On the bidding side, offline conversion tracking is the mechanism that closes the gap.
When you import downstream outcomes back into the algorithm — which leads qualified, which closed, and what they were actually worth — you give Smart Bidding the context it needs to understand that a longer, more research-heavy path at a higher CPC can still be the right outcome.
Google’s own data shows a median 10% lift in conversions for advertisers using first-party data alongside click IDs for offline measurement. Without it, the system keeps optimizing toward the fastest path to a conversion, which is rarely the path your most informed buyers take.
On the organic side, getting more intentional about where your business shows up in the conversations your buyers are already having is worth considering.
That might mean investing in content that actually answers the questions Reddit threads are currently answering for you, or thinking about whether your business has a presence in the communities where your buyers are doing their research.
The UCaaS vendors didn’t beat Reddit by outspending everyone. They beat it by showing up consistently in the right places with the right content, long before anyone was ready to click an ad.
The terms where you’re spending the most are the same terms where Reddit is most likely sitting between your ad and your buyer, quietly shaping the signals your automation depends on.
That’s what automation drift looks like when it starts entirely outside the account.
ASML plans to boost its EUV machine output significantly in 2026 and 2027 due to high memory demand ASML’s EUV machines are the backbone of today’s semiconductor market. Everyone who manufactures leading-edge silicon uses EUV (Extreme Ultraviolet) machines from AMSL, including TSMC, Intel, and Samsung. In its Q1 2026 financial report, ASML has confirmed that […]
ASUS now has Zenbook A16 and Zenbook S 16 models on the market, and at first glance, they seem quite similar. But once you get inside, differences begin to appear. I've put together this comparison based on our reviews of both laptops to help you make the right decision.
Turtle Beach's Stealth 700 (Gen 3) gaming headset is back on sale for a 33% discount, so players can enjoy its immaculate soundscapes and comfortable ergonomics at a lower price.
The Lenovo ThinkPad X9 Aura Edition laptop is having a Doorstopper discount at Lenovo, giving business professionals a chance to own its powerful specs for office work for 18% less.
Thermaltake, a leading PC DIY brand for premium hardware solutions, continues to advance immersive sim racing experiences with the launch of the XRW-G1 GT Steering Wheel and XRP-L1 Loadcell Pedal Set. Designed for competitive sim racers who demand uncompromising precision, realism, and customization, these two new products further expand the Thermaltake Sim Racing System and deliver professional grade control engineered for podium level performance.
XRW-G1 GT Steering Wheel - Ultimate Control
The XRW-G1 GT Steering Wheel is designed for sim racers who demand precision, comfort, and deep immersion. Featuring a 300 mm GT-style layout, the wheel blends CNC-machined aluminium, carbon fiber, and reinforced polymer to achieve a rigid yet lightweight construction that ensures consistent control during endurance races and high intensity sprint sessions.
MSI, a global leader in gaming, content creation, and business & productivity laptops, proudly introduced the redesigned Raider and Crosshair gaming laptop series, built for gamers seeking high-performance 16-inch laptops with the latest Intel Core Ultra 200HX Plus processors and NVIDIA GeForce RTX 50 Series Laptop GPUs. The new lineup delivers up to 300 W combined CPU and GPU power on select Raider models and up to 200 W on select Crosshair models, alongside upgraded cooling, OLED display options, and rear I/O for cleaner cable management. These models set a new benchmark as the most powerful gaming laptops in the industry.
MSI has also upgraded its existing 18-inch gaming lineup, including the Titan 18, Raider 18 Max, and Stealth 18. In addition to featuring the Intel Core Ultra 200HX Plus processors, users can experience ultra-smooth visuals through top-tier specifications such as a 4K 240 Hz Mini LED display.
MSI has announced the launch of the Cubi NUC AI+ 3MG, a powerful and ultra-compact 0.51-liter Copilot+ PC designed to deliver advanced AI capabilities and enterprise-ready connectivity for modern business environments. This device is powered by the latest Intel Core Ultra Series 3 processors, providing efficient on-device AI performance while maintaining exceptional power efficiency within a remarkably small footprint.
To enhance multitasking workflows, the Cubi NUC AI+ 3MG is equipped with dual Thunderbolt 4 ports, supporting up to four simultaneous displays to boost productivity and deliver an immersive visual experience. Additionally, it features dual 2.5G Ethernet ports, ensuring secure, high-speed networking for enterprise deployments, digital signage, and edge computing applications.
In an April 14 update to the FCC Covered List, the agency said the Department of War had granted conditional approval for Netgear's Nighthawk and Orbi router lines, as well as its CAX cable gateways and CM cable modems, through October 1, 2027. Netgear highlighted the decision in an SEC...
The security problem starts with how cellular modems are built. A phone's baseband is effectively its own operating system, typically written in C and C++, and it runs tens of megabytes of largely proprietary code that handles everything from signal processing to protocol negotiations.
Very early this year, The Blood of the Dawnwalker developer Rebel Wolves confirmed that their debut dark fantasy action RPG would release in 2026. Now, after a few months of silence, the CEO, Game Director, and Co-Founder Konrad Tomaszkiewicz has been interviewed on The Game Business Show, revealing that he is comfortable with the widespread comparisons to The Witcher games, especially after the successful focus tests. He also shared that the console versions are already shaping well, and he personally finished the whole game on a PlayStation 5. I'm really comfortable. I feel really confident about our game; we're already […]
Something new could be coming to Dragon's Dogma 2. Although the game hasn't received a significant update in a long time, some recent discoveries made by the community via SteamDB suggest that those who believed CAPCOM teased an expansion last month may not have been too far off the mark. As spotted by Reddit user Professional-Bank469, a new 77 GB depot was recently uploaded. This massive depot was quickly removed and then updated again with smaller depots weighing 115 and 291 KB. What makes this notable is the comparison between the game's file size and the size of the now-removed […]
Buy this incredible 4-item Newegg bundle for $1099.99 and receive 64GB Corsair Vengeance DDR5-6400 RAM for effectively ~$266 - an unbelievable value. $833 off this combo makes high-capacity memory cheaper than many 32GB kits.
Leaked documents allegedly show that the IRGC Aerospace Force is using a Chinese satellite to observe U.S. bases in the Middle East and use it for targeting American assets with drones and missiles.
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Most enterprises think a prompt is enough to keep their AI agents in check. It is not, and the gap between prompt-level instructions and platform-level governance is where things go wrong.
This collaboration is with Bookshop.org, an online marketplace dedicated to supporting local, independent bookstores. Currently, the ability to purchase physical books is available exclusively on Android devices, with iOS users set to gain access next week.
Nvidia Warranty claims rose 1000% in 2025 – an 11x increase! Warranty Week has released data on warranty claim rates for AMD and Nvidia graphics cards, revealing an explosion in Nvidia claims. The publication claims that Nvidia’s warranty claims value has risen from $81 million in 2024 to $894 million in 2025, an 11x increase. […]
Microsoft Excel was originally created as competition for Lotus 1-2-3, which has had lasting effects on my favorite spreadsheet software. Here's how a small shortcut taken in the '80s has lasted through until 2026.
Valve is implementing a number of new changes to its Steam platform, all aimed at enhancing the quality of the user experience for gamers. One of the latest updates involves adding a 30-day price history to all listed games. This feature will allow buyers to see if a game's price has changed recently, promoting greater transparency. Previously, gamers had to rely on third-party tools like SteamDB to track price fluctuations over time. Now, the Steam platform itself is set to include price tracking, integrating this functionality directly. This update will also highlight when a game is on discount, the percentage drop compared to its launch price, and how it compares to its price over the last 30 days. Gamers will be able to use these metrics to decide whether to wait for a Steam Sale or purchase the game immediately if it's a good deal.
Additionally, Valve is reportedly developing the SteamGPT AI system to assist with customer support queries, covering issues such as refunds, platform problems, and payment processing, among others. There is also talk of a new "Frame Estimator" tool that can predict your PC's performance before you buy a game. While Valve hasn't confirmed these features or provided a timeline for their release, these developments suggest preparations for future updates, which could be unveiled soon. Below is a sample price tracker from SteamDB for NBA 2K26 game, as we could see something similar on the main Steam platform soon.
Elon Musk announced today on X that Tesla has completed the design of a new generation of its AI chips for Full Self-Driving (FSD). The CEO also mentioned earlier that the AI5 chip will offer performance comparable to NVIDIA's "Hopper" architecture, with two AI5 units matching the power of a single "Blackwell" processor. In late 2025, reports indicated that Samsung had achieved a significant win for its previously struggling foundry business, as Tesla decided to split the manufacturing of its new AI5 accelerator between Samsung and TSMC. The chips will be produced at Samsung's plant in Taylor, Texas, and TSMC's facility in Arizona. This decision is part of a strategy to keep the supply chain diversified and maintain chip supply under control for any demand scenario.
Samsung and TSMC are not the only partners in this project. Tesla is also sourcing DRAM chips from SK hynix, which appear to be LPDDR5X memory integrated into the package. On both the left and right sides, there are two rows of SK hynix LPDDR5X memory modules, each with three modules. This totals 12 LPDDR5X memory modules per AI5 chip. With 16 GB per module, this results in 192 GB of LPDDR5X memory per single AI5 SoC.
In the latest Q1 2026 quarterly figures, ASML announced plans to ship over 60 EUV units this year, including both High-NA and Low-NA EUV lithography scanners. This is a significant increase from the 48 units shipped in 2025, but it doesn't break any records compared to the company's expectations for 2027. ASML predicts shipping about 80 EUV systems in 2027, driven by massive demand from memory makers. As memory has become the most sought-after commodity in AI data centers, there is simply not enough supply to meet demand. In Q1 2026, ASML reported that nearly half—45% to be precise—of its revenue came from South Korea.
While ASML hasn't provided specific data per manufacturer, we know that South Korean semiconductor makers primarily focus on memory, storage, and to a lesser extent, logic production. More than half of the quarterly shipments, at 51%, are dedicated to memory production. Companies like SK hynix and Samsung are purchasing many EUV systems to support their growing memory and storage businesses, which include the latest technologies like GDDR6, HBM3, HBM4, and DDR4/DDR5, all consumed by AI data centers worldwide. SK hynix plans to install 20 Low-NA EUV units in the next two years, all designed for HBM memory and advanced storage solutions, making SK hynix one of ASML's largest customers.
The next entry in the God of War series, directed by Cory Barlog, will be an expansion of the series' universe and the first one to not feature Kratos as a protagonist. According to new reports from Mp1st and Reddit, this yet-to-be-announced game will see players explore other mythologies and have some rather weird companions, including a talking sword and a “gelatinous cube.” The first new rumor about the next entry in the series, long said to be a new IP, came from Reddit user IntrinsicGamer, who penned a report back in 2023 about the game. In their follow-up, the user revealed some additional information: […]
It's disappointing to see GPU manufacturers cutting supply for some of their GPUs, but thankfully, the higher VRAM capacity variant isn't affected. NVIDIA Expected to Temporarily Halt Supply for RTX 5060 Ti 8 GB GPU for Two Weeks, Starting Late April The uncertainty keeps affecting components that depend on DRAM and SSD or both. With increasing prices for DRAM and SSD components, many have revised the prices of their products multiple times. These include various consumer electronics, such as popular laptop series like the Microsoft Surface series, pre-built PCs, and graphics cards that have gone pricey in recent months due […]
The latest HWiNFO software version has added support for the upcoming AMD chips, which points at the Zen 6 lineup. Latest HWiNFO Software Version Rolls Out, Featuring Support for Zen 6 AMD CPUs/APUs; Adds RTX 5060 With GB205 Die As Well Popular hardware monitoring tool, HWiNFO, just got its latest update, and before you panic, let me tell you that HWiNFO isn't flagged with malware like CPUID's tools, like CPU-Z and HWMonitor. HWiNFO's latest version 8.46 rolled out with some crucial updates, offering new functionalities and enhancements for modern hardware. Apart from adding support for the latest and upcoming hardware, […]
This morning, South Korean developer Pearl Abyss announced that Crimson Desert has now surpassed 5 million copies sold to date across all platforms. The game launched across PC, Mac, and consoles on March 19, so the milestone was reached in less than a month. It's an impressive figure, to be sure, and the pace remains strong. Pearl Abyss had already boasted 3 million units sold in the first week. Over time, Pearl Abyss has also been addressing some of the launch issues. For example, the game did not even launch on Intel Arc graphics cards at first, prompting the developer […]
Entry-level OLED monitors used to cost $500 last year, but you could find them for a bit less on sale. Now, Alienware has just launched the AW2726DM for $350. That's the MSRP, not a discounted price. For that money, you get a 27-inch gaming monitor featuring a 1440p 240 Hz QD-OLED panel with FreeSync Premium.
Nvidia has announced Ising, a family of open-source AI models for quantum processor calibration and real-time error correction decoding that claims to offer substantial speedups over existing methods.
Quick Contacts is a cloud-based phone book you can open on any device with just an alias and a PIN. It keeps your contacts private with AES-256 encryption and no links to iCloud or Google. You can use message templates, include your current location, and send messages via SMS or WhatsApp. Mark primary contacts, add notes, and access everything from any browser when your phone isn’t available.
Microsoft on Tuesday released updates to address a record 169 security flaws across its product portfolio, including one vulnerability that has been actively exploited in the wild.
Of these 169 vulnerabilities, 157 are rated Important, eight are rated Critical, three are rated Moderate, and one is rated Low in severity. Ninety-three of the flaws are
AMD's China store on JD has just started accepting pre-orders for the upcoming Ryzen 9 9950X3D2 Dual Edition desktop processor. Priced at an MSRP of $899, this model is $200 more expensive than the launch MSRP of the Ryzen 9 9950X3D. In China, AMD's store requires pre-orders with a deposit of 100 RMB, which counts as 300 RMB towards the final payment due to the "early bird" pre-order benefit. The final payment will be made on April 22, the planned retail launch date. Additionally, at launch, the processor will be available both as retail PIB (processor in box) packages and as part of pre-built gaming desktops by popular OEMs and system integrators. Currently, no Western stores offer pre-orders for this CPU, either in the United States or Europe. Most likely, these stores will start accepting orders on April 22. Some, like B&H, have a placeholder to notify customers when it becomes available.
The Ryzen 9 9950X3D2 Dual Edition is a 16-core, 32-thread processor built on the "Zen 5" microarchitecture and features 3D V-Cache technology, with stacked 3D V-Cache on both of its 8-core chiplets. This configuration results in an on-package L3 cache of 192 MB and a total cache (L2+L3) of 208 MB. In comparison, the 9950X3D has 3D V-Cache on only one of its two CCDs and relies on software-based OS scheduler guidance to ensure gaming workloads are directed to the CCD with 3D V-Cache. As a result, this new processor is more suited for productivity and workstation tasks, while the 9950X3D remains focused on gaming. Aside from the cache differences, the 9950X3D2 Dual Edition is mostly similar to the 9950X3D, except its maximum boost frequency is 5.60 GHz, which is 100 MHz lower than the 9950X3D, and it has a higher TDP of 200 W compared to the 170 W of the 9950X3D. While technically compatible with any Socket AM5 motherboard, support requires UEFI firmware updates from motherboard vendors.
During a media tour at Lexar HQ in China, Digital Foundry spoke with Lexar's Europe General Manager, Grace Su, who explained what gamers are buying and where they are willing to compromise. Interestingly, Lexar found that, despite the pricing of DRAM and NAND Flash, users could purchase lower-capacity RAM kits without issues, while SSDs with capacities lower than 512 GB weren't selling well. Although this is not a direct comparison, when building a new PC system, you need both a RAM kit and an SSD. Based on their budget, enthusiasts often have to decide between a larger SSD or a bigger RAM kit. However, Lexar reports that users are so committed to having larger SSD space that they are even willing to revert to HDDs rather than buy an SSD smaller than 512 GB. This is understandable, considering that modern games can take up hundreds of gigabytes of space.
Currently, high RAM prices are driving PC gamers to invest considerably more in their gaming rigs to play smoothly. As 16 GB is somewhat considered the minimum for a Windows 11 system, some games and tasks are so demanding that PC DIY enthusiasts need to invest in 32 GB kits at prices that were unimaginable just a year ago. For example, we reported on the DDR4 spot market pricing, which saw the cost of a single 16 Gb module increase by about 2,200% over the past year, with only a minor 5% correction in March. We can only hope for more corrections soon so that PC gamers can finally see signs of relief, but with AI demand projected to continue rising, that seems far from reality.
Yesterday, Ubisoft kicked off a behind-the-scenes video series dedicated to its Anvil Engine, which is mainly used to make the company's Assassin's Creed franchise. The latest iteration of the saga, Assassin's Creed Shadows, introduced several technological improvements that made it a stunning technical showcase upon release. With this behind-the-scenes video series, Ubisoft aims to delve into the key innovations introduced to Anvil, starting with Atmos. Atmos is Ubisoft's physically based weather simulation system built into the Anvil engine for Assassin's Creed Shadows. Rather than using pre-baked or downloaded weather states, it simulates atmospheric conditions in real time, propagating physical quantities […]
Elon Musk has shared the very first update on the Tesla A15 chip, confirming its successful tape out & plans for A16 and Dojo3. Elon Musk Shares First Pictures of Tesla A15 After Successful Tape Out, The Road Ahead Includes A16 & Dojo3 In the latest update on X, Elon Musk has congratulated the Tesla AI team on the successful tape out of its A15 AI chip. Elon has also shared pictures of the chip, featuring a large primary die in the middle that will handle all of the compute and 12 DRAM modules on the outskirts, offering high capacity […]
You want to change a button color on your site but you're not a developer. You either wait days for a developer or try AI and risk breaking your payments page. SafeCanvas scans your React + Tailwind repo and figures out which files are safe to edit and which are not. You type what you want changed, it writes the code, but it won't touch your auth, payments, or database files. If it isn't sure, it stops. You get a preview on a separate branch. Your developer reviews the PR and merges it.
AMD's upcoming Ryzen 9 9950X3D2 Dual Edition CPU is now available for pre-orders in China ahead of its 22nd April launch. You Can Now Pre-Order AMD's Ryzen 9 9950X3D2 Dual Edition CPU In China - Deposit ¥100 & Get ¥300 Paid Back Towards The Final Price The AMD Ryzen 9 9950X3D2 Dual Edition CPU is coming and finally bringing dual 3D V-Cache dies to the mainstream AM5 platform. The launch has been much-awaited, and a few days back, AMD confirmed the price of the chip, which will be set at an MSRP of $899, making it the most expensive AM5 […]
Unigen's latest AI module runs on a standard M.2 slot and offers up to 60 TOPS, 32 GB memory, & can run up to 20B parameter LLMs. Unigen Amaretti AI Module Packs a 60 TOPS NPU, 32 GB Memory, & Consumes Just 10W Power On A M.2 or E1.S Slot With the rise of local AI agents, many companies are putting out some unique AI products. Unigen is one of these manufacturers that has announced the Amaretti E1.S AI module, a tiny M.2-compatible module that looks like a regular SSD but houses some strong AI capabilities. The Unigen Amaretti E1.S […]
Life can get busy, and it takes more than a group chat to stay close with the people you care about most. The Monthly Soup fixes that. Invite your people, and throughout the month everyone shares answers, photos, songs, and podcasts in response to weekly prompts or questions posted by group members. Weekly prompts give you 24 hours to reply and let you see what others said. Questions from group members stay hidden until the end of the month, when everything is compiled into a diary and shared with the whole group at once. You can run as many groups as you want. There are no ads or algorithms. Pricing is per group, with the first month free.
Kosmo Research is an AI-powered mixed methods research platform that helps teams run user interviews and surveys at scale, without the cost or complexity of traditional agencies. The AI moderator asks intelligent follow-up questions, transcribes voice responses, and delivers automated summaries when your study wraps. You can run concept tests, landing page reviews, pricing research, and customer discovery via Web or WhatsApp, where participants already are. It is fully branded, asynchronous, and GDPR compliant. Pricing starts from €99.
OpenAI on Tuesday unveiled GPT-5.4-Cyber, a variant of its latest flagship model, GPT‑5.4, that's specifically optimized for defensive cybersecurity use cases, days after rival Anthropic unveiled its own frontier model, Mythos.
"The progressive use of AI accelerates defenders – those responsible for keeping systems, data, and users safe – enabling them to find and fix problems
California-based auditor webXray reports that tech giants have continued to use cookies to track users across the internet, even when website visitors reject them. Google, Microsoft, and Meta have all disputed the findings.
DaVinci Resolve 21 beta pushes further into all-in-one territory, adding a dedicated Photo section that allows edition of still images using the same color pipeline that made Resolve a favorite for video. The update leans heavily on AI to speed up everyday work. Early impressions highlight how seamlessly the new tools fit into existing workflows.
TrajectoryAI is a company monitoring platform made for go-to-market teams who need to understand changes across their market. It continuously tracks company signals like hiring activity, leadership changes, product launches, partnerships, and strategic shifts, turning scattered data into clear, actionable insights.
This helps save time on research, increase win rates, improve retention and revenue from existing customers, boost conversion rates using intent signals, strengthen pipeline performance, and support faster, data-driven decisions.
By now, the legal debacle between the founders of Subnautica developer, Unknown Worlds, and Krafton, the studio's parent company and the game's now-former publisher, is public knowledge, with the situation ultimately culminating in the ousted founder and CEO of Unknown Worlds being reinstated by a judge in a recent legal decision. Following that legal drama and a Subnautica 2 release date leak, which was heavily criticized by the returning founder Ted Gill, it appears as though Unknown Worlds has broken with Krafton as the publisher for Subnautica 2.
A quick look at the survival game's Steam Store page reveals that Unknown Worlds Entertainment is now listed as both the developer and the publisher of Subnautica 2. The same is true for the game's Epic Games Store page, where the publisher now also reads Unknown Worlds Entertainment. It's a rather curious turn of events, given the nature of the relationship between Krafton and Unknown Worlds—Krafton being Unknown Worlds's parent company—and it brings up questions about the destiny of the game developer. At this point, it's unclear who cut who loose, but it remains to be seen how Unknown Worlds will handle the launch now that there is no dedicated publisher. It probably helps that Unknown Worlds is very deep into the development process for Subnautica 2, with the studio previously commenting that the game was ready for launch in 2025 already. In March 2025, however, the studio commented that the Early Access version of the game would not be a complete experience.
NVIDIA has introduced Ising, its newest OpenAI models designed to make Quantum Computers useful and faster with brand new capabilities. NVIDIA Ising AI Models For Quantum Computers Bring Up To 3x Performance Boost Quantum Computing has been cited as the next frontier of computing for decades. Several companies have been trying to perfect quantum computing for years now, and only now have a few started to break the code. NVIDIA already offers an open-source development platform for quantum computing called CUDA-Q. The platform is "qubit-agnostic" and works seamlessly with QPUs and Qubit Modalities. Today, NVIDIA is announcing its first family […]
Promptbook tracks your AI coding sessions automatically. Every prompt, token, dollar, and line is logged and turned into a public profile and project timeline so your best work doesn't disappear.
Create your profile, track your progress, and share the proof. Over 40 builders are already tracking more than 2,400 sessions. Setup takes just 2 minutes. The first 1,000 users get permanent Founding Builder status.
One investor who has backed both companies told the FT that justifying OpenAI's recent round required assuming an IPO valuation of $1.2 trillion or more — making Anthropic's current $380 billion valuation look like the relative bargain.
Meta will fulfill its massive AI demands by co-developing multiple next-gen AI Silicon "XPUs" with Broadcom. Meta & Broadcom Partner To Develop A Multi-Gigawatt AI Ecosystem Powered by Custom AI Silicon "XPUs" Last month, Meta announced four AI chips featuring a custom design for its AI tasks. These XPUs (chips with multiple IPs) were branded under the MTIA AI lineup & each chip is optimized for a specific workload that spans GenAI inference, General-Purpose, and Training tasks. The four chips are listed below with their specs: Metric MTIA 300 MTIA 400 MTIA 450 MTIA 500 Workload Focus R&R Training General […]
DevShip unifies issue tracking, project management, client collaboration, and time logging in a single workspace for engineering teams. Use triage queues, roles and permissions, and a client portal to organize requests and keep stakeholders aligned, while the API and Slack integration connect your workflow. Start free and upgrade for advanced reporting, exports, and unlimited users.
4ever gives every family member their own profile where a lifetime of memories lives in one beautiful timeline. Every birthday, holiday, and first sports game are all organized and easy to find. Grandparents can digitize photos in boxes and add the stories behind them before they fade. Parents can build a living scrapbook for their kids that grows with them year after year. Recipes have their own section so dishes that bring everyone together are never lost. 4ever is one place where your entire family's history is preserved for generations.
DRAM quantity aside, the move would also see NVIDIA decrease the bus width of the respective cards, going from 128-bit to 96-bit by using new 24 Gbit memory chips, resulting in an overall decrease in bandwidth and reduced memory performance. According to @harakuze5719 on X, the new 9 GB NVIDIA GeForce RTX 5060 and 5060 Ti GPUs are slated to launch sometime between May and June, with a Computex launch seemingly likely.
The failure rate of NVIDIA's 16-Pin connector GPUs should be the primary reason why the company's warranty claims have increased by 1000%. With A Share of Over 90% In The Discrete GPU Segment, NVIDIA Witnesses A Massive Surge In Warranty Claims That Could Be Linked To Its New 16-Pin Connector Products NVIDIA's warranty expenses have seen a drastic rise over the past three years, as Warranty Week reports an unusual rise in the company's warranty claims and accrual rates. It is reported that NVIDIA's warranty claims increased ninefold, whereas AMD's warranty claim rates increased by two-thirds during the 2024-2025 period. […]
As the United States continues to hammer down trade restrictions on China, YMTC has decided to uplift the chipmaking capacity by building new fabs. China & US Trade Wars Continue, In the Midst, YMTC Decides To Double Its Production Capacity With Two Brand New Chipmaking Factories The semiconductor industry is currently facing a trade war between two giants. On one hand, there's the United States, and on the other, there's China. From export restrictions to the banning of necessary tools that are required for making chips, the United States is trying to ensure that China doesn't get bleeding-edge materials and […]
The annual messaging conference will be held June 3 and showcase artificial intelligence innovations and upgrades to WhatsApp, Messenger and IG Direct.
Bambu Lab launches its X2D 3D printer at a shockingly low price After a time of teasing, Bambu Lab has officially unveiled its X2D 3D printer, the company’s highly anticipated replacement for its popular X1 Carbon. With this new model comes a suite of features, including an “auxiliary nozzle”, AI error detection, and more. This […]
Reported Starfield sales on PS5 suggest a slower start than expected, raising questions about Xbox’s multiplatform strategy and whether moving away from exclusivity impacts hardware value.
Overwatch Season 2: Summit arrived today, and it’s a massive update introducing high-octane DPS hero Sierra and a bounty of rewards to earn on an all-new battle pass.
Bethesda's Todd Howard says Fallout 76 and Starfield were different than its usual RPGs by design, as the devs "have ideas that we want to get out there."
It seems as though God of War studio, Santa Monica Studio, is slated for a busy time in the coming months and years, with recent rumors suggesting that there is another God of War game on the horizon, some even claiming that it may be announced as soon as April 2026. Not all that much is known about the new God of War game, but according to reporting by MP1st and Tom Henderson on the Insider Gaming podcast, it will not follow Kratos. Instead, the new spin-off, which does not yet have a name, will feature Týr and Faye, the erstwhile Norse god of war and Kratos's deceased wife. This suggests that the spin-off will be a prequel to the recent God of War 2018 and Ragnarök.
The reports make mention of a talking sword, which will apparently be Merlin from English legend, as well as elements from Japanese, Chinese, and possibly other East-Asian mythologies. According to Henderson, the next "mainline" God of War game was meant to be announced at an April Sony State of Play, and it is assumed that the spin-off with Faye will be the next mainline installment in the franchise. This news comes not too long after Santa Monica Studio and Sony announced that a remake of the original God of War trilogy was in the works at Santa Monica.
Keychron may be known for its mechanical and HE keyboards, but it has also recently made a name for itself in the mouse space with wireless mice like the M6 8K and M7 8K. Now, Keychron has launched two new gaming mice under the Keychron G3 name. The G3 is an ultra-light gaming mouse with a right-handed symmetrical design and two material options for the shell—a carbon fiber top and an ABS base or a translucent polycarbonate top and an ABS bottom. Both the carbon fiber and the translucent PC version of the Keychron G3 have the same shape, weight, and internals, so potential buyers have two aesthetic choices without giving up any performance or battery life. The Keychron G3 is available on the Keychron web store at $84.99 for the translucent PC version and $109.99 for the carbon fiber version.
The Keychron G3 uses a PixArt 3950 sensor, replete with 8 kHz polling, tri-mode wireless connectivity (2.4 GHz, Bluetooth 5.3, and USB-C), and a 500 mAh battery, which Keychron says offers up to 160 hours of use on a single charge. Keychron has not specified the test configuration, but it can usually be assumed that manufacturers test battery life over Bluetooth or 2.4 GHz at something like 1,000 Hz polling rate. Unlike many modern gaming mouse, but much like Keychron's other gaming mice, the G3 uses mechanical Huano Transparent Shell White Dot micro switches for the main clicks, meaning they have a 120 million-click rated MTBF, which is a step up from the Huano Transparent Blue Shell Pink Dot switches used in other Keychron mice, which were only rated to 80 million clicks.
The Mac lineup will obtain a mammoth advantage over the competition because Apple has kept its prices in check, but this isn’t the only lineup the company is focused on. According to the latest rumor, the iPhone 18 Pro and iPhone 18 Pro Max could become two of the most popular flagships on the planet because, where rivals are introducing price hikes left, right, and center, Apple is rumored to introduce a price freeze. However, there’s a catch, but not a terrible one: those who are used to picking out their favorite color options might be left sorely disappointed. iPhone 18 […]
MemoKee is a central memory hub that lets you save articles, videos, social posts, product pages, notes, and voice notes from any device and find them fast. It uses AI to auto-tag and categorize your saves and semantic search to retrieve what you remember without exact keywords. Group by topic, project, or tag to build a long-term personal knowledge library you can trust.
The more thinking you outsource to AI, the harder it gets to reason on your own.
Thessea reverses that with 10-minute daily sessions built around real articles, not brain games. Read actively, answer reasoning questions, and get structured feedback that shows exactly where your thinking held up and where it broke down. A six-axis skill profile tracks your progress over time, so you can see your reasoning sharpen week by week.
A Reddit user has found a way to use an Xbox Expansion Card on PC with a CFexpress adapter, potentially giving unused storage a second life with faster-than-SATA SSD speeds.
Microsoft's 7th Edition Surface, one of the best AI laptops we use daily for its supreme workflow performance and perfected clamshell, is now 38% off to defy the recently announced price hikes.
YMTC (Yangtze Memory Technologies Corp) is planning to significantly expand its manufacturing capacity, with Reuters reporting the Chinese NAND flash maker intends to build two additional factories on top of one already nearing completion. When all three are running at full capacity, YMTC's total output would more than double from its current 200,000 wafers per month to 400,000 wafers per month (each new plant is designed for 100,000 wafers monthly). The third fab, located in Wuhan alongside the existing two plants, has already been built and is currently being equipped. The fab is expected to start operations later this year and reach 50,000 wafers per month by 2027. Notably, over half of the equipment has been sourced domestically, including tooling for vertical layer stacking, a sign of how much YMTC has leaned into local suppliers since the US added it to the Entity List in December 2022. However, recently, the U.S. Government's Bureau of Industry and Security reportedly removed YMTC from the list of restricted Chinese companies.
The two planned factories don't yet have confirmed locations or target dates, but all three new plants will reportedly allocate some capacity to DRAM production alongside NAND. YMTC has already sent LPDDR samples to clients and expects feedback by year-end, which will shape how aggressively it pursues DRAM going forward. On the NAND side, YMTC already holds 11.8% of the global market, on par with Sandisk and not far behind SK Hynix (16%), Kioxia (15.9%), and Micron (13.3%), while Samsung leads at 30.4%. UBS expects the YMTC shares to pass 14% by early 2027. The company is pushing its Xtacking 4.0 architecture, which is considered competitive with what the industry leaders are shipping.
It's no secret that since the RTX 40-series GPUs launched, pushing the new 12VHPWR connectors to new heights, and again increasing power draw with the RTX 50-series, that premature failures have been high. However, Warranty Week has quantified NVIDIA's warranty expenses and total warranty claims, finding that the GPU maker saw a 1000% year-over-year increase in warranty expenditure in 2025. According to the analysis, NVIDIA paid out a whopping $894 million in warranty claims in 2025, compared to just $81 million in 2024. Part of the driving force behind the increased warranty payments is the recent spike in hardware prices, but much of it also has to do with increased warranty rates.
The analytics firm reports that NVIDIA's warranty claim rate rose to as much as 0.9% by Q4 2025, compared to just 0.17% in Q1. Although not quite as drastic, AMD, for its part, also saw an increased warranty rate, with rates climbing from 0.43% in 2024 to 0.68% in 2025. AMD's 2025 warranty claims totaled to $238 million, compared to $110 million in 2024, amounting to an increase of just over 100%. By the end of 2025, NVIDIA had increased its warranty reserves from $416 million to $2.59 billion, whereas AMD increased its warranty reserve balance from $310 million to $597 million.
After the success of the Forta Gaming Headset, GXTrust announces the launch of the highly anticipated Forta Wireless - an Official Licensed Product for PlayStation 5 consoles. With all of the premium features that gamers have come to expect from the Forta - immersive sound, seamless connection with their consoles, and ultra-comfortable design - this new edition gives players yet another ultimate feature: complete wireless freedom.
Designed specifically for PlayStation fans, the officially licensed Forta Wireless offers ultra-low latency lossless wireless connection via a 2.4G USB receiver, giving players the freedom to move, cheer, and enjoy with no cables getting in the way. What's more, with no lag, the Forta Wireless ensures precise actions and reactions, keeping gamers fully connected to every crucial moment.
Malwarebytes recently uncovered a new malicious campaign targeting the Windows Update service. Focused on French-speaking users, the campaign uses layered obfuscation techniques to deliver multiple malicious payloads built with legitimate tools. The malware's primary goal is to steal passwords and other sensitive user data.
Path of Exile 2 is developer Grinding Gear Games' self-dubbed "next generation action RPG," and this round-up will take you through everything you need to know about the game between its early access launch, to 1.0, and beyond. After getting announced all the way back in 2019, Path of Exile 2 arrived in Early Access in December 2024 after it was delayed from its initial November 2024 release window. When it arrived a little more than a year after Diablo IV, comparisons between the two ARPGs were all over the place. But at least at the time of its early […]
Boxlab is an online packaging design tool that turns your box dimensions into production-ready dielines and realistic 3D previews. Pick a template, set your sizes, upload artwork, and see the result fold and rotate in real time, complete with foil stamping, spot UV, and material effects. Place your packaging into photorealistic scenes using 100+ built-in studio and lifestyle presets, or generate a custom environment from a text prompt with AI. Lighting, shadows, and atmosphere adjust automatically. Export dielines in PDF, SVG, or DXF, download high-res renders, or embed an interactive 3D viewer on your site, no switching between apps.
I built PeopleBuild around a problem I’ve had for years: it’s hard to find the right people for your ideas and just as hard to find ideas where you can contribute. The layoff and job-transition angle was part of the starting point, but the problem feels broader. Many talented people want to keep building, but most platforms push them toward jobs, generic networking, or solo work. PeopleBuild aims to create a more direct place for collaboration and team formation.
Memorial Day sales will be here before you know it, so I've created this guide with everything you need to know, including the date and what deals you can expect.
The Best Buy Ultimate Upgrade sale features some excellent laptop deals this week, so I've picked out seven of the top offers that I'd recommend buying.
Earlier this year, it was revealed that Sony would be largely stepping away from porting its first-party games to PC, returning to console exclusives for its single-player games and only releasing multiplayer games across different platforms. Now, it seems as though Microsoft may be plotting or is at least considering a similar maneuver for its first-party Xbox Game Studios games. This is according to industry insider, Jez Cordon, on the Xbox Two Podcast. According to Corden, "there are very very very big discussions happening about the exclusivity stuff" internally at Microsoft. Corden goes on to explain that, despite Microsoft's recent moves away from platform exclusives, it recognizes the value in exclusive games—that is to say the value in keeping users largely locked into your gaming platform as opposed to being mostly a publishing and game development company.
Corden continues with a prediction that Microsoft will continue its shift away from Xbox gaming hardware—especially if it decides to move away from the platform approach and lean further into its game publishing business. Currently, the Xbox Helix is on the horizon, which is a hybrid game console that will run both PC and Xbox games, but that doesn't necessarily preclude Microsoft from launching exclusives; it just means that the exclusives would be PC and Xbox exclusives. This convergence of PC and Xbox has been echoed by other rumors that Microsoft may be combining Xbox and PC Game Pass subscriptions into one unified subscription service.
Shortly after announcing the OneXPlayer ONEXStation, powered by the AMD Ryzen AI Max+ 395 APU, OneXPlayer is apparently planning to launch the OneXPlayer X2 Mini, a new gaming handheld powered by the same powerful AMD Strix Halo APU with its Radeon 8060S iGPU. The OneXPlayer X2 Mini features many of the same features and design cues as the X1 Pro that released in 2025, but in a more compact form factor, much like the OneXPlayer Apex that we saw at CES 2026. The new X2 Mini, however, also has a few upgrades over the Apex, including a slightly larger display, an optional exclusively air-cooled version, and a modular design. Pricing has not yet been revealed, although the X2 Mini is slated to launch on May 10.
According to a video posted by Nitrix on YouTube, the X2 Mini will have an 8.8-inch, 144 Hz, OLED display with VRR and HDR. It will feature an 85 Wh battery that is user-swappable, allowing users to keep an extra battery on-hand to swap in when the battery dies. The rest of the console is modular, as well. The detachable controllers will feature user-replaceable buttons, casings, joysticks, and vibration motors, and the display will also be user-serviceable. The Joy Con-like controllers will also have a frame to join the two halves into a single mini controller, and the X2 Mini will include two d-pad configurations—the standard cross and an octagonal pad, similar to Microsoft's Xbox Series Elite controller. One point of contention that has been mentioned on Reddit is that the X2 Mini will feature micro switches for the face buttons—although notably not the d-pad—which means the buttons will have lower travel and be slightly louder than a normal membrane switch. There will also be a magnetic connection with pogo pins to attach a keyboard accessory to the bottom of the gaming handheld. The full video showing off the device follows below.
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