Agentic AI is driving a shift towards CPUs in the AI market, AMD confirms During their Q1 2026 earnings call, AMDβs CEO, Lisa Su, confirmed that new AI deployments are shifting their focus from GPUs towards CPUs. The push for Agentic AI is creating more CPU tasks. This has led to an increase in the [β¦]
Xbox Mode has officially started rolling out on Windows 11, but early feedback from users has been mixed. From rollout confusion and missing features to glitchy UI behavior and disappointing performance gains, fans are already questioning whether the new gaming-focused mode is ready for prime time.
Microsoft Edge will soon remove the ability to pin apps and websites to the Sidebar. Microsoft says the change is part of simplifying Edge, but the move leaves Copilot in place and removes a feature many people rely on.
Scientists at the Shenzhen Institutes of Advanced Technology have developed a "living plastic" with a built-in kill switch. The material contains spores from engineered Bacillus subtilis, a common soil bacterium, that remain inactive during normal use.
Security researcher Tom JΓΈran SΓΈnstebyseter RΓΈnning recently shared evidence that Microsoft's web browser-based password manager stores all of its saved passwords in memory without encryption while running. He released and demonstrated a simple proof of concept that displays the passwords and their associated accounts.
AMD's first-quarter results were good news for investors. Revenue hit $10.3 billion, up 38% year over year, while the data center segment climbed 57% to $5.8 billion on the back of Epyc CPUs and Instinct GPUs. Client and Gaming also improved, rising 23% to $3.6 billion, with gaming revenue up...
The 2nm GAA process will have a couple more iterations before Samsung has confidence in its cutting-edge 1.4nm lithography, but that doesnβt mean the company cannot begin early testing of its next-generation Exynos SoC on the newer manufacturing process. Early specification details reveal that Samsung will bring a new threshold for maximum clock speeds, not to mention the System Level Cache (SLC) boosted to a whopping 96MB. Bleeding-edge Exynos likely sticking with the same 10-core CPU cluster, with Samsungβs 1.4nm process bringing a 25 percent efficiency gain The Exynos 2700Β is yet to be released, but @SPYGO19726 has shared some juicy [β¦]
A chip supply deficit is a situation that no company wants to face, especially when it hinders a popular productβs supply. Apple has witnessed tremendous success with the MacBook NeoΒ launch, which starts from $599, and is reportedly facing A18 Pro chip supply issuesΒ earlier. This conundrum not only threatened the companyβs ability to ship its more affordable computer to customers, but Apple also faced the possibility of having to overpay TSMC for the same silicon due to the latterβs supply choke. Fortunately, the Cupertino firm didnβt reach its trillion-dollar status by caving in, which is why it has reportedly asked suppliers [β¦]
The StarFighter Linux laptop is finally available for purchase on the website, after months of delays. The startup behind this model is a small team based in rural England and runs out of a barn located some 30 miles southeast of London.
For nearly 20 years, we at The Hacker News have mostly told scary stories about cyberspace β big hacks, broken systems, and new threats.
But behind every headline, thereβs a quieter, better story.
Itβs the story of leaders making tough calls under pressure, teams building smarter defenses, and security products that keep hunting threats 24/7 β even when itβs hard.
Most of the time, this work is
Analysts recently confirmed what identity security teams have quietly feared: AI agents are being deployed faster than enterprises can govern them. In their inaugural Market Guide for Guardian Agents, Gartner states that βenterprise adoption of AI agents is accelerating, outpacing maturity of governance policy controls.β Enterprise leaders can request access to the Gartner Market Guide for
Over the past few months, a growing number of users have reported being locked out of their Facebook accounts β often suddenly, and sometimes permanently. What used to feel like a rare inconvenience has become a widespread frustration, affecting everyday users, creators, and business owners alike.
So whatβs actually driving the increase? Itβs a combination of AI moderation, security shifts, platform economics, and evolving user behavior. Hereβs whatβs really going on behind the scenes.
The rise of AI moderation β and its tradeoffs
At the center of the issue is Facebookβs parent company, Meta, which now relies heavily on artificial intelligence to monitor activity across billions of accounts. These systems are designed to:
Detect harmful content.
Prevent scams and abuse.
Enforce community standards at scale.
But thereβs a tradeoff. AI systems donβt understand nuance the way humans do. As a result, they can:
Flag normal behavior as suspicious.
Misinterpret context (especially in messages or posts).
Trigger account restrictions based on patterns rather than intent.
This has led to a rise in false positives, where legitimate users are locked out without clear justification. Reports of wrongful account disabling are widespread, often driven by AI-only moderation with little to no meaningful human review. In some cases, appeals are resolved almost instantly β suggesting minimal human intervention despite stated policies.
Cybercrime has surged in recent years, prompting social platforms to tighten security measures.
Facebook now uses more aggressive signals to detect:
Logins from new locations or devices.
Rapid changes to account details.
Unusual messaging or posting behavior.
While these measures help stop bad actors, they also create unintended consequences:
Traveling, using a VPN, or switching devices can trigger lockouts.
Legitimate users can get caught in the same net as bad actors.
The system is designed to act quickly β but sometimes, that speed comes at the cost of accuracy.
Once a hacker gains access, they often change the email and password associated with the account, triggering security flags and locking the original owner out completely. From Facebookβs perspective, the account is now compromised β which it is β but recovery systems donβt always prioritize quickly restoring access to the rightful owner.
The role of new features and identity verification
Recent years have introduced additional layers of security, including:
Two-factor authentication requirements.
Identity verification checks.
Paid support options tied to account verification.
While these features improve security, they also introduce friction:
Add friction to account recovery.
Create barriers for users who canβt verify identity easily.
Lead to lockouts if verification fails.
In some cases, users report being asked to submit identification multiple times without resolution, further compounding frustration.
The business incentive behind platform changes
Metaβs primary reason for heavily investing in AI moderation, automated enforcement and Metaβs heavy investment in AI moderation, automated enforcement, and self-service recovery tools is driven by a simple reality: itβs more cost-effective.
Automation offers instant scalability, lower operational costs, and efficient handling of βstandardβ cases. However, this efficiency comes at a cost. Unless you are an agency or a larger entity operating within Business Manager, access to meaningful support is often limited β leaving many users stuck without a clear escalation path.
Metaβs dominant position in social media advertising, combined with strong financial performance and significant political influence, creates relatively little external pressure to overhaul its support systems.
Meanwhile, search results related to account recovery are often dominated by Metaβs own resources, funneling users back into the same limited support ecosystem β even when alternative solutions may exist.
Thereβs a fundamental reality at play: Facebook operates at an enormous scale.
With billions of users, even a small error rate can impact millions of people. As a result, Metaβs support systems cannot realistically provide personalized assistance to everyone. Automation becomes the default β even when itβs imperfect.
Internal fragmentation further complicates the issue. Facebook isnβt a single system β itβs an ecosystem that includes:
Personal profiles.
Pages.
Ad accounts.
Business Manager.
Instagram, Threads, and WhatsApp.
Each of these systems operates with its own rules, infrastructure, and support pathways. When issues span multiple systems β which is often the case β thereβs no single team that fully βownsβ the problem. This makes resolution slower, more complex, and more difficult to navigate.
What feels like a deeply personal issue is often the result of a system optimized for global efficiency, not individual nuance. Facebook is designed to minimize large-scale risk β and that priority can conflict directly with fast, human-centered support.
Lack of human support and regaining access
One of the most consistent complaints isnβt just the lockouts β itβs what happens after. Users frequently report:
Limited access to human support.
Automated responses that donβt resolve the issue.
Confusing or broken recovery workflows.
While Meta has introduced new support tools, much of the process remains automated. If your issue doesnβt fit neatly into predefined categories, resolution becomes significantly more difficult.
Thatβs largely because Facebookβs support system is built around rigid, predefined pathways β like βmy account was hacked,β βI canβt log in,β or βmy ad was rejected.β In reality, most issues donβt fall cleanly into one of these buckets. Theyβre often layered: part hack, part lockout, or tied to both personal accounts and Business Manager access, sometimes compounded by unclear or incorrect policy flags.
When a case doesnβt align with a single category, the system struggles to route it properly. Instead of moving toward resolution, users are often pushed through repetitive workflows β submitting forms that donβt fully apply β leaving them stuck in frustrating loops with no clear path forward.
William Jennings, sole proprietor of WKJ Consulting, a social account recovery consultancy, has seen firsthand how these gaps have fueled an underground recovery market. In some cases, fraudulent services exploit locked-out users by demanding payment through unconventional methods like game credits β an ecosystem that exists largely because legitimate, accessible recovery channels are limited.
Accounts linked through Metaβs Account Center (Facebook and Instagram) tend to have a smoother recovery path. In some cases, users can subscribe to Meta Verified on a linked Instagram account to unlock chat support and file an admin dispute claim.
Jennings notes:Β
βMeta Verified acts like paid protection β roughly 90% effective at preventing wrongful restrictions or disabling, though it offers no guarantee if rules are actually broken.β
A structured recovery approach often includes:
Subscribing to Meta Verified for access to chat support.
Filing an admin dispute claim with proper documentation (error screenshots, emails, account URL, and ID verification).
Escalating to legal support in more severe cases.
Itβs important to note that hacked accounts must go through dedicated recovery flows (such as facebook.com/hacked or instagram.com/hacked), and prevention is significantly more effective than recovery.
After regaining access, essential protective steps include enabling two-factor authentication, saving recovery codes, and maintaining enhanced security measures.
Facebook lockouts are a direct byproduct of the platformβs evolution. As Meta continues to scale automation and prioritize efficiency, users are increasingly interacting with systems designed for speed, safety, and risk mitigation.
Most of the time, these systems work quietly in the background. But when they fail, they can feel abrupt, opaque, and incredibly difficult to navigate.
Access to real support is often tied to high ad spend, established business accounts, and paid verification products. This creates an uneven support landscape where large advertisers receive faster assistance, while individuals and small businesses are left with limited options.
For a platform operating at global scale, this is largely by design. But for users caught in the system, the experience can feel deeply frustrating.
For over two decades, parked domains generated income for advertisers and publishers. Recent Google Ads policy changes restricting ads on parked, expired, or mistyped domains show that nothing lasts forever.
If industry shifts have affected you, this article may interest you. Today, weβll take a deeper look at domain monetization and whether you can still stabilize and optimize income from domain traffic.
The domain market shake-up
In 2025, Google began rolling out significant changes to its Search Partner Network to improve inventory quality. These updates tightened controls and limited ad delivery across parked, expired, and mistyped domains.
That process concluded Feb. 10, βParked Domainsβ were removed as a dedicated ad placement option. Since then, ads no longer appear on these sites through the previous opt-in setup, signaling a broader shift away from this inventory.
Given Googleβs scale, this change affected many publishers and domain owners and couldnβt be ignored. It drove a notable market adjustment: some long-standing domain parking and monetization businesses shut down, others rebuilt their frameworks from scratch, and new entrants began exploring opportunities in the evolving landscape.
New developments in domain monetization
This shift is clear in recent developments.
Across domain forums, users show uncertainty as they navigate the transition and assess new ways to monetize idle domains. At the same time, the rise of domain conferences worldwide highlights growing interest, attracting new players and creating new opportunities.
Though this transformation is still in its early stages, a positive trajectory is emerging. Opportunities to monetize domains remain β this is a phase where new structures are taking shape.Β
New players are building and testing solutions, some of which will likely prove viable and help move the market toward a more stable, sustainable direction.
RollerAdsβ domain monetization solution
In response, several monetization platforms have adapted their infrastructure to better support domain traffic. One example is RollerAds, which supports parked domain traffic through its existing ad delivery ecosystem.
The platform draws on experience in domain traffic monetization and focuses on formats such as Direct Click ads.
A key factor in performance stability is a monetization model based on content-safe, high-demand verticals like eeommerce, which tend to deliver stronger payouts. A large share of revenue also comes from RSOC (Related Search on Content) units that guide users to sponsored search results, capturing and monetizing intent-based traffic.
Through simple DNS integration, the platform lets you connect large domain portfolios at scale, turning them into ongoing revenue streams instead of unused holdings.
Domain monetization example from RollerAds
Hereβs a representative example of monetization results from the RollerAds platform. A publisher acquired the ******.ws domain for $5.95 to monetize it. After connecting it exclusively to the platform, the domain began generating about $7 per month consistently, covering its initial cost relatively quickly.
While the amount is modest, it comes from a single low-traffic domain and requires no ongoing management, making it a fully passive income stream.
Now consider a scenario where the same publisher owns hundreds or thousands of similar domains. Instead of managing each individually, they can focus on expanding their portfolio or core business while maintaining automated revenue streams. With higher-quality domains and stronger traffic, earning potential scales upward.
During its operation, this domain did not generate any abuse reports.
Domains sale & monetization
One key advantage of modern domain monetization setups is that you donβt have to choose between earning from a domain and selling it. You can do both in one place. A domain can keep generating income from traffic while itβs listed for sale, so it doesnβt sit idle.
At the same time, the revenue it generates provides a clearer picture of its actual value instead of relying on guesswork.
This combined approach is also available on RollerAds, where you can monetize domains and list them for sale within the same platform.
Adapting to change in domain monetization
The domain market is undergoing a period of change that brings challenges and new opportunities. In this environment, the key is to stay flexible, test different approaches, and use available tools β whether to monetize domains or sell them.
If youβre facing monetization challenges or looking to list domains for sale, RollerAds may be the right partner. Get in touch with the managers to find a convenient, profitable solution for your needs. Domain monetization remains active and continues to build a more stable foundation as the market evolves.
AMD predicts major gaming decline due to βhigher memory and component costsβ During the companyβs Q1 2026 earnings call, AMD predicted that its βgamingβ revenue would decline substantially during the second half of this year. Why? Rampant AI datacenter demand has substantially raised memory prices and component costs. This has made AMDβs gaming products more [β¦]
Microsoft's partnership with OpenAI just became non-exclusive, meaning rival companies like Google can access OpenAI's models, making Copilot AI in Windows 11 less exclusive, consequently costing it its bargaining chip and competitive edge.
Elon Musk recently announced an ambitious project called Terafab, which he plans to build on Tesla's campus in eastern Travis County, Austin, Texas. Thanks to recent court hearings in Grimes County, Texas, we have learned that the first phase of the Terafab project is expected to cost $55 billion. However, if additional phases are constructed, this figure could rise to $119 billion. While this is an astonishingly high amount, it seems justified given Terafab's ambitious goals. Semiconductor manufacturing is one of the greatest marvels of the modern world, with only a few companies competing for the top spot. The engineering and scientific expertise required for building modern semiconductor manufacturing facilities is so rare that it is concentrated in just a few places around the globe.
The goal of Terafab is to consolidate the entire chip manufacturing process under one roof. The plant is expected to integrate several stages of semiconductor production at a single site, including logic fabrication, memory, packaging, testing, and mask production. This setup is unusual, as these steps are typically spread across multiple specialized facilities and companies. The idea behind Terafab is that consolidating these processes could accelerate development by allowing engineers to design, test, and revise chips with fewer delays, essentially enabling rapid prototyping. This contrasts with the traditional, lengthy process of manufacturing chips at one site, packaging them at another, and testing them in-house. A typical semiconductor fab for nodes below 3 nm costs over $20 billion, but that only covers silicon manufacturing. Terafab's goal to handle everything will push that cost astronomically high.
Logitech International (SIX: LOGN) (Nasdaq: LOGI) today announced financial results for the fourth quarter and full Fiscal Year 2026.
For Fiscal Year 2026:
Sales were $4.84 billion, up 6 percent in US dollars and 4 percent in constant currency compared to the prior year.
GAAP operating income was $775 million, up 18 percent compared to the prior year. Non-GAAP operating income was $911 million, up 18 percent compared to the prior year.
GAAP earnings per share was $4.80, up 16 percent compared to the prior year. Non-GAAP EPS was $5.78, up 19 percent compared to the prior year.
Cash flow from operations was $1.04 billion. The year-ending cash balance was $1.7 billion. The Company returned $768 million of cash to shareholders through its annual dividend payment and share repurchases.
Valve's recent launch of the Steam Controller was successful from day one, and the company is now releasing something for the modding community to begin their adventures. Today, Valve has released 3D CAD files, providing modders with a 3D model for their needs. This means anyone can now access Steam Controller and Puck drawings in STP and STL formats, along with engineering drawings that highlight critical features and areas to avoid when modding. This allows anyone to design accessories with known clearances. The community's efforts should soon bear fruit, as Valve recognizes that its community is full of enthusiasts with a wealth of expertise who create new accessories daily. This will include 3D prints from creative individuals, as well as potential accessories to enhance the Steam Controller experience for some users.
Yesterday, Valve reassured customers that a restock of the Steam Controller is happening soon, as the initial release was so successful that the entire stock sold out in just 30 minutes. The demand has been exceptional, even for a controller priced at $99. The site experienced such a high volume of traffic that the payment processing system froze, causing many customers to encounter errors before both the website and payment processor resumed functioning. To prepare, some customers loaded their Steam Wallets with funds days in advance, but the high demand still prevented them from securing a unit immediately. For those who managed to purchase one, congratulations. However, those who didn't are turning to resellers, who are charging about $300 for the controller. Valve is reassuring customers not to worry, as another stock drop is coming soon. With the 3D files now in the hands of the modding community, we should start seeing some interesting designs on social media.
Rambus Inc. (NASDAQ: RMBS), a premier chip and silicon IP provider making data faster and safer, today announced the Rambus PCIe 7.0 Switch IP with Time Division Multiplexing (TDM), a new addition to its advanced interconnect IP portfolio designed to address the rapidly escalating bandwidth, latency, and scalability requirements of AI, cloud, and high-performance computing (HPC) systems.
As AI infrastructure grows in scale and architectural complexity, system designers are increasingly challenged to move massive volumes of data efficiently across CPUs, GPUs, accelerators, and NVMe storage. The Rambus PCIe 7.0 Switch IP with TDM is architected to help meet these demands by enabling more flexible and efficient utilization of PCIe links, supporting emerging disaggregated and pooled compute architectures while maintaining low latency and deterministic performance.
By the time of the retraction, the paper had already traveled far. Published in May 2025 in Humanities & Social Sciences Communications, it attempted to measure ChatGPT's impact by combining results from 51 separate studies. The authors compared outcomes between students who used the chatbot and those who did not,...
It was only two months ago at GDC 2026 when Sonali Yadav, Xbox's Gaming AI partner group product manager, said Gaming Copilot would be coming to current-gen Microsoft consoles, with the rollout expected to take place this year.
This Samsung Odyssey OLED G60SF gaming monitor is now at an all-time low price of just $649.99 for a limited-time only, thanks to Woot, saving you $349.
The capital figures in this filing far exceed what was disclosed when Elon Musk announced Terafab in March, where the project carried a $20 billion price tag.
Apple quietly pulls high Unified Memory capacity Mac Studios and Mac minis from the Apple store as the memory crunch continues to affect consumer products.
AMD sets record data center revenue as demand for CPUs from the AI sector skyrockets and is poised to increase even further as agentic AI gains momentum.
AIRankCite helps solo founders see and improve how AI answer engines cite their products. Paste your URL to analyze your homepage, extract your category, and surface Reddit, Hacker News, and forum threads that shape recommendations for queries in your niche. It delivers a ranked hitlist with confidence scores, evidence, and a context-aware seeding kit, plus competitor tracking and keyword monitoring across ChatGPT, Perplexity, Claude, Gemini, Copilot, and Meta AI. The first scan is free.
Qujam is a self-serve geofence advertising platform that lets you build, target, and launch campaigns in minutes. You can draw geofences, run addressable and event geofencing, and deliver OTT, CTV, display, video pre-roll, and digital audio ads to devices seen at specific locations. Manage budgets, flights, and creative uploads, then monitor performance in a live reporting dashboard with multi-campaign views and custom date ranges. Register for free, use credit card billing, and get creative support when needed.
TickerLeague brings financial markets to life with interactive data, rankings, and games across stocks, indices, crypto, commodities, and forex. Explore market cap and revenue leaderboards, track upcoming earnings, and compare dividends with clear, visual tools. Build a profile, test forecasts in the Earnings Estimates game, and climb global leaderboards. Use free calculators like investment growth and compound interest, plus story-driven If You Invested tools to see how strategies would have performed.
Utah is pioneering controversial new internet restrictions, making a reliable VPN essential for digital privacy. Here are the top three providers offering the best speeds, local servers, and security for residents of the Beehive State.
A sweeping Pentagon push to integrate AI into military systems includes nearly every major tech player except Anthropic, exposing a growing divide over how far such technology should go.
RUSE has been re-released on Steam with full Steam Deck support After ten years of being MIA, the one-of-a-kind real-time strategy (RTS) game RUSE has returned to PC. The game returns to Steam with all its DLC included, and existing owners will now receive all the gameβs DLC. RUSE is an RTS game from Eugen [β¦]
Biostar plans to showcase next-generation AMD motherboards at Computex 2026 Biostar has claimed that it plans to showcase βnext-generation AMDβ motherboards at Computex 2026. This should include a new Valkyrie gaming model and other, more mainstream, motherboard designs. Given their βnext-generationβ teaser, these new motherboards are unlikely to be refreshed versions of AMD 800-series motherboards. [β¦]
The LG gram Book 15 for 2026 has made its debut at a discounted $599, which immediately makes me think of the MacBook Neo. Here's how the two laptops compare.
Multiple users have raised concerns about Teams' status indicator, noting that it marks them as unavailable after only a few minutes of inactivity. They argue this feature feels intrusive surveillance and micromanagement rather than a helpful productivity tool.
Lego Batman is advertising 60 FPS, but it's really 15 FPS. Frame generation is supposed to make good performance better, not hide the fact that a game is running poorly. Lego Batman's spec sheet just crossed that line.
Well over five years since its release in late 2020, it is now possible to run Linux on PlayStation 5 with older system software, opening the way for many interesting applications, including turning the current-generation Sony system into an emulation beast. This is exactly what one user did, proving how the system has all it takes to run PlayStation 3 games natively with little intervention, further highlighting Sony's disinterest in delivering the sort of backward compatibility users would love to see. Shortly after developer Andrew Nguyen released their Linux loader online, X user Retropierdolnik shared a video showcasing the PlayStation [β¦]
Being the first ever remake of the series, and the remake of one of its most popular entries, Ubisoft is going all in with Assassinβs Creed Black Flag Resynced. With a new post on its official website, the publisher moved away from the visual comparisons with the original and instead provided some additional details on parkour and core movement improvements, stealth and combat, complete with brand new gameplay footage. All of the improvements detailed this week seem to be based on the idea of improving what the original had and making it smoother for a more enjoyable experience. "One thing [β¦]
Denmark's Energinet grid operator has pressed pause on new connection requests in the country as potential new data centers and other installations put total demands of up to 60 GW on its docket.
Microsoft's study says that it's not just enough to give employees access to AI tools for them to make the most of it. Instead, they should revamp their processes and systems to integrate AI use from the top-down.
The Apex Legends Season 29 update reduces stuttering by addressing physics calculations that struggled to keep up at high frame rates enabled by modern high-end CPUs.
Digital safety compliance platform built for construction companies and trades businesses. It offers GPS-verified work sessions, a custom form builder, AI paper-to-digital conversion, credential tracking with expiry alerts, and crew broadcasting. Workers always join free.
WaiverKit replaces paper waivers with secure digital forms that customers sign on their own phones. Build custom templates with an AI composer or drag-and-drop builder, share via QR code, and receive legally timestamped PDFs compliant with ESIGN and UETA. Search and retrieve waivers instantly, automate receipts and reminders, and translate forms into multiple languages. WaiverKit supports custom branding, guardian signing, and multi-location teams for gyms, studios, rentals, events, and more.
Google has announced expanded Binary Transparency for Android as a way to safeguard the ecosystem from supply chain attacks.
"This new public ledger ensures the Google apps on your device are exactly what we intended to build and distribute," Google's product and security teams said.
The initiative builds upon the foundation of Pixel Binary Transparency, which Google introduced in October 2021
Cybersecurity researchers have disclosed details of an intrusion that involved the use of a CloudZ remote access tool (RAT) and a previous undocumented plugin dubbed Pheno with the aim of facilitating credential theft.
"According to the functionalities of the CloudZ RAT and Pheno plugin, this was with the intention of stealing victims' credentials and potentially one-time passwords (OTPs),"
While we still don't know for certain when Landman season 3 will be released on Paramount+, we do have an new update from its director that confirms a working release date theory.
Valve releases official Steam Controller and Puck CAD files for modders and accessories makers With the release of official CAD files for its Steam Controller and Puck, Valve has made it much easier for modders and accessories makers to create mods, stands, and custom add-ons for Valveβs new gamepad. Valveβs package contains STL and STP [β¦]
Synology today announced the availability of the new FS6420 and FS3420, two all-flash block and file storage systems built for latency-sensitive enterprise workloads. The new systems offer significant improvements in IOPS and throughput performance for on-premises virtualization, databases, and enterprise applications.
"More organizations than ever are running demanding on-premises workloads and need storage that can accommodate them." says Jeffrey Huang, Product Manager at Synology. "The FS6420 and FS3420 deliver substantial IOPS improvements over their predecessors, boosting performance for latency-sensitive workloads. They're strong options for a wide range of mid-size and large enterprises and colocation environments looking to implement enterprise applications and virtualization workloads."
AMD reported impressive first-quarter 2026 earnings, and during the earnings call, CEO Dr. Lisa Su shared some intriguing insights about the agentic AI era. This era is driving CPU usage to unprecedented levels, to the extent that the number of CPUs in a single compute node is becoming almost equal to the number of GPUs. In response to a question from an analyst, Dr. Lisa Su explained that the traditional setup of one CPU paired with four or even eight GPUs is shifting towards a one-to-one ratio of CPUs to GPUs. This change indicates a surge in CPU demand due to the agentic features, which require large language models to utilize the host CPU for continuous updates and orchestration of these agents. Previously, CPUs primarily served as hosts to initiate GPU operations for training and inferencing AI models. However, as AI becomes more agentic, the CPU's role is becoming significantly more important.
AMD's Lisa Su...We certainly see the movement towards where in the past, the CPU to GPU ratio was primarily just as a host node in like a 1:4 or 1:8 configuration node, now changing and getting closer to a 1:1 configuration or even -- you can even imagine if you get lots and lots of agents that you could have more CPUs and GPUs...
AMD today announced financial results for the first quarter of 2026. First quarter revenue was $10.3 billion, gross margin was 53%, operating income was $1.5 billion, net income was $1.4 billion and diluted earnings per share was $0.84. On a non-GAAP(*) basis, gross margin was 55%, operating income was $2.5 billion, net income was $2.3 billion and diluted earnings per share was $1.37.
"We delivered an outstanding first quarter, driven by accelerating demand for AI infrastructure, with Data Center now the primary driver of our revenue and earnings growth," said Dr. Lisa Su, AMD chair and CEO. "We are seeing strong momentum as inferencing and agentic AI drive increasing demand for high-performance CPUs and accelerators. Looking ahead, we expect server growth to accelerate meaningfully as we scale supply to meet demand. Customer engagement around MI450 Series and Helios is strengthening, with leading customer forecasts exceeding our initial expectations and a growing pipeline of large-scale deployments providing us with increasing visibility into our growth trajectory."
A few hours ago, Ubisoft leaker xj0nathan decided to share a screenshot from a private playtest of Assassin's Creed Invictus, the rumored multiplayer Fall Guys-inspired spin-off. However, the official Assassin's Creed X account responded to him quickly, claiming that the screenshot had been heavily altered with AI tools: Nice tryβ¦ This might have started as an image from our private test, but itβs been heavily altered (most probably with AI). Not great to spread misinformation. π For those genuinely curious about the project: we'll share more when the time is right! As you would expect, the leaker didn't take too [β¦]
Poddle is an AI-powered decision intelligence platform designed to help founders, product teams, and business leaders think better, faster, and more strategically. It transforms scattered information, ideas, and signals into structured insights by combining human input with intelligent agents. Instead of passively consuming content, users actively co-create ideas, validate assumptions, and explore strategic directions through collaborative spaces like decisions, insights, and ideas archive.
Raziel centralizes startup equity, venture funds, crypto, real estate, and public equities into one portfolio management dashboard. Track performance, analyze returns, manage capital calls, and generate reports with AI-powered data ingestion and over 12,000 integrations.
Raziel offers enterprise-grade security with SOC 2 in progress and supports users from individual angels to family offices and funds.
Ceyla unifies creative tools, multi-model chat, and intelligent agents so you can create, converse, and build in one place. It lets you produce consistent characters, generate influencer-style photos in global locations, and reimagine rooms with interior design styles. You can explore personalities for companionship, coaching, and planning, and equip teams with industry-focused AI, shared billing, and commercial usage rights.
Palo Alto Networks has released an advisory warning that a critical buffer overflow vulnerability in its PAN-OS software has been exploited in the wild.
The vulnerability, tracked as CVE-2026-0300, has been described as a case of unauthenticated remote code execution. It carries a CVSS score of 9.3 if the User-ID Authentication Portal is configured to enable access from the internet or any
QyTw0, the Finnish AI lab founded by former AMD Silo AI CEO Peter Sarlin, is now valued at β¬325 million (approximately $380 million) after raising a β¬25 million angel round ($29 million). It's a sign of enduring tailwinds for AI, quantum computing, and sovereign tech, especially for Europe-made companies.
Booxβs phone-like ereader gets a flashy Pro upgrade, with color E Ink, stylus support and mobile data making it more versatile, though the even higher price stings.
With a little over a month left before the launch of Assassin's Creed: Black Flag Resynced, Ubisoft has given us a look at what to expect from the latest entry into the long-running game franchise, specifically the overhauled combat, parkour, and stealth. The game studio showed off a long list of features and updates to the game, but the gist of it is that Ubisoft has invested time making the combat more reactive and challenging, the parkour more responsive and fluid, and the stealth gameplay more engaging and intuitive.
Possibly the most important and exciting new mechanic coming to Assassin's Creed: Black Flag Resynced is a combat rework that makes enemy NPCs more interesting to face off against. According to Ubisoft, the combat in Black Flag Resynced will be "more demanding," thanks to what it calls Adaptive Enemies, which will spot attack patterns and adapt to them over the course of a combat encounter. "For example, wait around too much for a Parry, and enemies will react by performing Unstoppable Attacks that cannot be parried. Abuse a Kick too much, and enemies will quickly dodge them. The trick is to alternate between offense and defense. Varying your combos helps. Rotate between Kicks, Sweeps, Rope Darts, Pistols and Heavy Strikes at the end of your attack combos to confuse enemies." Enemies will also come with different archetypes, each of which have their own strengths and weaknesses, like the soldiers, who prefer to work in pairs and coordinate attacks, or the Brute, Captain, and Demolitionist, which will require players to break their guard before going in for a takedown.
Phinite is a cloud-agnostic platform to design, deploy, manage, observe, and scale multi-agent AI systems across the full lifecycle. It centralizes orchestration, integrations, and real-time supervision so teams can build reliable agent workflows, enforce guardrails, and ship to production faster. Developers connect channels and APIs, monitor performance, and audit activity from one control plane built for enterprise compliance.
Tapni is a business card CRM that helps you turn real-life meetings into qualified leads. Share your profile with a tap or QR code, capture contacts via forms or an AI business card scanner, and auto-sync every lead to CRMs like Salesforce, HubSpot, and many others.
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Fluenta is a startup-idea validator for solo founders and indie hackers who want to avoid shipping dead ideas. Unlike ChatGPT, which uses 18-month-old press releases, Fluenta scans over 200 live sources daily across six market signals: search demand, social pain, competition density, monetization, funding momentum, and urgency triggers. Each idea gets a 0-100 Launch Readiness Score with sourced data and a build, kill, or pivot verdict.
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In a recent post on X, Xbox CEO, Asha Sharma, announced that Copilot on console will officially exit active development, while Copilot on mobile will also be wound down. Copilot for Gaming was previously announced in March 2025, with the feature first making its way to mobile and later announcements predicting that Copilot would be coming to Xbox Series consoles sometime in 2026. Copilot was slated to land on Xbox consoles in the form of an AI that effectively watches you game by taking screenshots and monitoring inputs and then providing suggestions and recommendations based on that data. Judging by the wording in the announcement, this appears to be another move by Xbox Gaming CEO, Asha Sharma, to earn back the trust of gamers in what she calls "a return to Xbox." It's unclear what this means for the rest of the Xbox Gaming software suite, especially when it comes to devices like the ASUS ROG Xbox Ally and its Xbox Game Bar, but it seems likely at this point that those integrations may also eventually be removed.
The full post by Sharma reads:
Xbox needs to move faster, deepen our connection with the community, and address friction for both players and developers.
Today, we promoted leaders who helped build Xbox, while also bringing in new voices to help push us forward. This balance is important as we get the business back on track.
As part of this shift, you'll see us begin to retire features that don't align with where we're headed. We will begin winding down Copilot on mobile and will stop development of Copilot on console.
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savvio turns any video, article, or document into clear notes, a visual map of ideas, and a step-by-step action plan you can follow. Drop in tutorials, lectures, or recordings and see summaries, connections, and checklists in seconds. Grow your plans as you learn, expand steps when youβre stuck, and keep everything organized in one place while you track progress.
OpenAI officially launches self-serve ChatGPT ads with CPC bidding, conversion tracking, and expanded advertiser access through its new Ads Manager platform.
During her firm's fourth quarter earnings call, AMD CEO Dr. Lisa Su discussed the company's AI growth, the impact of agentic AI on her firm's business and competition in the AI CPU market. AMD's earnings call comes at a time when CPUs are believed to be playing a crucial role in the AI industry due the growth in agentic AI workloads. AMD's larger rival Intel saw its shares close 23% higher last month following its earnings report which saw a major profit beat and CEO Lip-Bu Tan explain the importance of CPUs in today's world. AMD CEO Discusses CPU Market [β¦]
Apple had gone all-in on AI at its WWDC 2024, promising a veritable suite of AI-powered capabilities that have yet to materialize even after two years. And now, the Cupertino-based tech giant is paying the price for over-promising and under-delivering on its much-hyped AI-powered Siri. Apple to pay $250 million to settle a class-action lawsuit that had accused it of running a false advertisement campaign by hyping up the yet-to-be-seen AI capabilities of its Siri voice assistant For the benefit of those who might not be aware, Apple had extensively touted a more personalized Siri at its WWDC 2024, promising [β¦]
While the Kindle Scribe Colorsoft might be a tempting upgrade for a digital notebook, there's no word on when, or if, it will be released in Australia. The 2024 Kindle Scribe from AU$449 will serve you very well indeed.
Mouse P.I. for Hireβs gameplay and visuals are like a beautiful vintage cheddar β it's just a shame that the Switch 2 edition grates some performance problems on the top.
SAP plans to buy German AI startup Prior Labs and invest heavily in it. It is also prohibiting customers' agents use to a select few like Nvidia's NemoClaw.
The company is making a big bet that the swiping model is outdated and most matches never turn into actual dates. The company wants to fix that by redesigning profiles, changing how people interact, and focusing a lot more on getting users to meet in real life.
A security researcher has discovered that Microsoft Edge will load all your stored passwords into memory in plaintext at startup, making it easy for malware to scrape those passwords.
Google Chrome users who have noticed unusual disk activity or unexplained drops in available storage should look for a folder called "OptGuideOnDeviceModel" inside their Chrome directory. It holds roughly 4GB of weights for Google's Gemini Nano LLM, downloaded by the browser without user consent.
AMD expects that overall PC and Gaming demand will decline in the second half of this year due to rising memory and component prices. RAMpocalypse Is The Primary Reason Why PC and Gaming Demand Will Decline In The Second Half of This Year, Says AMD In its Q1 2026 earnings, AMD's Client and Gaming segment saw a 23% increase in revenue versus the prior year, reaching $3.94 billion, while declining 9% versus the previous quarter. AMD states that its client side, which includes desktop and laptop segments, saw great traction through a strong portfolio of products, which includes its latest [β¦]
AMD's MI450 GPUs are now being sampled to customers, and there's already huge interest in the MI500 series within AI Inference data centers. Customers Are Lining Up To Deploy AMD's MI450 GPUs As Sampling Begins, Next-Gen MI500 Also Gains Traction In The "AI Inferencing" Segment During the Q1 2026 earnings call, AMD CEO Dr. Lisa Su confirmed that they have started sampling the first Instinct MI450 GPUs to "lead" customers, and the chips remain on track for deployments at various data centers in the Helios rack, which will see production shipments commence in the second half of this year. Several [β¦]
AMD has just announced its earnings for Q1 2026, posting a record revenue of $10.3 billion driven by strong demand for its EPYC CPUs & Instinct accelerators in the AI segment. AMD Delivers An Outstanding Q1 2026, Driven By Strong Sales of EPYC CPUs & Instinct Accelerators While Tackling Supply Constraints In The Agentic AI Era AMD's CEO outlined an "outstanding" first quarter for the company, with revenue of $10.3 billion, a 38% increase versus the previous year. This growth was driven mainly by strong demand in the data center and AI segments, which were up 7% year over year [β¦]
Appleβs launch strategy for this year is going to be a little different, as the base iPhone 18Β isnβt going to be a part of the lineup, with the company delaying the unveiling to early 2027. It turns out that the deviceβs absence from the September keynote is part of a bigger plan to maintain healthier margins during the DRAM shortage, at least thatβs what a tipster wants you to believe. The base iPhone 17 is already the best-selling smartphone in the world, with Apple expected to dominate markets by keeping it around for longer With Apple previously claimed by Weibo [β¦]
Global Reach Hub is a global platform of smart apps to sell, organize, automate, and scale businesses. It brings together an ecosystem of connected apps covering areas like payments, logistics, mobility, health, sales, and finance, operating in multiple countries and languages.
You use, sell, and promote the apps from a single place, with trackable links and an affiliate program to monetize. The hub continuously grows, allowing new projects to be added without changing the structure while keeping everything integrated.
Chinese researchers developed a coal fuel cell that generates electricity without combustion while capturing carbon dioxide and potentially achieving significantly higher efficiency levels.
Xbox CEO Asha Sharma confirms the end of Copilot on console and mobile, marking a shift away from AI features as the company focuses on speed, community, and core priorities.
The Logitech Astro A50 X is an extremely expensive item that can connect to multiple platforms and provide immensely satisfying sound quality, and now people have a better chance at owning one with this 25% discount.
SteelSeries has unveiled the Arctis Nova Pro Omni, offering feature-rich audiophile-quality performance in a wireless, platform-agnostic gaming headset.
The Steam Controller sold out instantly when it launched this week, but Valve has issued a new statement confirming it's working hard to get a restock.
Another day and another Apple Mac configuration appears to have been pulled, all in a bid to conserve precious memory resources for Apple's upcoming M5-based Mac Studio and Mac mini devices. Just days after pulling the base M4 Mac mini, Apple has narrowed the M3 Ultra Mac Studio configurator to the lone 96GB memory option First, Apple increased their lead times. And now, entire memory configurations for the Mac Studio and Mac mini devices are going offline. Just last week, AppleΒ pulled the base variant of the Mac mini, which sported the M4 chip, 16GB RAM, 256GB of storage, and a [β¦]
Shortly after the new leadership cabinet for Xbox chief executive officer Asha Sharma was made public, Sharma took to her personal X (formerly Twitter) account to comment on the appointments but also to reveal another change regarding Xbox's direction. Microsoft's Copilot AI, which had been introduced into the gaming ecosystem as Gaming Copilot through the mobile Xbox app and the Xbox PC app, is seemingly something that no longer aligns with platform's direction. "Xbox needs to move faster, deepen our connection with the community, and address friction for both players and developers," Sharma began in her statement. "Today, we promoted [β¦]
HitKeep is an open-source, privacy-first web analytics platform you can self-host or run in managed EU or US regions. It ships as a single auditable binary with zero external dependenciesβno PostgreSQL, Redis, or ClickHouseβand stores data in embedded DuckDB.
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Kit.Club is a skincare community and product discovery platform that helps you find routines and products that truly fit. Explore honest reviews, follow real routines, and browse curated Kits from people you'd actually ask. Search in your own words or let guided discovery narrow choices by concerns, ingredients, or goals. Track whatβs trending, read editorials explaining ingredients and techniques, and share your own Kit to help others.
GetHireToday is an AI-powered resume builder designed to help resumes pass ATS filters. It uses AI to rewrite weak resume bullets with measurable impact, scores resumes against job descriptions, and exports clean ATS-safe PDFs. A free tier lets users build a complete resume before upgrading.
Abhishek Das, co-founder and co-CEO of Yutori, says building reliable automation requires strict standards, not optimistic assumptions about user patience.
Ukraine repurposes Antonov An-28 into an anti-drone platform using miniguns and interceptor drones, balancing cost efficiency with operational limitations.
With Apple's latest operating system updates, users will reportedly have their pick of which third-party AI models they want to use for a host of tasks.
Christophe Fouquet, who became ASML's CEO in 2024 after more than a decade at the company, sat down with this editor on the rooftop deck of his Beverly Hills hotel Tuesday morning ahead of his appearance at the Milken Institute Global Conference. Dressed in a blue suit and white shirt, he was relaxed β even when the conversation turned to the rivals.
Micronβs 6600 ION SSD is the storage density king Micron has officially launched the βworldβs highest capacity commercially available SSDβ, their 245.76 TB 6600 ION. This datacenter SSD is designed for rack-scale deployments to support AI, cloud, enterprise, and hyperscale workloads. This drive allows an absurd amount of data to be stored on a single [β¦]
Microsoft reveals Xbox Game Pass's first batch of new games coming in the first half of May 2026, and it's stacked with highly anticipated titles like Forza Horizon 6 and Subnautica 2, and critically-acclaimed hits like Doom: The Dark Ages.
Star Wars: Fate of the Old Republic director Casey Hudson announced the game's lead dev team on Star Wars Day, and it's full of KotOR and Mass Effect talent.
Xbox CEO Asha Sharma is overhauling the brandβs leadership team following a difficult earnings report, bringing in new talent from CoreAI and Instacart while Kevin Gammill and Roanne Sones depart.
PassMark's MemTest86 update version 11.7 (Build 1000) has added preliminary testing for the LPCAMM2 memory type, primarily for Intel's "Meteor Lake" and "Arrow Lake" chips. This means that the latest memory form factor can now be tested using a standardized testing methodology. With the rise of LPCAMM2 appearances, it is only logical that MemTest86 adds support for this form factor, which we have started seeing on Lenovo ThinkBook 14+ and 16+ and Framework Laptop 13 Pro models, especially from major DRAM manufacturers such as CXMT and Samsung. CXMT's LPCAMM2 memory uses LPDDR5X-8533 modules, while Samsung's modules are running LPDDR5X-9600 memory stacks. Interestingly, with further support from SK hynix, Samsung, Micron, and now CXMT, LPCAMM2 is aiming to become a universal standard for memory. Since the upcoming DDR6 memory is scheduled to be the main driver behind (LP)CAMM2, having a memory testing tool is essential.
Fuse Games' highly anticipated sci-fi arcade racer Star Wars Galactic Racer is due to arrive on PC, PlayStation, and Xbox this coming October 6, 2026. That much we (officially) learned last week, and today NVIDIA revealed that it'll arrive this coming fall with support for NVIDIA DLSS 4.5 with Dynamic Multi-Frame Generation and NVIDIA Super Resolution. It'll also support DLSS Ray Reconstruction on PCs and laptops powered by NVIDIA's GeForce RTX graphics cards, and of course, players who are running NVIDIA's latest RTX 50 Series graphics cards will be able to take full advantage of NVIDIA's suite of graphical technologies. [β¦]
The wins in Appleβs column havenβt stopped increasing, and thatβs terrible news for rivals as the latest data reveals that the iPhone maker is now the top manufacturer when comparing global smartphone revenue share for Q1 2026. In fact, the latest statistics show that Apple rules this segment with an iron fist, with its mobile devices accounting for 48 percent of the worldβs revenue, with the remaining firms left to fight over breadcrumbs. The latest research reveals that the Average Selling Price (ASP) of Appleβs iPhones is $908, with a record 21 percent share in global shipments for Q1 2026 [β¦]
Every child has untapped potential. TUTOREM is the AI learning companion that finds it by generating endless adaptive questions across 11 subjects, learning from every answer, and adapting to exactly how your child thinks. It includes a parent dashboard, Focus Lock sessions, Kids Mode for ages 5-7, MAP test prep, and works offline. A free tier is included.
Samsung and partners propose floating data centers to accelerate AI infrastructure deployment, though execution challenges and offshore risks remain unresolved.
The Argos bank holiday sale continues this week, so I've looked through the event once again to pick out all the best new tech deals that are still available.
Arnell joins Gebbiaβs National Design Studio under Trump to unify UX across 27,000 federal sites and streamline how Americans use government services.
OpenAI is taking the next step in building its ChatGPT ads platform β introducing self-serve buying, CPC bidding and improved measurement to bring more advertisers into the ecosystem
Whatβs happening. Ads in ChatGPT are moving beyond a limited pilot, with new ways for businesses to buy and manage campaigns. Advertisers can now access inventory through agency and tech partners β or directly via a new beta Ads Manager rolling out in the U.S.
This marks a shift from a controlled test environment to a more scalable ad platform.
Why we care. Until now, access to ChatGPT ads has been restricted and expensive, limiting participation to large advertisers. These updates lower the barrier to entry, opening the door for SMBs, startups and a wider range of brands to test the channel.
At the same time, introducing CPC bidding brings ChatGPT closer to established performance platforms, allowing advertisers to optimise for actions β not just impressions.
Self-serve Ads Manager. The new Ads Manager gives advertisers direct control over campaigns, including budgeting, bidding, creative uploads and performance tracking.
While still in beta, it signals OpenAIβs intention to build a full-service ad platform β not just a partner-led ecosystem.
Between the lines. This is a familiar playbook. Platforms typically start with high-touch, partner-led campaigns before moving to self-serve tools that unlock scale. ChatGPT is now entering that second phase.
CPC bidding arrives. Previously, ChatGPT ads were sold on a CPM basis. The addition of CPC means advertisers can now align spend with user actions β a critical step for performance marketers.
Given the nature of ChatGPT queries β often exploratory, comparative and decision-driven β clicks could become a strong proxy for intent.
Measurement catches up. OpenAI is also rolling out pixel-based tracking and a Conversions API, allowing advertisers to measure actions like purchases, sign-ups and leads.
Importantly, this data is aggregated, with no access to individual conversations β reinforcing OpenAIβs emphasis on privacy.
Why this is a big deal. Measurement has been one of the biggest gaps in early ChatGPT ads. Without it, advertisers struggled to justify spend. These updates begin to close that gap and make optimisation more viable.
The ecosystem grows. OpenAI is also expanding its partner network, working with agencies like WPP and Publicis Groupe, as well as tech platforms such as Criteo and Adobe.
This allows advertisers to buy ChatGPT ads through tools and workflows they already use.
What to watch:
How quickly self-serve adoption scales
Whether CPC performance holds as competition increases
How measurement evolves to match advertiser expectations
Earlier this year, Google announced Universal Commerce Protocol (UCP), a protocol to allow AI-agents to buy directly from search. This went live only in Googleβs AI Mode interface in February. But now, it seems to be rolling out in the main Google Search results where there are retailers that support UCP.
What it looks like. Brodie Clark posted a screenshot, which I can replicate, of the UCP-powered βBuyβ button in the product detail overlay within Google Search, specifically for the retailer Wayfair. Here is his screenshot:
Clicking the Buy button will connect your Google checkout account with Wayfair and make the purchase without having to go to the Wayfair website to checkout.
About UCP. UCP establishes a shared language between AI agents and commerce systems, removing the need for custom integrations across agents or platforms.
UCP works with existing standards (e.g., Agent2Agent, Agent Payments Protocol, and Model Context Protocol).
Google co-developed it with partners including Shopify, Etsy, Wayfair, and Target.
More than 20 additional companies across retail and payments have already endorsed it.
Why we care. A lot of people are saying AI-agents are the future of the web, well, here is a clear sign of how agents can help retailers make money. While Wayfair did not get any traffic from Google for this query, and there is no click, 0 click-through rates from Google Search. There was an impression in Google Search that led to a purchase without any clicks to the web site.
This wonβt necessarily stop all searchers for wanting to visit the site and learn more about the product before purchasing. Just like it doesnβt stop all buyers from going into a physical store to touch and feel the product before purchasing. But some may just click βBuyβ and never visit your site.
Now that it is rolling out in the main search results, it is something to keep a closer eye on.
Valve plans to update Steam fans on their controller restock plans soon Valveβs Steam Controller went on sale yesterday, and as expected, it quickly sold out worldwide. Today, Valve has confirmed that it is βworking on getting more stockβ, and that it plans to give gamers an update and a restock timeline soon. Scalpers have [β¦]
NβStudio is now available on the Microsoft Store, offering a free Starter version with screen recording, audio capture and export tools. A $36 Professional upgrade adds timelapse support, extra adjustments and a full multiβlayer editor.
Valve's highly anticipated release of the Steam Controller was so successful that the entire stock sold out in just 30 minutes. The demand has been nothing short of exceptional, even for a controller priced at $99 in the United States, β¬99 in European Union countries, Β£85 in the UK, $149 CAD in Canada, and $149 AUD in Australia. At around 17:00 UTC on May 4, the Steam Controller officially went on sale through Valve's website. The site experienced such a high volume of customers that the payment processing system froze, causing many to encounter errors before both the website and payment processor resumed functioning. To prepare, some customers loaded their Steam Wallets with funds days in advance, but the high demand still prevented them from securing a unit immediately. For those who managed to purchase one, congratulations. However, those who didn't are turning to resellers, who are charging about $300 for the controller. Valve is reassuring customers not to worry, as another stock drop is coming soon.
ValveSteam Controller ran out faster than we anticipated, and we hate that not everyone who wanted one was able to get it. We're working on getting more in stock and will have an update on expected timeline soon.
The full assets of Metal Gear Solid 2's HD remaster were recently leaked on 4chan. An unnamed party used the notorious imageboard to distribute the source code for every version of the remaster across all supported platforms, including the PlayStation Vita edition. The leak also reportedly includes 30GB of raw,...
The iPhone 17 was the best-selling smartphone in the first quarter, accounting for six percent of global sales. Apple's iPhone 17 Pro Max ranked second, followed by the standard iPhone 17 Pro. Samsung grabbed fourth and fifth place with the Galaxy A07 G4 and Galaxy A17 5G, respectively.
A new report from CNBC reveals that Xbox chief executive officer Asha Sharma is bringing over more of her former CoreAI team to the Xbox side of Microsoft in an overhaul of Xbox's executive team with five new members in total, the fifth coming instead from Sharma's other previous home of Instacart. Part of the move also includes the dismissal of more of the old guard, as one moves to an advisory role, and the other leaves the company. Since Asha Sharma stepped into the role of chief executive officer of Xbox, the former CoreAI president has been establishing what [β¦]
LG has showcased new OLED technologies at the SID Display Week 2026, but its 3rd-gen Tandem OLED was the main highlight of the show. LG Showcases 3rd Gen Tandem OLED That Targets Efficiency, and a 5K OLED Panel With 221 PPI The LG Display is expanding its OLED stack by introducing new monitors and new panel technologies. At SID Display Week 2026, held in Los Angeles, LG Display showcased the 3rd-generation Tandem OLED technology and a 5K RGB OLED monitor panel. The biggest highlight was the 3rd-gen Tandem OLED that brings meaningful improvements over previous OLED technologies. As per the [β¦]
NVIDIA CEO has said that China should not have access to its most advanced AI chips, such as Blackwell or Rubin. Blackwell or Rubin AI Chips are a no-go for China, but NVIDIA's CEO Wants US Firms To Continue To Compete In Global Markets The US AI policy shift towards China has been ongoing since NVIDIA's Hopper generation of chips. Export controls restricted NVIDIA from selling its bleeding-edge chips to Chinese firms & this ban has extended into the Blackwell generation. Reaffirming the US-first policy, NVIDIA CEO Jensen Huang has stated that the company's most advanced AI chips, Blackwell and [β¦]
Apple is still a fair distance away from unveiling the 2027-launching iPhone 20. Yet, the iPhone has been the focus of supply chain leaks for quite some time, which is hardly a surprise given the quantum of change that Apple is reportedly bringing to the proverbial table. Now, a well-known tipster has tried to wholly demystify the iPhone 20 by pairing feature leaks with plausible speculation. Apple iPhone 20 to sport an all-glass look, replete with solid-state buttons, a quad-curved display, and hefty use of under-display tech, and topped off with a massive battery The Weibo-based tipster Instant Digital has [β¦]
IO Interactive's James Bond licensed game, 007 First Light, is now just three weeks away from its debut. As we got closer to the launch, the developers started revealing new details; now, YouTuber JorRaptor has reported that Gameplay Director Andreas Krogh confirmed the game's average length is around 20 hours. That's without counting theΒ Tactical SimulatorΒ mode (inspired by HITMAN's escalations), which will repurpose main story locations with added difficulty, restrictions, and online leaderboards, with new missions added post-launch. Notably,Β all cosmetic outfitsΒ (including pre-order and special edition ones) areΒ restricted to the Tactical SimulatorΒ and cannot be worn in the main campaign, where Bond's wardrobe [β¦]
Quantware is building the world's most powerful Quantum processor, and Intel is one of the investors behind it and the company's KiloFab project. Quantware's VIO-4K Quantum Processor Can Drive 10,000 Qubits, 100x More Than Today's State-of-the-Art Quantum Computers Quantware has raised $176 million to build the world's fastest and largest quantum processor to date, the VIO-4K. The company will also be building KiloFab, the largest dedicated quantum open architecture fab, as it anticipates strong customer demand, boosting its production capacity by 20x. In the announcement, Quantware secured new investors, including Intel Capital, In-Q-Tel, and ETF Partners, which are in addition [β¦]
Exemplar provides a web and API-based hub for SRE and Day 2 operations by centralizing uptime monitoring, incident management, and self-service automation. It integrates directly with major cloud and productivity platforms to consolidate engineering workflows under a freemium model. It supports cross-platform integrations including AWS, GitHub, Linear, JIRA, and Grafana, and provides built-in SRE tools such as status pages, SSL tracking, and vendor monitoring. The platform offers flexible access through web, MCP, and API platforms.
Woop solves one thing: Search Results. Analyze your website, competitors, and keywords to target what makes your product stand out. It generates actionable insights and executes them.
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Renowide is a marketplace for trained AI agents. There are many AI agents now, and anyone can build one. But most are not helpful if they aren't trained enough or on the right data. So we made a place where developers list agents they have actually trained and earn 85% every time one gets hired. Businesses can hire them and stay compliant with laws like data residency and audit trails. Set a budget, approve proposed actions, and the agent runs 24/7. You can also embed an agent on your site or use one API key to access 200+ agents and 36 MCP tools. Currently, there are 200+ agents listed, 65 active hires, and free credits for early testers.
The Apache Software Foundation (ASF) has released security updates to address several security vulnerabilities in the HTTP Server, including a severe vulnerability that could potentially lead to remote code execution (RCE).
The vulnerability, tracked as CVE-2026-23918 (CVSS score: 8.8), has been described as a case of "double free and possible RCE" in the HTTP/2 protocol handling. This issue
A newly identified supply chain attack targeting DAEMON Tools software has compromised its installers to serve a malicious payload, according to findings from Kaspersky.
"These installers are distributed from the legitimate website of DAEMON Tools and are signed with digital certificates belonging to DAEMON Tools developers," Kaspersky researchersΒ Igor Kuznetsov, Georgy Kucherin, Leonid
Timothy Cain, the co-creator of Fallout and the co-developer of The Outer Worlds, has shared his opinion on online discourse and how some players can't form their own opinion about games anymore.
According to Pennsylvania's filing, a Character.AI chatbot presented itself as a licensed psychiatrist during a state investigation, and also fabricated a serial number for its state medical license.
The company said the model reduces hallucination in sensitive areas such as law, medicine, and finance, while maintaining the low latency of its predecessor.
Google is rolling out new tools to help advertisers better understand performance across increasingly complex customer journeys.
Whatβs happening. As AI continues to transform campaigns, creatives and targeting, Google is introducing updates focused on data integration, experimentation and media mix modelling β all aimed at helping marketers turn fragmented signals into actionable insights.
Why we care. Automation has made it easier to run campaigns, but harder to understand whatβs actually working. These updates make it easier to connect data, prove whatβs actually driving results, and make smarter budget decisions across channels. As AI handles more of the execution, having strong measurement in place becomes the key differentiator for performance and growth.
Data is the starting point. Google is expanding its Data Manager to give advertisers a clearer view of how their data flows across platforms like BigQuery, HubSpot and Shopify.
A new map-based interface will help marketers visualise connections between data sources and identify gaps in tracking or configuration. At the same time, updates to the Google tag aim to simplify setup, allowing advertisers to upgrade existing tags without additional coding.
The goal: make it easier to unify signals and improve data quality β which directly impacts campaign performance.
Between the lines. Google is acknowledging a long-standing issue β advertisers struggle more with data setup and integration than with campaign execution itself.
By simplifying tagging and data flows, Google is trying to remove one of the biggest blockers to effective AI adoption.
Proving what actually works. Google is also introducing Meridian GeoX, a new geo-experimentation tool designed to measure incremental impact across regions.
Built on an open-source framework, GeoX feeds into Googleβs broader Marketing Mix Model, Meridian, giving advertisers a more defensible way to validate performance β especially when presenting results to finance teams.
This signals a shift toward causal measurement, not just correlation.
Why it matters. As privacy changes reduce visibility and attribution becomes more complex, marketers are under pressure to prove impact. Tools like GeoX aim to provide that βground truthβ β something many attribution models struggle to deliver.
Simplifying media mix modelling. To address the complexity of Marketing Mix Models (MMMs), Google is launching Meridian Studio β a Google Cloud-powered platform that helps teams build, customise and scale models more easily.
The focus is on operationalising MMMs, making them less resource-intensive and more accessible for enterprise teams managing large datasets.
What to watch:
Whether advertisers adopt MMMs more widely with simplified tools
How effective GeoX is in proving incremental impact
If improved data visibility translates into better campaign performance
Bottom line. Google is making a strategic shift: in an AI-driven world, better measurement β not just better automation β will determine who wins.
Say goodbye to Windows 11βs unwanted MSN feed Microsoft has announced that it is finally getting rid of Windows 11βs MSN News widget feed. With new Windows Insider builds, the MSN News Widget is gone. Better still, the Widget feed will only open when clicked, preventing it from opening on mere mouse hover. Yes, accidental [β¦]
Companies like Apple are always seeking top-tier manufacturing for their Apple Silicon products, which range from the A-Series chips in iPhones and low-power MacBooks to the more powerful M-Series SoCs that power iPads and higher-end Macs. Manufacturing these custom processors has traditionally been handled by TSMC, but Bloomberg now reports that Apple has been in talks with both Intel Foundry and Samsung Foundry to manufacture some of its chips in the coming months. It has been known for some time that Apple is exploring Intel's 18A-P process design kits (PDKs). Apple has used version 0.9.1 of the PDK designed for Intel's 18A-P node. With performance, density, power, and other metrics meeting expectations, Intel could become Apple's source for advanced node production by 2027.
Additionally, Apple is reportedly waiting for Intel to release the 18A-P PDK version 1.0, which is on track to launch in the first half of 2026 or may have already been released to partners. Once available, Apple plans to start with the lowest-end M-series chip, used in MacBook Air and iPad Pro devices, as previously mentioned. This node is particularly interesting due to its performance characteristics, as the 18A-P can deliver a 9% performance increase at the same power level or achieve 18% power savings at the same performance level compared to the standard 18A. This is exactly what Apple is looking for. Coupled with better thermal conductivity, these designs should offer improved heat dissipation and performance compared to what Apple currently achieves with TSMC's 3 nm process in the M5 SoC.
Each week, new games and apps integrating NVIDIA DLSS, NVIDIA Reflex, and advanced ray-traced effects are released or announced, delivering the definitive PC experience for GeForce RTX players. This week, Dead As Disco enters Early Access, and there are new looks at two highly anticipated, upcoming games: Star Wars: Galactic Racer, and 007 First Light.
STAR WARS: Galactic Racer Launches Worldwide On October 6th, Featuring DLSS 4.5 On GeForce RTX PCs & Laptops
Star Wars: Galactic Racer is a high-stakes reinvention of racing born in the lawless Outer Rim of the Star Wars galaxy. The Empire's grip on the galaxy has finally broken, and with its fall comes a new obsession: speed. As the New Republic struggles to rebuild, gambling, entertainment, and glory fuel a booming underground. Out of this chaos, the Galactic League is born: an unsanctioned racing circuit where syndicates sponsor pilots, fortunes are won and lost in seconds, and only the bold survive.
In a blog post, the Menlo Park-based tech giant said it is developing an advanced AI system to scan photos and videos on Facebook and Instagram, analyzing users' bone structure, height, and other visual cues to estimate their age, while insisting that it is "not facial recognition." The AI will...
Any product that emits radio frequencies must pass through the FCC's equipment authorization process before it can be legally imported or sold in the US. That includes the obvious stuff like phones, tablets, PCs, Wi-Fi routers, along with the growing number of gadgets that insist on adding Bluetooth or Wi-Fi...
The change defines how violations are handled when the "driver" is software. The gap has already caused confusion. In San Bruno last year, police stopped a Waymo vehicle after it made an illegal U-turn but were unable to issue a ticket. "Since there was no human driver, a ticket couldn't...
Yesterday, Valve launched its Steam Controller (2026), the follow-up to its 2015 predecessor and an improvement based on the years of learning Valve took from developing that first controller, to the Steam Deck, and now this latest gamepad. The launch went about as well as you would hope if you're Valve. The 'Buy Now' button went live on Steam, the gamepad shot up to the top of the best-selling charts, and it sold out within minutes. The unfortunate part of that last bit was that it seems Valve wasn't fully prepared for a complete sell-out of the device. In an [β¦]
After Season 2 of the best-selling game in 2025 was delayed, causing a great deal of strife within the game's community, EA and Battlefield Studios aren't allowing for the same gap between Season 2 and Season 3 of Battlefield 6. The new season will arrive next week on May 12, 2026, and the studios just debuted our first look at the new season and a tease at what will be the largest map in the game when it arrives with the return of the Railway to Golmud. Season 2 arrived back on February 17, making it a more reasonable 12-week [β¦]
The growth in agentic AI software will lead to high demand for CPUs in the AI era, believes investment bank UBS. In an investment note, the bank explains that agentic AI increases the workload for processors. It adds that this workload typically favors firms that offer chips with higher cores and are able to cater to power efficiency. As a result, UBS outlines that in the era of agentic AI workloads, chips from Arm and then AMD are slated to benefit the most, with Intel also benefiting as the total addressable market (TAM) grows. Agentic AI Workloads To Favor CPUs [β¦]
Although an official announcement has yet to be made, leaks from multiple reliable sources have made it clear that the PlayStation 6 will launch alongside a handheld system that should be more than capable of running current and next-generation games. However, much like the Xbox Series S did with the Xbox Series X and possibly the entirety of the current console generation, there is the real possibility this portable system could hold back the home console, especially with mandatory support. According to known leaker Moore's Law is Dead, who first leaked the specs for Sony's next-generation systems, the chances of [β¦]
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Xbox has unveiled the first batch of Xbox Game Pass games that'll hit the service in May 2026, with two of 2026's biggest releases set to arrive on day one for Game Pass Ultimate subscribers. Those games are, of course,Forza Horizon 6 and Subnautica 2, as one of the most anticipated first-party Xbox Game Studios' game releases and the most wishlisted game on Steam pair up on the same subscription service. They aren't the only two games entering the service in the first half of May, of course. An additional seven games are joining the service, with five out of [β¦]
Micron has just released the highest capacity and commercially available SSD to date, its 6600 ION, with a capacity of 245 TB. You Can Practically Fit Anything You Want on Micron's 245 TB "6600 ION" SSD, but These Still Aren't Enough For Data Centers Press Release: Micron Technology, Inc. (Nasdaq: MU), today announced it is now shipping the 245TB capacity MicronΒ 6600 ION SSD, the worldβs highest capacity commercially available SSD. The drive marks a major step forward in rack-scale storage density for data centers and is designed to support AI, cloud, enterprise, and hyperscale workloads, including next-generation AI data lakes [β¦]
Funcom has released a massive free update for Conan Exiles players with Conan Exiles Enhanced, a new update that overhauls the game and brings it to Unreal Engine 5. Announced last month, the update introduces UE5's Lumen Global Illumination lighting system, nanite geometry, virtual shadow maps, and an improved terrain for a significant visual overhaul. It's an update that is meant to celebrate the popular survival game as it nears its eight-year anniversary on May 8, 2026, though it's not a celebration for all of the 15 million+ players who've stepped into the Exiled Lands and the Isle of Siptah [β¦]
007 First Light is launching on PC, PlayStation 5, and Xbox Series X|S later this month, but Nintendo Switch 2 users will have to wait a little longer to experience James Bond's new gaming adventure. While the lack of a solid release window beyond a generic Summer has some worried the game has only been delayed to be canceled, IO Interactive CEO Hakan Abrak confirmed this won't be the case. βItβs running on the Switch 2. We just want to make sure itβs good as it can be. I donβt want to hear it wasnβt a good version,β Abrak said [β¦]
Intel has placed a massive order at Taiwanese manufacturers to secure advanced packaging equipment, which will be used for its EMIB plans. Intel Bets Big on EMIB, As The Company Has Placed A Huge Order To Secure Advanced Packaging Equipment From Taiwan EMIB, the advanced packaging solution and alternative to TSMC's CoWoS, has been making headlines for some time now. The packaging technology is gaining lots of momentum as potential customers line up to utilize the tech for their upcoming chips, mainly for AI purposes. This demand has now led Intel to go after Taiwanese manufacturers to secure the equipment [β¦]
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A sophisticated China-nexus advanced persistent threat (APT) group has been attributed to attacks targeting government entities in South America since at least late 2024 and government agencies in southeastern Europe in 2025.
The activity is being tracked by Cisco Talos under the moniker UAT-8302, with post-exploitation involving the deployment of custom-made malware families that have been put
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The data breach at education tech giant Instructure includes students' private data, according to a sample of the allegedly stolen data seen by TechCrunch.
Initial reports from SimilarWeb indicate ChatGPT ads are outperforming traditional benchmarks on engagement β but with limited inventory and small-scale tests, itβs too early to call this a long-term trend.
Whatβs happening. According to early analysis, ads appearing in ChatGPT conversations are generating strong click-through rates vs Display and Podcast channels, likely driven by high-intent user queries and the native way ads are integrated into responses.
Unlike traditional search ads, these placements appear directly within conversational answers, making them feel more contextual and less disruptive.
Why we care . If these early CTRs hold at scale, ChatGPT could become a serious performance channel β especially for advertisers looking to reach users at the moment of intent.
But thereβs a catch: inventory is still limited, and early performance often looks better before wider rollout introduces more competition and variability.
Between the lines. High CTRs donβt necessarily mean high performance. Conversion quality, cost efficiency and scalability will ultimately determine whether ChatGPT ads can compete with established platforms like Google Ads.
Thereβs also the novelty factor β users may be more likely to engage simply because the format is new.
Zoom in. Some categories are already showing stronger signals than others.
Motherβs Day-related prompts are far more likely to trigger adsβabout three times more than averageβbecause they signal strong purchase intent, with brands like Etsy, Nordstrom and flower retailers already showing strong visibility.
What to watch:
Whether CTRs hold as inventory expands
How conversion rates compare to search and social
If pricing models evolve beyond early testing phases
Bottom line. ChatGPT ads are off to a strong start on engagement β but until scale, cost and conversion data catch up, advertisers should treat this as a promising test channel, not a proven one.
The AI engine pipeline has 10 gates between your content and a recommendation:Β
Discovered.Β
Selected.Β
Crawled.Β
Rendered.Β
Indexed.Β
Annotated.Β
Recruited.Β
Grounded.Β
Displayed.
Won.Β
Confidence at each gate multiplies, which means your worst gate sets your ceiling, and a single near-zero anywhere in the chain drags the whole result down with it.
That dynamic leads to a simple rule. The βStraight Cβ principle: in any multiplicative system, the weakest stage sets the ceiling for the entire system, and the highest-leverage fix is always the near-zero, not the near-perfect.
Brent D. Payne nailed it in Sydney in 2019: βbetter to be a straight C student than three As and an F.β Gary Illyes had been sketching out Googleβs multiplicative ranking model, and I scribbled the lot from memory on split beer mats while everyone else went to the bar for another round. The principle stuck with me even though the beer mats didnβt.
Applied to the 10-gate pipeline, the principle makes the work order obvious: find your F grades, fix them first, then find your D grades, and only then worry about pushing your other gates from C to B to A. Below, Iβll walk you through how to identify the weak gates and prioritize them by scope.
The pipeline runs in two phases with different logic
Phase 1 (discovered through indexed) is infrastructure- and bot-centric. Itβs mostly pass or fail: either the system has your content, or it doesnβt. The fixes are technical and well-documented: sitemaps, structured data, rendering, and quality signals.
Phase 2 (annotated through won) is competitive and algorithm-centric. Your content is measured against every alternative the system has for the userβs needs.
Passing all five gates in Phase 1 means the system has your content in stock. Winning Phase 2 end to end means the system chooses you over your competition.
Each stall pattern points to its fix
Fix whatβs weak. In DSCRI, the fixes are mechanical, and success is relatively easy to measure.Β
In ARGDW, the fixes are less obvious, more indirect, and the cause-and-effect relationship is harder to demonstrate. Thatβs why so many brands and practitioners focus too much on mechanical fixes and not enough on competitive ones.
Each of the 10 gates is a place where the pipeline can stall. These are some suggestions, absolutely not exhaustive: use the strategies you already know, too.
No.
Gate name
Stall
First-party (Entity Home Website)
Second-party (semi-controlled)
Third-party (independent)
1
Discovered
Bots never find the content
Sitemaps, IndexNow, internal linking, and inbound links
Link from your Entity Home Website with clear anchor text
Outbound links from owned properties and second-party content
2
Selected
Found but ignored
Internal links, inbound links, anchor text, content around links, and Publisher and Author N-E-E-A-T-T
Anchor text, content around the link, and link back to your Entity Home for context
Outbound links from owned properties and second-party content, anchor text, and content around the link
3
Crawled
Retrieval fails
Server performance, redirect chains, pruning, and canonicals
Choose reliable platforms; keep URLs clean and stable
Prioritize coverage on sites with strong crawl reputation
4
Rendered
Retrieved, but the system canβt process it
Server-side rendering, reduce external resources, and JavaScript discipline
Use platform-native formatting; avoid embeds that block render
Prioritize coverage on properly rendered sites
5
Indexed
Rendered, but not stored
Site structure, content quality, pruning, and canonicalization
Content quality and original perspectives
Prioritize coverage on fully indexed sites
6
Annotated
Inaccurate, low-confidence annotations
HTML5, structured data, schema markup, site structure, content quality, and unambiguous entity signals
Unambiguous entity signals, and link to your Entity Home for disambiguation
Outreach to clarify entity references, clear anchor text from your owned properties and second-party content
7
Recruited
Missing from one or more layers of the Algorithmic Trinity
Provide what each layer wants: recency, originality, clarity, information gaps, helpful framing, etc.
Fresh perspectives, original content, and regular updates
Outreach for coverage and updates from news, trade, and industry sites
8
Grounded
Not selected as a reference for the topic (not Top of Algorithmic Mind)
Entity identity optimization, Publisher and Author N-E-E-A-T-T, and explicitly connect claims to proof
Consistency of identity, credibility signals, and link claims to proof
Outreach for citations from authoritative sources, and build N-E-E-A-T-T through coverage
9
Displayed
Not chosen as part of relevant answers in the funnel
Close the Framing Gap at each UCD layer, improve brand N-E-E-A-T-T
Frame content to match each UCD layer
Outreach for coverage that closes the Framing Gap, improve N-E-E-A-T-T through external corroboration
10
Won
The page was the recommendation, but didnβt get the click, the citation, or the action
Write copy, titles, and descriptions that are easy for the algorithm to extract intact; frame claims so the algorithm can respect the brand narrative without rewriting it; educate the algorithm on the brand narrative so it doesnβt distort it
Use platform fields the algorithm will lift verbatim (titles, summaries, intros), and keep brand narrative consistent across every property
Brief publishers and partners on your brand narrative so coverage frames claims the way youβd frame them yourself, and correct distorted coverage at source
Reading the table: Across the rows, infrastructure fixes (Gates 1 to 5) are specific, technical, and often binary, while competitive fixes (Gates 6 to 9) point at larger bodies of work (graph presence, proof connection, and framing gap closure) that are strategic rather than technical.Β
Down the columns, your direct leverage drops as ownership drops:
On first-party, you can fix anything.
On second-party, you control content but not infrastructure.
On third-party, your only real moves are outreach and the links you point at the property.Β
The further into the pipeline the stall sits, and the further from the entity home website it sits, the more the fix becomes about positioning rather than engineering.Β
You can buy your way through DSCRI. You have to earn your way through ARGD. Won is its own case. By the time the algorithm reaches won, it has either understood your brand narrative or it hasnβt.Β
If it has, it respects your titles, your descriptions, and your framing, and the click or citation lands the way you wanted. If it hasnβt understood you fully, it rewrites you, and the rewrite wonβt be your framing. Assuming your copywriting is top-notch, thatβll lose clients you should have won.
Educating the algorithm on the brand narrative is the work that decides which of those two outcomes you get, and the work happens across your digital footprint, over time (ongoing), and at every gate.
Work outside-in, because most of what you need already exists
The pipeline runs at three scopes simultaneously β per item, sitewide, and web wide. Every gate operates at all three. You canβt work on them simultaneously, which means the order you pick is the single biggest decision in the project, and most brands pick the wrong one because theyβre watching their competitors instead of the structure.
Hereβs a simple fact most brands miss: most of what you need is already in place.Β
You already have claims (you own a website, youβve published positioning, youβve explained who you are and what you do).Β
You already have proof (clients have written testimonials, journalists have covered you, partners have referenced you, conferences have programmed you).Β
The two layers exist, theyβre just not connected. Joining the dots between existing claims and existing proof is the biggest single piece of leverage available to almost any brand.Β
Almost nobody is doing it systematically because theyβre too busy creating new content from scratch. When I say βjoin the dots,β that means both bi-directional linking and framing (which I covered in βThe framing gap: Why AI canβt position your brandβ).
That insight reorders the work. The right sequence is outside-in, and it lines up with claim, prove, and frame at the scope level.
Sitewide first
Get your claims structurally consistent at scale. Templates make it easy for bots to digest your site only if theyβre consistent. Get the templates right, and the content taken as a whole reads clearly.Β
Make sure the categorization is logical, the schema is uniform, the internal linking pattern is predictable, and the HTML5 is built to help bots perform chunking that produces high-confidence, well-bounded representations of every part of every page.Β
Get the templates wrong, and the algorithms annotate everything with low confidence because the chunking was bad, the categorization was illogical, and the structural signals contradicted each other. Thatβs a sitewide weakness that the content carries through. This is cascading confidence at scope level.
Content is the input, context is what the templates supply, and confidence is what the system produces when context is consistent enough to make sense of the content. Start at the site level because thatβs where the cascade either begins clean or collapses before it starts.
Connect the dots to the existing proof. Once your owned property is making consistent, machine-legible claims, the second- and third-party footprint is where those claims get corroborated.Β
The work here is mostly auditing, not creating: independent journalists whoβve already covered you, client testimonials sitting on client domains, conference programs that name you, partner mentions, and third-party reviews that already exist.Β
This is the prove layer, and the leverage is enormous because your competitors are mostly not doing it. Theyβre watching each otherβs websites while the independent layer that actually decides who AI recommends sits unattended on the open web. So, update what you can, and insert bi-directional links strategically to βconnect the dots physically.β
Per item last
Frame the connection between claim and proof. Once sitewide claims are clean and web-wide proof is surfaced, itβs time to bring it all together in individual items.Β
Per-item work builds the relational bridge between specific claims and the evidence. Itβs up to you to provide the interpretive frame that tells the algorithms how to read the connection and closes the framing gap one page at a time.Β
Framing only earns its full return once the two layers underneath are solid, because the frame is the connection between things that already exist, and thereβs nothing to connect if the claim is incoherent or the proof hasnβt been surfaced.
Fix the earliest broken gate first, or the fix downstream does nothing
The pipeline is sequential. Each gateβs output is the next gateβs input.Β
First job: get content flowing through every gate without an absolute fail at any point. If discovery is broken, improving your annotation does nothing because your content never reaches annotation.Β
The rule is simple: find your earliest failing gate, fix it, then re-measure everything downstream on the improved signal. Fixing gates out of order wastes budget because the bottleneck hasnβt moved. I filed a patent for the technical implementation of this principle, but the principle itself doesnβt need the patent β itβs how any sequential system works.
Once nothing is absolutely failing, start fixing the weakest gates one by one, from weakest to strongest, to maximize the effect of each fix on the signal that flows through everything downstream.Β
If rendering drops 50% of your useful content, every downstream gate inherits the damage, no matter how strong your competitive positioning is. Push that up to 100%, and youβve doubled the signal for everything that follows.
Below are potential stalls at each gate (single page) with examples of fixes.
No.
Stall
Problem
Possible fix
1
Not Discovered
Orphaned article about your brand on Poodle Parlours in Paris Monthly
Create a dedicated page on poodleparlour.paris with a TL;DR of the article (use the opportunity to close the Framing Gap), add the publication name, author, date, and an outbound link to the article
2
Not Selected
The 600th episode of your podcast on your website is ignored by bots despite a link from the pagination
Link to it from the homepage, make the anchor text explicit (not βlisten hereβ), and add the link to the YouTube version description
3
Not Crawled
Page load time is slow at peak times
Upgrade hosting and use a CDN
4
Not Rendered
Schema isnβt being ingested by the LLM bots
Move schema inline, or, if that isnβt possible, add the same data to an HTML table on the page
5
Not Indexed
Rendered, but not stored
Site structure, content quality, HTML5, and schema markup
6
Badly Annotated
Inaccurate, low-confidence annotations
HTML5, structured data, schema markup, site structure, content quality, and unambiguous entity signals
7
Not Recruited
Missing from one or more layers of the Algorithmic Trinity
Provide what each layer wants: recency, originality, clarity, information gaps, helpful framing, etc.
8
Not Grounded
Not selected as a reference for the topics (not Top of Algorithmic Mind)
Entity identity optimization, Publisher and Author N-E-E-A-T-T, and explicitly connect claims to proof
9
Not Displayed
Not chosen as part of relevant answers in the funnel
Close the Framing Gap at each funnel layer (Understandability, Credibility, Deliverability), and improve brand N-E-E-A-T-T
10
Not Won
The page was the recommendation, but the algorithm rewrote your title and description
Improve brand Understandability of the brand narrative and framing, tighten the title, description, and intro so the algorithm extracts your version intact rather than rewriting it; these remain the most visible elements at the zero-sum moment in AI
Reading the table: gate-by-gate example issues at item level. I provide some suggested solutions for each. Youβll see that many of the fixes are actions youβd take at sitewide or web-wide scope, which is the point.Β
Scope determines whether the fix touches one URL or thousands, but the underlying mechanism at each gate is identical. Per-item work is where the fixes get specific, but the patterns repeat.
The authoritative entity advantage compounds across the competitive gates
One strategy will improve your grade at almost every gate in the AI engine pipeline: entity optimization.Β
When your brand entity is fuzzy across the three graphs (document, concept, and entity), actively optimizing the entity identity improves clarity, focus, and confidence at almost every gate.
But the advantage youβll gain isnβt uniform: at the infrastructure gates it does little, but from annotation onward, it will make a huge competitive difference.
Hereβs the authoritative entity advantage at each pipeline gate.
No.
Stall
The authoritative entity advantage
1
Not discovered
Marginal. A recognized entity in an outbound link from a third party is slightly easier to identify and trace, but discovery itself is infrastructure-driven.
2
Not selected
Significant. A recognized, trusted entity in anchor text (or near the link) increases the probability of selection.
3
Not crawled
None. Crawling is purely server, redirect, and rate-limit mechanics.
4
Not rendered
None. Rendering is purely technical processing.
5
Not indexed
Moderate. Entity clarity helps the system make canonicalization and deduplication calls with confidence; fuzzy entities produce fuzzy storage decisions.
6
Badly annotated
Major. Entity confidence is the foundation of accurate annotation. A fuzzy entity produces low-confidence, often inaccurate annotations across every dimension. A clear entity produces clean, high-confidence annotations.
7
Not recruited
Major. Recruitment into the entity graph, document graph, and concept graph is entity-driven. Clear entities get recruited β fuzzy ones get passed over for clearer alternatives.
8
Not grounded
Major. Top of algorithmic mind is entity-driven: topical ownership, N-E-E-A-T-T, knowledge graph presence, and more. The system grounds in references it trusts.
9
Not displayed
Significant. Entity recognition reduces hedging at display. The system speaks confidently about entities it understands well and hedges on the ones it doesnβt.
10
Not won
Major. Entity confidence decides whether the algorithm respects your brand narrative or rewrites it. High confidence means titles, descriptions, and framings get extracted intact. Low confidence means the algorithm fills in the gaps from training data, and that wonβt be the narrative you carefully crafted.
Reading the table: entity advantage is zero or marginal at Gates 1 to 5 (infrastructure), then carries the heaviest load through Gates 6 to 9 (the competitive phase). At won, itβs the mechanism that decides whether the algorithm respects your brand narrative or rewrites it.
This is the most underrated insight in the whole diagnostic. Optimizing any single gate gives you one gateβs worth of improvement. Optimizing the entity gives you compounding improvement across all five gates from annotated through won, which is why entity-led optimization outperforms page-led or keyword-led optimization in AI search.
The authoritative entity advantage names that compounding effect, and itβs the structural reason brands whose entities remain fuzzy pay a confidence tax at every competitive gate.
Before you create anything new, audit what you already have
Once you know which gate is failing, the first question to ask yourself isnβt βwhat do I need to create?β Itβs βwhat do I already have that would fix this?βΒ
The content on your website already makes most of the claims you need, but they are not presented clearly and consistently. Then, all brands have more existing proof than theyβre fully leveraging.
Look at things like conference programs, client case studies, trade publications, podcasts, social media, reviews, and third-party mentions. There might be a lot that you have never explicitly connected back to your brand.
Audit-first beats create-first on every metric that matters. Audit-first is cheap and fast. Create-first is expensive and slow.
The diagnostic tells you which gate needs the work, the audit tells you what you already own that could do the work, and the audit also tells you where the genuine gaps are, so when you do create something new, youβre filling a gap the diagnostic identified rather than guessing.
That principle drives the temporal triad: ROPI, ROI, ROFI.
The temporal triad turns the diagnostic into a working plan: ROPI, ROI, and ROFI
Return on past investment (ROPI) is the audit-first work itself: linking existing claims on your website to existing proof scattered across your digital footprint so the assets youβve already paid for start paying you back. Itβs the cheapest, fastest, and almost always the highest-leverage move available, because the asset has already been built and youβre paying only for the connection.
Return on investment (ROI) is the present-tense work: expanding on content thatβs already live, filling the gaps the audit reveals, and creating new pieces in the short term to support what youβre doing today. This is the layer most brands jump to first, and itβs the most expensive of the three when run in isolation, because new creation without ROPI underneath means youβre paying full price to build assets that are already partially in place.
Return on future investment (ROFI) is the planning layer, and itβs where brand strategy and pipeline strategy converge. If you have a clear sense of where the business is going (which categories youβll own in three years, which positioning youβll claim, which framings youβll need supporting evidence for), you can plant seeds today that wonβt serve you this quarter but will be load-bearing in 12 or 24 months.
At my company, we plant seeds constantly: claims and framings published now that arenβt doing visible work today but will be the corroborated proof weβll need when the next phase of our long-term strategy rolls out. The brand that runs ROFI consistently is shaping the frame against which competitors will be measured in the future.
Because youβre educating and training the algorithms, ROFI actually influences the criteria by which the market will judge you in your favor.
Three time horizons for your content (wherever it lives online): ROPI extracts value from what youβve already built, ROI improves the present, and ROFI engineers the future.
The 10 gates describe what search engines, assistive engines, and assistive agents actually do, in order, every time they decide whether to recommend you.Β
Crawl, index, rank was the right model for a 1998 search engine. It hasnβt been the right model for a long time. The brands that are still optimizing for three steps when the systems run on 10 are optimizing for a model that the engines donβt use.
This isnβt my framework. Itβs the enginesβ framework.
The engines donβt care what you find easy to measure, fun to do, or impressive at the next conference. They care whether your content survives all 10 gates with high confidence at each, and they reward the brands that build for the gates with citations, recommendations, and the actions that follow.
So treat and run it like a system. Fix your F grades first and your D grades next. Work outside-in because thatβs where the leverage already lives, and watch the rest compound on top of work youβve barely had to pay for.Β
Follow the system, and AI search pays you back, year on year, engine after engine, long past the lifespan of any acronym fashion.
Valveβs Steam Controller has been targeted by Scalpers Valveβs Steam Controller was released yesterday, and it didnβt take long for it to sell out worldwide. To the surprise of no one, the controller has started popping up on eBay, with sellers trying to take advantage of Valveβs limited stock of its new PC-optimised gamepad. Scaplers [β¦]
Apex Legendsβ Overclocked update includes performance fixes for AMDβs Ryzen X3D CPUs Respawn Entertainment has confirmed that fast CPUs are causing stutters in Apex Legends, with AMDβs Ryzen X3D CPUs particularly prone to this issue. With the gameβs newly released βOverclockedβ update, improvements have been made to Apex Legendsβ physics calculations to prevent these issues [β¦]
VS Code shipped a change that added βCoβauthoredβby: Copilotβ to Git commits by default, even when Copilot had not generated code and AI features were turned off.
Mionix today announces AVIOR AIR CARBON FIBER, a limited-edition wireless gaming mouse and the first wireless gaming mouse from Mionix. Developed over more than two years, AVIOR AIR CARBON FIBER marks the comeback of Mionix with a completely new AVIOR body, handmade carbon fiber shell, and a new wireless platform built around Nordic Semiconductor's nRF54H20 chipset.
Designed as a flagship ultralight wireless FPS mouse, AVIOR AIR CARBON FIBER introduces a new rear-placed hump, back-loaded body shape optimized for claw, fingertip, and hybrid grip players. The new body replaces the previous AVIOR design, moving away from its balanced-placed hump profile to create a more specialized shape for FPS gamers who want precision, control, and fast repositioning.
Micron Technology, Inc., today announced it is now shipping the 245 TB capacity Micron 6600 ION SSD, the world's highest capacity commercially available SSD. The drive marks a major step forward in rack-scale storage density for data centers and is designed to support AI, cloud, enterprise and hyperscale workloads, including next-generation AI data lakes and cloud-scale file and object storage. The 245 TB Micron 6600 ION E3.L requires 82% fewer racks to achieve equivalent raw storage capacity compared to HDD-based deployments. Built with Micron G9 QLC NAND that is at least one generation ahead of any competing QLC used in data center SSDs, the 245 TB Micron 6600 ION redefines high-capacity data center storage. Customers can now store and process significantly more data in far less space, while reducing power and cooling demands without sacrificing the performance required for large-scale, data-intensive workloads.
"AI workloads are driving massive growth in shared data, continuing the shift of data center storage share from HDDs toward SSDs. With 245 TB in a single SSD, the Micron 6600 ION makes solid state storage the clear choice for modern data centers," said Jeremy Werner, senior vice president and general manager of Micron's Core Data Center Business Unit. "This breakthrough capacity gives data center operators a critical new lever to improve rack-level total cost of ownership, especially as power availability becomes a defining constraint for AI infrastructure scale."
In the fast-paced world of hardware, longevity is the ultimate benchmark of quality. As ADATA Technology celebrates its 25th anniversary, we reflect on a journey that transformed a visionary startup into a global titan. For the international tech community, our history is not just a series of dates - it is a 25-year track record of stability, innovation, and the relentless pursuit of reliability.
Innovation catches the eye, but reliability keeps the world moving. For a quarter-century, ADATA has served as the "Invisible Hero" behind the world's most ambitious digital breakthroughs. Whether powering professional workstations or safeguarding personal data, ADATA provides the stable foundation that makes inspiration possible. We believe that to truly inspire, technology must first be dependable.
As hybrid work continues to blur the line between productivity and entertainment, Lenovo is betting that better audio, not just better video, can make digital experiences feel more natural across the board. Ceva, Inc., today announced that Lenovo has selected its RealSpace spatial audio software for its new ThinkPad Dual-Mode Wireless ANC Foldable Headset 8550 (Aura Edition).
The 8550 headset is designed to recreate the sensation of being physically present, whether listening to music, watching a movie, or playing a game. Instead of a traditional stereo experience, audio is rendered in a virtual 3D space that remains anchored in place. As users turn their head, sound stays fixed in the environment, just as it would in the real world, creating a more natural and immersive listening experience.
Today, Bose unveils the Lifestyle Collection, a reimagined approach to home audio designed to elevate the listening experience without sacrificing convenience. The lineup includes a wireless smart speaker, an immersive soundbar, and a powerful subwoofer, all built with Bose's most advanced proprietary audio technologies and engineered to work together across flexible configurationsβfrom a single space to multiple roomsβto deliver high-quality sound. Using Google Cast or Apple AirPlay, stream audio directly from any platform and group speakers seamlesslyβincluding those from other manufacturers. Crafted with premium materials, the new collection comes in three timeless finishes to complement any space, and an updated Bose app enables one of the simplest setup experiences in home audio.
The Bose Lifestyle Ultra Speaker ($299), the Bose Lifestyle Ultra Soundbar ($1,099), and the Bose Lifestyle Ultra Subwoofer ($899) will be available starting May 15th and can be preordered today at Bose.com. The Lifestyle Collection comes in Black or White Smoke, and the Lifestyle Ultra Speaker is also available in limited-edition Driftwood Sand ($349), a soft beige reminiscent of fine upholstery, featuring a solid white oak base that's destined to age beautifully over time.
The situation started on May 3, when Pitchford's X post showed an AI-generated image. "I asked my primary AI tool to generate a selfie that indicates how they feel based on how I interact with it and this is what it generated (note: background words were not prompted and have...
The app in question is an independent port built by developer Andrey Letov that aims to replicate the Notepad++ experience on macOS. Notepad++ itself is tightly bound to Windows, with its interface and behavior built around Win32 and the Scintilla editing component. Porting that experience to macOS means re-creating the...
The controller's Steam page initially showed it with a delivery time of 3-5 business days, but that quickly increased to 6-10 days. It was around half an hour after launch when the site showed an Out-of-Stock label, which is still there.
Guerrilla Games' upcoming multiplayer spin-off of its mainline open-world Horizon series, Horizon Hunters Gathering, is set to have its second closed beta playtest later this month, from May 22-25, 2026. The closed playtest adds two new characters for players to try out, a new story mission from the game's narrative, a new region to explore, and an increased challenge with more difficult missions and changes to one of its core game modes. The game's first closed playtest, which, just like this upcoming one, you'll need an invite to participate in, took place at the cross between February and March of [β¦]
Teamgroup has released its latest Elite DDR5 memory modules featuring high speeds of up to 8000 MT/s, which are ready for next-gen platforms. Next-Gen Platforms Will Support Some Crazy High-Speed DDR5 Memory & Teamgroup Is Ready With Its Elite Series Offering Up To 8000 MT/s Transfer Rates Press Release: Global memory leader Team Group Inc. continues to advance product performance with the introduction of new high-frequency specifications for its ELITE PLUS DDR5 and ELITE DDR5 desktop memory modules. Both products deliver speeds of up to 8000 MT/s and operate at 1.1V with CL56-56-56-128 timings, fully compliant with JEDEC standards. Designed [β¦]
Intel has accelerated its PC roadmap, with several chips including Nova Lake, Razor Lake, Titan Lake & Moon Lake on track to tackle AMD. Intel To Offer Four PC CPU Families In The Next Two Years As It Positions Its Lineup To Compete Aggressively Against AMD, Apple & Qualcomm Chipzilla is going aggressive not only on the Foundry front, but also in its PC business as it remains on track to offer four diverse chip families in the next two years. This shows heightened confidence at Intel as its PC platform execution not just accelerates, but also gets back on [β¦]
The AI boom has resulted in TSMC battling to increase its manufacturing capacity for clients to fulfill 3nm chip orders, leaving a massive opportunity for Samsung to capitalize on. However, even though the Korean giant has made strides in bringing its 2nm GAA technology to U.S. soilΒ in the form of its Taylor plant, its reliability in manufacturing higher volume at stable yields remains in question. While there have been talks of Samsung becoming a viable alternative to TSMC, companies like Tesla and Qualcomm are only considering a dual-sourcing strategy because they now have a backup option to a foundry that [β¦]
Panthalassa raises $140M to build wave-powered offshore nodes that generate electricity and run AI workloads at sea, tackling data center energy and cooling challenges.
OpenAI and Anthropic, which had existing evaluation partnerships with the center dating to 2024, renegotiated their deals to align with priorities in Trump's AI Action Plan.
The projection, based on orders already received from major Chinese technology firms including Alibaba, ByteDance, and Tencent, would represent growth of at least 60% year-over-year.
GammaFlip provides live gamma exposure charts and heatmaps for BTC, ETH, SOL, and XRP, helping traders see dealer hedging pressure and identify key volatility zones. The web app auto-plots gamma flip levels, shows 10 structural price markers, and lets you replay full GEX history with OHLC overlays. Data updates every ~60 seconds from Deribit, Bybit, and OKX. Premium unlocks dashboard, heatmap, and Time Machine, while Pro adds a REST API for bots and research.
Cuukbuuk lets you create your own recipes with AI. Describe what you want to eat or list ingredients you have to get a tailored recipe. You can ask for vegetarian, budget-friendly, or other variations. Upload photos to turn snapshots into editable recipes. Ask the AI to adjust portions or flavors, keeping ingredients and instructions in sync. Save recipes to your personal library, translate them into other languages, and share them with family and friends.
The Act introduces new online restrictions for young people, alongside an obligation for service providers to take "reasonable anti-circumvention measures." Here's why privacy raises the alarm.
Following a pledge made in January, PrivadoVPN has fully updated its Terms of Service to reflect its new headquarters in Iceland, officially leaving Switzerland behind to avoid potential mandatory data logging.
After championing the SteelSeries Nova Pro Wireless for years, the brand's new SteelSeries Arctis Nova Omni headset may be my new favorite from the brand.
Elon Muskβs claim that OpenAI wouldnβt exist without him lays bare a deeply personal battle with Sam Altman over credit, control, and the future of the company behind ChatGPT.
As the bleak sky opens over Gotham, showering Burce Wayneβs lifeless parents with stud-shaped rain, his origin story as Batman beginsβ¦ againβ¦ just not like youβve ever seen it before.
For the next four days only, you can buy one pass to TechCrunch Disrupt 2026 and get 50% off a second of the same ticket type.Β That window closesΒ May 8 at 11:59 p.m. PT.Β After that, prices go up, andΒ youβllΒ pay more to bring aΒ partner orΒ colleague.Β Register todayΒ to get your plus-one pass at 50% off.
Google is trying a new method of bot authentication named Web Bot Auth. Google posted a new help document that explains that Web Bot Auth is a βnew cryptographic protocol that helps websites to validate that bots are authentic.β
The goal of Web Bot Auth is to help you automate the process of authenticating which AI Agent bots are authentic and which are fraud.
Limited test. Google said the search compan is βtesting the protocol with some AI agents hosted on Google infrastructure.β Not all Google user agents are using Web Bot Auth and Google is not yet signing every request of agents using the protocol.
What is Web Bot Auth. Google defined Web Bot Auth as βWeb Bot Auth is an experimental cryptographic protocol used to authenticate requests sent by bots. Instead of relying solely on self-reported headers and IP addresses, Web Bot Auth allows agents to cryptographically sign their requests.β
Web Bot Auth can bring the following benefits according to Google:
Future-proofing:Β Help establish a web where agent providers and websites can build mutual trust and make informed access decisions.
Cryptographic certainty:Β Move beyond easily spoofed headers to a verified identity and decouple agent identity from IP addresses.
Better observability:Β Gain clearer insights into how agents interact with your content.
Why we care. As AI Agents become more and more common across the web, managing which Agents can access your site and web pages may become more and more of a challenge. This new method of authentication may help you allow authentic AI Agents and block the inauthentic AI Agents.
Again, this is an βexperimentalβ feature right now, so keep track of its progress.
One of the major reasons PPC practitioners hold onto syntax-oriented keyword strategies is the disconnect between βquery intentβ and βconversion intent.β For years, youβve likely relied on keywords to show you understand what your customers want and to prequalify traffic using syntax-oriented signals.
As user behavior shifts to more conversational queries and AI becomes an increasingly relevant part of the user journey, the distinction between these two intents becomes even more critical to understand and act on.
Here, weβll define query and conversion intent and explore strategies to apply them effectively. This isnβt prescriptive. You should make decisions based on what will serve your business well. However, it provides a framework for analyzing your data and optimizing for the right humans.
Disclosure: Iβm a Microsoft employee, and Iβll be sharing some examples that pull from Microsoft tooling. However, most of the strategies reflect platform-agnostic approaches.
What are query and conversion intents?
Query intent is the underlying need driving the text put into a search function. This search function can be on a SERP (search engine results page), video/social/gaming/email/site search bar, or AI surface.
Conversion intent is the human need to achieve some outcome, understood through stated and inferred data points. These range from text entered in various search experiences, content consumed, and tracked actions taken.
Different examples of query and conversion intent will have higher or lower rates of confidence based on how explicit text is, as well as patterns in content consumed.
For example, if I search βMicrosoft ads login,β both query and conversion intent are clear β I want to log in. Itβs easy to match ads and organic content to that query. Videos shown in any video query would have to do with logging in, and emails would be focused around login information.
Google SERP
Bingβs SERP
YouTube results
The query βMicrosoft adsβ is more nebulous, as such, needs to draw from other signals like previously engaged content and search history. While I might get a login page, Iβd likely also see blog/sales content, third-party advice on Microsoft ads, and potentially competitor info trying to capitalize on the general nature of the query.
Google SERP
Bing SERP
YouTube results
Letβs look at a non-branded example as well. βPurple hair dyeβ has a clear transactional intent. While the user might not have a brand in mind, they know they want a specific color.Β
We donβt know if the user is looking for a semi-permanent or permanent color. We also donβt know the userβs pronouns, so matching them to a specific demographic to entice a purchase is a gamble.Β
Google SERP
Bing SERP
YouTube results
In the query βpurple hair dye for long wavy hair,β the transactional intent is maintained. However, the query focuses more on the core needs of the person behind the text. Long, wavy hair means there needs to be enough dye to cover long hair.
Additionally, while some men have long wavy hair, the person behind the query is more likely to identify as female.Β
Wavy hair has a different composition than straight or curly hair, so products specifically for wavy hair will be more relevant than those without hair type identifiers.
Google SERP
Bing SERP
YouTube results
In all of these examples, there was clear conversion intent. The human behind the query clearly wanted to achieve something. However, if we relied only on the text (i.e., query intent), we might miss a meaningful opportunity to connect with customers.Β
This is why close variants (which have been available on both Google and Microsoft for ~10 years) represent a useful way to unshackle ourselves from syntax alone.
Additionally, by limiting our understanding of queries to SERPs, we ignore critical insights from where our customers connect, work, and play. Microsoftβs internal data from March 2024 shows that brands that use both Audience ads (display, native, and video) and Search see a 6x conversion rate. Part of this is brand recognition, and the power of brand media buys influencing performance.
Yet thereβs also the pragmatic piece that some marketers refuse to engage with video and social. By being where your competitors refuse to be, you can shape and capture desire while they fight over a shrinking share of voice.
Once you understand the difference between query and conversion intent, you can begin mapping out the actions needed to capitalize on both.
Conversion intent is much easier to understand than query intent. This is why AI systems typically run queries in the background to understand human input and get at the conversion intent behind the query.Β
To succeed at shaping queries and capturing conversions, itβs critical to understand the input points for humans and the AI systems that will be serving them results.
Letβs revisit the βpurple hair dye for long wavy hairβ query:
Copilot surfaces how it arrived at the output by looking up information and finding the best matches. This is similar to the SEO concept of E-E-A-T.
Yet youβll notice that the results for my personal Copilot are different than the traditional SERP (chiefly that ads arenβt the dominant result β ads serve at the bottom of clearly transactional conversations after organic listings).
This is where the βDetailsβ function comes into play and can help you know where to focus content, feed, and messaging functions:
This product is pretty flat on price, save for some deep summer dips. If Iβm desperate for color, I might buy now, or I might wait for what seems like a regular summer sale. Iβm also getting insights into why this product is wonderful (hair conditioning, cruelty-free, vibrant, and customizable color, etc.).
These are things Iβve shown interest in through past purchases, conversations with Copilot, and other signals it has access to.
Brands that want to optimize for query intent need to make sure the following are in good order:
Feed/landing page clarity
It should be incredibly easy to map what the product/service is to the query. While there is value in some 1:1 matching of language, itβs much more important that the core offering be understood as aligned with what the human is looking for.
For example, DUI and DWI are technically two different charges and have geo implications. However, DUI tends to be the universal legal charge and service.
Images adding context
Visual content is critical to engage humans. However, if the image isnβt clear or is duplicative of another service/product page, you might confuse the user and the machine attempting to understand and position you for queries. This is why itβs critical to add alt text (even on paid landing pages) for images and videos.
A good way to test whether your visuals are serving you well is to put the landing page into a PMax campaign creator. If you see the images and they match the correct service text, youβve done a good job.
Invest time in understanding how humans and AI are querying
Free tools like Google Trends, Microsoft Clarity, and Bing Webmaster offer insights into search trends, citations, grounding queries, and which AI systems and humans are successfully engaging with your content.
Conversion intent is more straightforward, though debatably harder because it requires more creative and critical thinking:Β
Matching messages to personas
The reason one person says yes to you might be completely different from the reason someone else does. Locking in conversion intent includes being mindful of how youβre selling yourself. If you ignore what matters to your customers in reviews, intake from customer success or sales, and other signals, you risk selling yourself badly and losing the customer.
This is where AI-powered creative and audience mapping can be helpful, since platforms have access to more insights than a brand does during the auction.
Honor the impulse nature of visual content
Someone coming to you from a display spot or short video is very different than someone coming from a text-laden SERP. They were inspired to act and need frictionless paths to conversion.
One-click checkout (including solutions like Copilot Checkout) ensures humans donβt need to think to do business with you.
Ultimately, both query and conversion intent need brand and performance marketing to be successful, and itβs critical to understand how the success metrics manifest.
The converging roles of brand and performance
For a long time, brand and performance marketing were treated as separate motions, with separate owners, budgets, and success metrics.Β
Brand was about reach, recall, and long-term connection.Β
Performance was about efficiency, conversion rate, and immediate return.Β
That separation made sense when channels, measurement, and user journeys were cleaner than they are today. Itβs much harder to maintain in an environment where AI systems infer intent continuously and across surfaces.Β
A user doesnβt experience brand and performance as separate. They experience confidence, familiarity, relevance, and ease. Those signals are created over time through exposure, engagement, and trust, and they often determine whether conversion intent ever materializes, regardless of how βhigh intentβ a query might appear on its own.
From a metrics perspective, this convergence is clear. Brand-oriented activity influences performance outcomes even when it isnβt the final touch. Exposure to display, native, or video doesnβt always produce an immediate click, but it changes how humans and systems interpret future behavior.Β
When someone later performs a search, engages with an AI assistant, or compares options on a marketplace, prior brand interactions act as accelerators. They reduce hesitation, shorten decision cycles, and increase the likelihood that a conversion signal will be credited downstream.
From a strategy standpoint, this means brand work should no longer be evaluated solely on isolated upper-funnel KPIs, and Performance work canβt be evaluated purely on last-click efficiency.Β
Audience-based formats, contextual placements, and visual storytelling directly shape conversion intent by shaping preferences and expectations before a query even occurs. Search and shopping formats then serve as capture mechanisms, translating that latent intent into action.
This is particularly relevant in AI-assisted experiences, where systems synthesize multiple inputs before presenting options or recommendations. Content, feeds, reviews, images, and historical engagement all influence how brands are represented and when they appear.
In these environments, strong brand signals donβt compete with performance outcomes. They enable them by making the brand easier to understand, trust, and choose.
Brand and performance donβt need to use the same tactics, but they must be planned together. Measurement frameworks should account for assistive value, not just final interactions.
Creative strategies should recognize that inspiration and conversion often happen at different moments. Optimization should focus less on forcing intent into rigid buckets and more on supporting the full decision journey.
When we recognize that query intent and conversion intent are related but not identical, the convergence of brand and performance becomes less a philosophical debate and more an operational necessity.
Success comes from designing systems that reflect how humans actually decide, not just how they type.
Key takeaways
Query intent describes what is said; conversion intent reflects what the human needs to accomplish. They overlap, but they arenβt interchangeable.
Brand activity shapes conversion intent long before a query is expressed and influences how future interactions are interpreted.
Performance outcomes improve when Brand signals reduce friction, uncertainty, and choice overload.
AI-driven experiences amplify this convergence by relying on cumulative signals rather than single actions.
Sustainable optimization requires aligning brand and performance strategies, metrics, and expectations around the same human outcomes.
In February 2025, the world watched as a small group of humanoid robots took the stage at the CCTV Chinese New Year show for the very first time. It was a charming performance, even if the steps were shaky and the movements were mostly limited to the arms.
Just one year later, at the Spring Festival Gala, the shaky steps were gone and the humanoid robots were able to actually run and do standing somersaults and full kung fu routines with swords and nunchaku. The message was clear: in just one year, we have witnessed a decadeβs worth of advancement.
The 10-year leap in technology is real and not limited to robotics. Which raises a critical question for every digital marketer eyeing the worldβs largest web population: How has search in China progressed in recent years?
A parallel in the Chinese search landscape
The answer is that weβre witnessing the first, calculated tremors of a massive shift. AI models have not yet replaced traditional search. The evolution isnβt happening through a single βbig bang,β but through a constant, iterative pulse.Β
New LLM models are surfacing every few months, each more specialized than the last. Chinese tech giants are increasingly open-sourcing their models, and even industry leaders are hedging their bets. Baidu, for example, is integrating DeepSeek into its search experience, even as its own Ernie (Wenxin) model remains a formidable powerhouse.
Letβs look at how users actually search in China today β and what this nuanced shift from links to reasoning means for your 2026 SEO strategy.
The great narrative fallacy: Is web search dead in China?
In many marketing circles, a specific narrative has been repeated so often it has become an article of faith: βTraditional search on Baidu is dead β and has been for years. Websites are obsolete. In China, everything is WeChat.β
This narrative is almost always driven by service providers whose business models depend on WeChat, Douyin, Weibo, or Xiaohongshu marketing. To them, the βopen webβ is a ghost town. But is this actually true?
The social supremacy argument
Thereβs a grain of truth in the hype. The Chinese web is a mobile-first multiverse. Users access and explore the web through super-apps:
RedNote (Xiaohongshu / Little Red Book): This is the de facto engine for lifestyle research and travel planning.
Pinduoduo and Douyin: These are the juggernauts of social commerce and impulse buying.
WeChat: The absolute center of daily life, where everything from a quick message to a utility bill payment via QR code happens.
In this environment, social media isnβt just a channel. Itβs the air people breathe. For B2C brands, social ads can β and often do β exceed website-driven sales by orders of magnitude.
The B2B reality check
For those of us working with B2B companies that need real visibility in China, the βBaidu is deadβ narrative falls apart the moment you look at the analytics. Clients who invest in Baidu SEO and Baidu search engine advertising (SEA) continue to see a steady, high-volume stream of real human visitors β in many cases generating more qualified leads and higher conversion rates than their counterparts in the UK or Germany.
Why? Because when a B2B procurement officer or a technical engineer needs a specific industrial solution, they donβt just scroll until they find it on a social media feed. They search for a verified, authoritative source. In other words, they look for a website.
Is the social media narrative a lie? No. But ignoring a channel that β at least in the B2B sector β remains more effective in China than in many search-first Western countries is simply bad business. The goal isnβt to choose one over the other; itβs to understand how they coexist.Β
And just as weβve settled the debate between web marketing versus app marketing, a new challenger β the LLM β has entered the battleground to disrupt both.
Mapping the 2026 landscape: Intent-based specialization
To a Google-first marketer, the idea of searching anywhere but a search engine feels like a detour. In China, itβs the standard operating procedure. Users donβt just βGoogle it.β Instead, they choose the tool that fits the intent.
As a Baidu specialist living and working in China, I see this daily. While I might be optimizing a B2B landing page for Baidu, my wife is likely on Pinduoduo, finding household deals, or on Xiaohongshu, planning our next weekend trip.Β
The βeverything appβ exists, but the βright appβ always wins the click.
1. Traditional web search: The authority tier
Despite the βdeath of the webβ narrative, traditional web search remains the primary battleground for B2B and high-authority research. If a user needs a technical whitepaper, a government regulation, or a verified corporate headquarters, they go here.
Baidu: Still the mobile heavyweight, with a ~70% mobile market share. Its structural advantage is massive: The Baidu app is installed on over 724 million monthly active devices (as of early 2026). It has evolved into an AI-first portal, but for SEOs, it remains the place where the open web lives and breathes.
Microsoft Bing: The professionalβs sanctuary. It has claimed a massive chunk of desktop search for those seeking a cleaner, international, or technical experience.
Haosou (360 Search): The enterprise default, often pre-installed on corporate PCs and known for its security focus.
Sogou: Deeply integrated with WeChat, itβs the bridge between the walled garden and the web.
Google: Yes, Google. Despite the firewall, a significant population of tech-savvy professionals and researchers use it via VPN for global technical data and academic resources.
2. Social discovery: The inspiration tier
This is where search becomes discovery. Users donβt always have a keyword, but they do have an interest. In this context, SEO is about social indexing: ensuring your brand appears when a user looks for proof and not just products.
WeChat (Weixin): The internal search for official brand news and private traffic.
Xiaohongshu (RED): The ultimate product-discovery engine. If you arenβt on RED, you donβt exist in the lifestyle or luxury sectors.
Douyin: Visual, video-first search. Users search Douyin to see how something works.
Kuaishou: The powerhouse for lower-tier cities and raw, authentic grassroots content.
Weibo: Real-time search β what is happening right now in the public eye.
Bilibili: Long-form video search for deep dives, tutorials, and Gen Z subcultures.
3. Ecommerce: The transactional tier
In the West, users often start on Google and end on Amazon. In China, the journey frequently starts and ends in the same place.
Taobao / Tmall: The grand bazaar. If you want variety and brand stores, this is the first stop.
JD.com: The Amazon of China for logistics and high-end electronics.
Pinduoduo: The favorite for daily essentials and group-buy deals. Its search logic is entirely driven by value for money.
Douyin Mall: The rising star of βimpulse search,β merging entertainment with immediate checkout.
Xianyu (Goofish): The go-to for the thriving second-hand market and hobbyist niches.
4. Generative AI (LLMs): The reasoning tier
This is the newest layer of the map β the βthinkingβ search. These AI models donβt just produce lists of links. They are assistants that synthesize the web for the user.
Doubao (ByteDance): Currently the most popular consumer AI assistant, used for casual, conversational queries.
DeepSeek (Domestic): The choice for developers and those in need of βdeep thinkingβ logic. Itβs the engine currently getting tested inside WeChatβs search bar.
Kimi (Moonshot AI): The king of long-context. Users use Kimi to search through 50-page PDFs or complex financial reports.
Qwen (Alibaba): Powerfully integrated into the Alibaba ecosystem for business and coding tasks.
Tencent Yuanbao: The βAI brainβ for WeChat content.
Wen Xiaoyan (Baidu): The AI-facing evolution of Baidu search.
5. Hyper-local and logistics: The utility tier
For the physical world, search is about βnowβ and βnear me.β
Meituan / Dianping: If youβre hungry or want to see a movie, you donβt use Baidu. You use Dianping for reviews and Meituan for transactions.
Amap (Gaode) / Baidu Maps: The βsearch engines of the real world.β SEO on these platforms is purely about point-of-interest (POI) optimization.
Ctrip (Trip.com) / Railway 12306: The specialized gates for the massive domestic travel market.
From mapping to maneuvering: The Baidu specialistβs edge
Baidu SEO isnβt dead; your website just isnβt the sole focus of web search anymore.
The βwalled gardenβ SERP: A decade of distraction
If youβre a Google-centric SEO, there are some notable differences when working with Baidu:
The ad-heavy layout: It isnβt uncommon to see ads claiming the top, middle, and bottom of a Baidu search engine results page (SERP), occupying nearly 50% of the visible real estate.
The Baidu monopoly: The most coveted organic positions are almost always reserved for Baiduβs own properties. Baidu Baike (the encyclopedia), Baidu Zhidao (the Q&A hub), and Baijiahao (the news/blogging arm) are the permanent residents of Page 1.
The portal giants: High-authority giants like Zhihu (Chinaβs Quora), Bilibili, and Sohu take up whatever space is left.
Riding the Chinese SERP dragon
In this environment, ranking a corporate homepage for a high-volume keyword is a foolβs errand. Instead, weβve mastered the art of the βlong-tail dragon.β
In the West, we talk about the long tail of search as a small, niche opportunity. In China, with its linguistic complexity and massive user base, the long tail is a winding, multi-layered beast that is often more lucrative than the head terms.Β
And we donβt just rank a website; we piggyback on the authority of the platforms Baidu already trusts. If you canβt beat Baidu Baike, you become the verified entry inside it.
Interestingly, it is these very platforms β the ones weβve been using to bypass the βblue link problemβ β that have now become the primary focus of the next generation of search.
What is changing in Baidu SEO?
In China, there is no brand loyalty toward particular AI models, as Westerners have toward platforms like ChatGPT and Claude.
The AI-switching reality
Chinese users are restless. They donβt stick with one model. They switch β sometimes because a hyped model hits a downtime wall, and sometimes because a new model claims the throne of the βmost intelligent AI.β In this cycle of competition and user preference, an SEO canβt just focus on the βbig sources.β
If youβre following the Western playbook, youβre likely chasing Reddit, Quora, and YouTube as your βsources of truthβ for AI training. But in China, that focus is dangerously narrow. To win the reasoning battle, you must understand the investor-source connection.
Brainstorming the wisdom platforms
If you want to train AIs to see your brand in China, you have to look at the platforms they were built on:
Tencent is invested in Sogou. In 2021, Tencent fully privatized Sogou. This means Sogou Baike is no longer just a Baidu alternative β it is now a core training set for Tencentβs Yuanbao. If you ignore Sogou Baike, youβre invisible to the AI search bar inside WeChat.
Bytedance owns Baike.com. Bytedance bought Baike.com (formerly Hudong Baike) specifically to fuel its search ambitions. If you want to get cited by Doubao, your content needs to be mirrored here and not just on Baidu.
The neutral giants: Keep an eye on Zhihu. Because both Tencent and Baidu are heavy investors in Zhihu, it remains one of the few neutral high-authority sources that almost every Chinese LLM uses for opinionated or expert reasoning.
The new SEO commandment
Weβre no longer just optimizing for a search engine. Weβre optimizing for a data pedigree.
If your client is B2B, you might still prioritize the Baidu ecosystem. But if your client is in ecommerce and you arenβt feeding the Qwen engine via Alibabaβs ecosystem, or the Doubao engine via Baike.com, youβre limiting your visibility across key AI systems.
The 2026 China SEO/GEO blueprint: From keywords to semantic saturation
If youβre waiting for a βDeepSeek optimization checklistβ or a βDoubao ranking guide,β youβve already missed the point. Because users switch models as often as they switch takeout apps, you canβt afford to be βBaidu-onlyβ or βWeChat-centric.β
Here is whatβs actually working for SEO in China in 2026:
Optimize for citations and not just clicks
While SEO in the West is focused on generative engine optimization (GEO), in China, itβs all about fact density.Β
The logic: When Kimi or DeepSeek performs a reasoning query, the AI looks for verifiable facts.
The tactic: Stop writing marketing fluff. Start using the inverted pyramid writing style. Lead with a direct, data-backed answer in your first paragraph. Use hard statistics, expert quotes, and structured lists. If a model canβt extract a fact from your content in 200 milliseconds, it might hallucinate a competitorβs data instead.
Build an entity moat across wisdom platforms
As we brainstormed earlier, every AI has a βparentβ with a preferred data source. But since models are now open-sourcing their weights and distilling each otherβs intelligence, your brand must achieve entity consistency.
The goal: Your brand name, headquarters, and core product claims must be identical across Baidu Baike (Baidu), Sogou Baike (Tencent), and Baike.com (ByteDance).
The result: When these models cross-check their reasoning, they find a consensus. In 2026, consensus is the new authority.
Leverage information gain
Chinese AI models have a well-observed recency bias β they prefer sources that are roughly 25% fresher than traditional search results.
The tactic: Donβt just regurgitate whatβs already on Zhihu. Provide a βunique data slice.β If everyone says βThe best time to post on Douyin is 6 PM,β and you publish a case study proving β11 AM is better for B2B industrial leads,β the AI will cite you as the βnuanced exception.β That citation is worth more than ten #1 rankings.
Weβve come a long way from the shaky steps of the 2025 CCTV Gala.
In 2026, Chinaβs search ecosystem is no longer a directory of links. Itβs a living, reasoning entity.
For the Western search specialist, the lesson is clear: The βsuper appβ was a distraction. The real story is the fragmentation of intent.
My wife still goes to Pinduoduo for the best price. My colleagues still go to Bing for technical sanctuary. And the βI, Robotβ enthusiasts of 2026 are using a rotating door of LLMs to find their answers.
As a Baidu specialist, my job has shifted from βranking a websiteβ to βarchitecting an entity.β We no longer build for the bot; we build for the source. If youβre the undeniable source of truth across the platforms that shape Chinaβs information ecosystem, it doesnβt matter which model delivers the answer.
be quietβs Dark Rock 6 series CPU coolers are launching this month be quiet has officially announced their new Dark Rock 6 and Dark Rock 6 Pro CPU coolers, both of which are launching this month on May 19th. These coolers feature all-new designs, promising significantly improved CPU cooling performance compared to their predecessors. This [β¦]
A 44% discount has been spotted for the Logitech G515 Lightspeed, a ten-keyless, wireless gaming keyboard we highly recommend for its superb battery life, responsive controls, low-profile design, and more.
Valve's new Steam Controller sold out almost immediately, and they're now being sold on eBay for as much as $399. PC gamers obviously aren't happy, but there's a good reason why scalpers feel the need to do what they do.
Xbox expands Default Game Profiles with over two dozen new titles on Xbox Ally and Ally X, improving performance and battery life through per-game optimization in the Xbox app.
Microsoft recently published a note stating that gaming PCs running Windows 11 should be equipped with 32 GB of RAM as a "no worries" update for systems handling demanding tasks like Discord alongside AAA titles running in the background. However, after our post reached millions of readers online, gamers reacted negatively to Microsoft's seemingly excessive requirement amid the worst DRAM shortage ever recorded. In response, Microsoft deleted the entire blog post. Now, clicking on the old link redirects to the Windows Learning Center, which features general blog posts with tips and tricks on enhancing your Windows 11 experience, with no trace of the original post.
As readers may recall, Microsoft promised to make Windows 11 a much-improved operating system with better performance, more UI uniformity, and reduced RAM consumption. The company is reportedly using feedback from its Insiders group, user telemetry analytics, and customer focus groups to ensure that Windows 11 is efficient, thoughtfully designed, and stable. Earlier this year, Microsoft pledged to address many user complaints, such as poor memory optimization within its flagship operating system, but these fixes have yet to be implemented. In the meantime, having more RAM is the only solution to keep operations running smoothly. However, when the company began recommending 32 GB as a "no worries" upgrade, these plans seemed like empty promises, causing enthusiasts to stick around without considering alternatives. Now, Microsoft appears to have recognized the mistake and has deleted its previous blog post, indicating that the company is actively listening to user feedback online.
Combining cutting-edge ergonomic design with convenient productivity features, the latest mouse in the Trust Home & Office range - the Vyran Ergonomic Multi-Wireless Hyperscroll Mouse - is the perfect choice for professionals looking for a comfortable mouse that works as hard as they do.
Designed with user wellness in mind, the Vyran features a vertical form with an optimal 50Β° angle and comfortable thumb rest that naturally reduces arm and wrist strain during extended use. Ideal for those working through lengthy documents, spreadsheets, and web pages, its premium metal hyperscroll wheel with tilt function enables effortless vertical and horizontal navigation, making marathon work sessions that bit more comfortable.
Samsung Display announced today that it will participate in Display Week 2026, hosted by the Society for Information Display (SID), and showcase its latest display innovations.
The exhibition will take place from May 5 to 7 at the Los Angeles Convention Center in California. Display Week is one of the world's largest display industry exhibitions, where global companies and experts gather to share advanced technologies and research achievements. Under the theme "The Spectrum of Display Innovation with AI" Samsung Display will present its latest technologies as a leading OLED company.
Kensington, a worldwide leader of desktop computing and mobility solutions for IT, business, and home office professionals, today announced an expansion of its USB-C GaN charging portfolio with the addition of new multi-port power adapters and a 240 W USB-C fast-charging cable, designed to support fast, efficient charging across multiple devices.
The expanded lineup adds 70 W and 140 W USB-C GaN chargers that allow users to power laptops, tablets, smartphones, and accessories from a single compact adapter, reducing the need for multiple chargers and outlets.
When Bloomberg recently asked Take-Two CEO Strauss Zelnick why the company has not yet discussed a PC version of GTA 6, he emphasized the importance of focusing on the company's "core" users. The comments imply that Take-Two still views the PC as a secondary market. Despite this, Zelnick acknowledged that...
The basic concept is straightfoward: generate electricity from waves, use it on the spot, and run AI chips with no connection to the grid. Panthalassa builds autonomous platforms it calls nodes, tall steel structures that sit mostly below the surface and rise and fall with the motion of the sea.
According to Korean publication The Elec, Samsung, SK Hynix, and Micron have asked substrate manufacturers to move forward with DDR6 production. The companies are now coordinating designs and conducting preliminary development of the new memory standard.
Every AI tool, workflow automation, and productivity app your employees connected to Google or Microsoft this year left something behind: a persistent OAuth token with no expiration date, no automatic cleanup, and in most organizations, no one watching it. Your perimeter controls don't see it. Your MFA doesn't stop it. And when an attacker gets hold of one, they don't need a password.
OAuth
Threat actors are actively exploiting a critical security flaw impacting an open-source content management system (CMS) known as MetInfo, according to new findings from VulnCheck.
The vulnerability in question is CVE-2026-29014 (CVSS score: 9.8), a code injection flaw that could result in arbitrary code execution.
"MetInfo CMS versions 7.9, 8.0, and 8.1 contain an unauthenticated PHP code
Apple has once again raised the possibility of making its chips at Fabs besides TSMC, as it is in early talks with Intel and Samsung. Intel & Samsung Emerge As Potential Fix To Apple's Supply Constraints Affecting Its Consumer Chips Bloomberg has just dropped some big news surrounding Apple, which is in early talks with Intel and Apple to secure additional supply for its consumer lineup. The report highlights that Apple has held "exploratory" discussions with the two semiconductor firms as it aims to diversify the production of its chips. The company has so far relied upon TSMC for its [β¦]
Being fast can be a problem, well, you haven't heard that one right? Apex Legends developers just fixed an issue with physics calculations on AMD Ryzen X3D CPUs caused by their high single-threaded performance. Apex Legends Patch Addresses Physics Calculations-Based Stutters Encountered On CPUs With Fast Single-Threaded Performance, Such as AMD's Ryzen X3D Apex Legends rolled out its latest patch, "Overclocked," which includes a range of changes, including performance improvements on the PC platform. One of the changes is unexpected, which calls out the fast single-threaded performance of AMD Ryzen X3D and a similarly performant CPU as the primary cause [β¦]
Around five months ago, CI Games CEO Marek Tyminski signaled a shift in tone for Lords of the Fallen 2 away from "political correctness" and toward, among other things, skimpy female armor designs. Now, that's been confirmed with the official reveal of five concept art pieces that leave little to imagination: the female characters will feature much more revealing armor sets in the upcoming Soulslike sequel. The studio claimed to be responding to players' feedback: You wanted fierce. You wanted beautiful. You wanted provocative. The reveal also took place in partnership with content creator TheBackgroundNPC, who focuses specifically on female [β¦]
Apple is reportedly in early talks with Intel and Samsung to secure more production for its advanced chips, as the company is constrained by the limited availability of advanced nodes that its SoCs are produced on.
The Inland QN450 is a surprisingly capable Gen 4 drive with strong all-around performance and exceptional power efficiency. It outshines the NV3 but has hardware uncertainty and low TBW.
Nvidia's Jensen Huang reiterates that American companies should be able to ship their products globally, but maintains that the latest AI accelerators should remain in America.
Every hardware component you need to build a top-tier gaming PC, all in one Newegg combo bundle. It also helps that it saves you a whopping $1,385 and includes a powerful RTX 5080 and 9850X3D.
Karaads is a social platform that lets you connect, share moments, and earn rewards by engaging with ads. It offers a personalized space where you can build friendships, watch relevant ads, and discover the latest trends tailored for you. Scroll through an algorithm-driven feed, follow creators, and engage in conversations to build authentic communities.
Essay Grader AI helps teachers grade essays quickly, delivering specific feedback, error detection, and rubric-aligned scores. It supports custom rubrics, bulk uploads, and class organization, plus built-in summarization and AI content detection. Companion tools generate questions, lesson plans, and classroom materials to streamline daily work.
Take-Two CEO Strauss Zelnick has admitted that the expectations for Grand Theft Auto 6 have him terrified, even as industry analysts expect the game to sell exceedingly well.
Surfshark has just launched a dedicated app for Amazon's newest Fire TV sticks running the Vega operating system, delivering faster streaming and robust protection against hackers.
I've been campaigning for all three BBC Paradise crime dramas have a crossover episode for at least a year β and the Beyond Paradise season 4 cast is completely up for it.
Watch free streams from the Italian Open 2026 as Jannik Sinner seeks a first home men's win for 50 years β tennis TV channels, broadcasters and streams.
Resident Evil Requiem producer Masato Kumazawa has said the negative reaction to Nvidia's DLSS 5 version of Grace Ashcroft from players meant Capcom achieved the best design for the character.
I'm still not over last week's epic Amazing Race crossover that ended in hilarious disaster. But when do Hacks season 5 episodes 6 and 7 drop on HBO Max?
In February 2024, Gartner predicted that traditional search volume would drop 25% by 2026. It didnβt. Googleβs search revenue accelerated to 17% year-over-year growth, crossing $63 billion in Q4 2025 alone. But clicks per search are falling while query volume explodes. The pie got bigger. The slices got redistributed. And most search teams are still optimizing for the old pie.
Are you still poring over spreadsheets full of organic keyword rankings like itβs 2003? Your customers donβt care where theyβre getting their answers. Theyβre just looking for answers they can trust. And theyβre finding those answers across more surfaces than your rank tracker knows exist.
If your organic strategy lives in one spreadsheet, your paid strategy in another, and your AI search strategy in a third (or nowhere), youβre optimizing for a search experience that no longer exists.
What βsearchβ actually looks like now
Google βbest tax softwareβ right now. Go ahead, Iβll wait.
Count the surfaces on that single results page. Sponsored ads across the top. An AI Overview with its own recommendations and citations. A Reddit thread (because Google knows people trust other people more than brands). Organic listings from CNET, H&R Block, and others. A video carousel. Discussion forum links. A product carousel with images and prices. More sponsored results at the bottom. And a βPeople also search forβ section feeding the next query.
That is one search. One keyword. And nobody owns it.
Now think about how different people actually use that page. I scroll past everything to find the Reddit thread, because I want to know what real humans recommend. My dad clicks the first sponsored ad because he doesnβt understand paid advertising (sorry, dad!) and just trusts Google to surface the best option up top. Someone else reads the AI Overview, gets a good-enough answer, and never clicks anything at all. A fourth person watches the Smart Family Money video and leaves.
Same query. Four completely different paths. Four different βwinners.β And if youβre the brand celebrating a number-three organic ranking on this page, you may be missing that most of the real estate, and most of the user attention, lives somewhere other than those blue links.
This is what I mean by the total SERP experience. Your customer sees the whole page. You should too.
But before the panic sets in: AI tools still account for less than 1% of U.S. web traffic. Google sends 300x more referral traffic than all AI platforms combined. The sky isnβt falling, but the ground is shifting.
The shift that matters most is behavioral. Wynterβs 2026 research found 68% of B2B buyers now start their research in AI tools before they ever open Google. They ask ChatGPT to narrow the field, then Google the shortlist to validate. AI evaluates, Google verifies, and your website converts. If your brand is missing from that first AI conversation, youβre not even on the shortlist when the Googling starts.
Why the click data is more interesting than scary
A Search Engine Land analysis of 25 million organic impressions across 42 clients found organic CTR drops 61% when an AI Overview appears. In addition, paid CTR drops 68%.
EVERYBODY FREAK OUT!!! Right? Not quite.
Hereβs what the panicked LinkedIn posts leave out: brands cited inside AI Overviews see 35% more organic clicks and 91% more paid clicks. Being in the AI Overview doesnβt cannibalize your traffic. If anything, it amplifies it. The AI Overview functions like a trust signal, a stamp of βthis brand is relevant to your questionβ that makes people more likely to click your listing below.
The real twist, though, is that ranking well in organic doesnβt guarantee you show up in AI. Tom Capperβs research at Moz found 88% of AI Mode citations are NOT in the organic SERP for the same query. Organic and AI are pulling from different source pools. You can be number one in Google and completely invisible in ChatGPTβs answer to the same question.
And the small amount of traffic that does come from AI? It converts at more than quadruple the rate of organic, according to Semrush. These visitors arrive more informed, more intentional, and more ready to buy. Which makes sense, because theyβve already done the evaluation inside the AI interface. By the time they click, theyβre just confirming and often converting.
The org chart is the problem
Most companies have SEO reporting to content, PPC reporting to demand gen, and AI search reporting to nobody. BrightEdge found 54% of organizations have handed AI search to the SEO team alone, which is a little like asking your plumber to also handle the electrical work because, hey, itβs all in the same house.
The waste from this setup is real. One branded Performance Max campaign paid roughly $500,000 for clicks that would have come through organic anyway. Googleβs own research confirms: when you rank number one organically, only half your paid clicks are truly incremental. The other half? You bought what you already owned.
Meanwhile, McKinsey found that a brandβs own website makes up only 5% to 10% of the sources AI references. AI pulls from Reddit, review sites, affiliates, publishers, and user-generated content. You can have the best SEO program in your category and be completely absent from AI search results because AI is reading what other people say about you, not what you say about yourself.
The unified approach works. Level cut acquisition costs 18% and boosted SEO leads 22% by merging paid and organic for a B2B SaaS client. And we can use tools in our Level Intelligence Suite to connect performance signals across search surfaces. The channels compound each other. Treating them as separate line items on separate P&Ls leaves that compounding on the table.
Three audits you can run Monday morning
You donβt need a six-month transformation to start seeing the gaps. Three lenses, applied to your top 20 keywords, will show you where the opportunities and the waste are hiding.
Lens 1: Where do you actually appear? Check your organic rankings, paid ad coverage, and AI visibility across ChatGPT, Perplexity, and Gemini for the same set of keywords. Semrush has a free AI visibility checker. Most teams have never looked at all three surfaces side by side, and the gaps are almost always larger than they expect.
Lens 2: Where are you paying for traffic you already own? Cross-reference your number-one organic rankings with active PPC bids on the same terms. Start with branded keywords, where the waste is usually largest and the test is cleanest. If you rank first and youβre still bidding, youβre probably buying your own clicks.
Lens 3: Where is AI ignoring you? Compare your organic rankings with your AI citation presence. Only 11% of domains get cited by both ChatGPT and Perplexity, so strength in one guarantees nothing in the other. And check your robots.txt while youβre at it. If youβre blocking AI crawlers like OAI-SearchBot or PerplexityBot, youβve pulled yourself off those shelves entirely.
This diagnostic shows you the full picture. What to do about it, the actual unification framework, is what Iβm laying out at SMX Advanced.
The window wonβt stay open
Generative Engine Optimization (GEO) keyword difficulty currently averages 15 to 20, compared to 45 to 60 for equivalent SEO terms. That gap will close. Once an LLM selects a trusted source, it reinforces that choice across related prompts. The brands getting cited now are training the models to keep citing them. Winner-takes-most dynamics are being baked into the weights.
Many companies are seeing search traffic drop significantly. Those same brands, the ones that get it right, are seeing the inverse when it comes to business growth. Rankings and revenue have decoupled. The brands that win from here are the ones that stopped measuring channels in isolation and started measuring the search experience their customers actually have.
Weβre presenting a search unification framework at SMX Advanced in our session, βOrganic, paid, and AI search: one strategy to rule them all.β If you want to stop optimizing for three separate channels and start compounding performance across every search surface, join us for the session or come find the Level team at Booth #9.
Remember: The search experience that existed in 2023 is gone. The strategy should be too.
Halo Studios plans to remake the original Halo Trilogy According to a report from Rebs Gaming, Halo Studios is planning to create remakes of the original Halo Trilogy. Remakes of Halo 2 and Halo 3 are reportedly in early development, and both projects will continue regardless of the performance of Halo: Campaign Evolved. Halo: Campaign [β¦]
Team Group expands its Elite and Elite PLUS DDR5 range with new DDR5-8000 kits Team Group has officially released new JEDEC standard DDR5-8000 memory modules for its Elite and Elite PLUS product ranges. These modules can deliver 8000 MT/s speeds at 1.1V with CL56-56-56-128 timings, and support both AMD Ryzen and Intel Core Ultra systems. [β¦]
Valve's new hardware survey shows that a quarter of Windows users are holding on to Windows 10, while the most popular PC components paint a broader picture.
Playground Games has detailed six reward cars for Forza Horizon 6 that players of the previous games can get their hands on, and they're going to give you a definite leg up right out of the gate.
be quiet!, the German manufacturer for premium PC components and peripherals, is proud to announce Dark Rock Pro 6 and Dark Rock 6. These high-end air coolers feature an all-new design, significantly better performance thanks to optimized heat sinks and optimized high-performance heat pipes, as well as an extended feature set for even greater ease of use and compatibility. Both coolers are built for users who demand powerful cooling performance, maximum compatibility with high-end motherboards and RAM modules, and the virtually inaudible operation that defines be quiet!'s Dark Rock series.
"With Dark Rock Pro 6 and Dark Rock 6, we have taken our high-end air cooling portfolio to the next level," says Aaron Licht, CEO of be quiet! "With improved performance and a new level of quietness through its optional semi-passive mode, the Dark Rock 6 series delivers the cooling power and elegance users expect from be quiet!, whether they are building a heavily overclocked workstation or a compact high-end gaming system."
LG Display, the world's leading innovator of display technologies, announced today that it is unveiling its next-generation OLED technologies at SID Display Week 2026, further strengthening its OLED leadership.
During the exhibition, held at the Los Angeles Convention Center from May 5 to 7, LG Display will present OLED display solutions optimized for the AI era under the theme, "OLED Evolution for the AI Era." SID Display Week is the world's largest display event, where global companies and researchers gather to present research papers and showcase mid- to long-term future technologies and new products.
Last week, news broke that Lenovo had bought Phoenix Technologies' firmware (BIOS) technology business and now it looks like AMIβalso known as American Megatrends Incβis about to get a new owner, namely Lattice Semiconductor. That leaves Taiwanese Insyde Software as the only independent UEFI/BIOS developer in a market that at least on the desktop side has been largely ruled by AMI and is likely to continue to be so, even with AMI now being a subsidiary to Lattice Semiconductor.
Lattice is offering US$1.65 billion in cash and stock for AMI, which is a privately held company today. For those unfamiliar with Lattice, the company makes a range of FPGA solutions for a wide range of markets and is a competitor with AMD's Xilinx subsidiary and Altera, which is part owned by Intel. It's not entirely clear what the synergy is between Lattice and AMI, but a statement by Lattice CEO Ford Tamer suggests that the company thinks it might help its customers "deploy complex systems faster and with greater confidence" under Lattice's "everywhere companion chip strategy". Time will tell if this will lead to changes to AMI's current customers or not, since as the biggest UEFI/BIOS vendor out thereβused by almost all mainstream motherboard makers and many other x86/x64 hardware makersβthey have something of a unique position in the market.
The CPU market looks very different from six months ago. Intel's back in the conversation, AMD's X3D chips still rule gaming, and there's genuine value at every price point.
While the software industry has made genuine strides over the past few decades to deliver products securely, the furious pace of AI adoption is putting that progress at risk. Businesses are moving fast to self-host LLM infrastructure, drawn by the promise of AI as a force multiplier and the pressure to deliver more value faster. But speed is coming at the expense of security.
In the wake of the
The North Korea-aligned state-sponsored hacking group known as ScarCruft has compromised a video game platform in a supply chain espionage attack, trojanizing its components with a backdoor called BirdCallto likely target ethnic Koreans residing in China.
While prior versions of the backdoor have primarily targeted Windows users only, the supply chain attack is assessed to have enabled the
Final Fantasy VII Remake Part 3 has yet to be officially announced, but recent statements from director Naoki Hamaguchi suggest theΒ game's reveal and release aren't too far off. According to a high-effort leak posted onΒ ResetEra, the third and final entry in the remake trilogy will be revealed during this year'sΒ Summer Game FestΒ opening showcase on June 5, but many of the detailsΒ sound too good to be true. "I am posting this on behalf of somebody else I know to protect their identity who works somewhere in the chain between Square Enix marketing and Summer Game Fest event staff. The level of [β¦]
The memory shortage faced by Apple can be avoided as the company can purchase DRAM quantities in bulk for a multitude of products, but one area where the Cupertino firm may continue to struggle is chip supply. As TSMC is operating at its maximum capacityΒ by fulfilling 3nm silicon orders for AI customers, itβs adversely affecting iPhone 17 Pro Max shipments to the point that a customer who has been searching around for a flagship unit is unable to find one in a U.S. state. Low A19 Pro chip supply could also affect the second-generation MacBook Neo shipments, as Apple will [β¦]
China is targeting 70% local wafer sourcing as firms like Eswin scale 12-inch production, aiming to reduce reliance on foreign suppliers and support growing AI chip demand.
Notepad++ creator Don Ho has filed a trademark complaint with Cloudflare and is threatening further legal action against the developer of a macOS port.
A YouTuber has tested Intel's 12 P-core Core 9 273PQE and discovered the chip outperforms the Core i9-14900K by up to 9% in games potentially making the 273PQE Intel's fastest gaming CPU.
Levelop helps developers master coding patterns and system design through interactive challenges, an intuitive system design canvas, and daily practice. It adapts to your goals, tracks progress with personalized dashboards, and uses AI-powered guidance to keep you focused and productive. Join a community of learners and builders, set achievable milestones, and consistently grow your skills.
Vimi is an AI-powered photo studio that turns selfies, pet shots, and couple photos into polished portraits and creative artwork. Browse themed collections like Cute 3D World, Premium Portrait, Playground FX, and Elegant Sari to find a look you love. Upload photos, pick a style, and generate unique images for profiles, gifts, or celebrations in minutes.
Sony's WH-1000XX The ColleXion has been spotted adorning the ears of Damson Idris, in what appears to me to be an early tease of the super-premium cans
To address the challenges of water quality and availability in the Scheldt Basin, a vital river network flowing through Belgium, Google is supporting Agua Segura and Agrβ¦
The next Call of Duty game isnβt coming to PlayStation 4 Over the weekend, rumours began circulating that the next Call of Duty game is being developed for last-generation consoles. This means that the game was being developed with PlayStation 4 and Xbox One in mind. In response to these rumours, Activision has used their [β¦]
DDR6 memory is officially in development All major memory manufacturers, including Samsung, SK Hynix, and Micron, have reportedly started developing DDR6 memory. Alongside substrate manufacturers, βjoint developmentβ for the standard has reportedly begun. According to The Elec, this happens βmore than two years before product launchβ, placing DDR6βs launch in a 2028-2029 timeframe. JEDEC has [β¦]
Are you looking for esports-level performance without unnecessary weight? The SKILLER SGM70W delivers professional performance in an ultra-lightweight design - whether used wired or wireless. Equipped with the precise PixArt PAW3395 sensor, an extremely high polling rate, and ultra-smooth glass feet, it offers maximum control with minimal weight and is perfect for ambitious gamers who demand speed, precision, and flexibility.
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A critical security vulnerability in Weaver (Fanwei) E-cology, an enterprise office automation (OA) and collaboration platform, has come under active exploitation in the wild.
The vulnerability (CVE-2026-22679, CVSS score: 9.8) relates to a case of unauthenticated remote code execution affecting Weaver E-cology 10.0 versions prior to 20260312. The issue resides in the "/papi/esearch/data/devops/
Microsoft has disclosed details of a large-scale credential theft campaign that has leveraged a combination of code of conduct-themed lures and legitimate email services to direct users to attacker-controlled domains and steal authentication tokens.
The multi-stage campaign, observed between April 14 and 16, 2026, targeted more than 35,000 users across over 13,000 organizations in 26 countries,
This morning, Finnish developer Remedy Entertainment posted its Q1 2026 financial report, which revealed, among other things, a new sales milestone for CONTROL: 6 million units sold. The year's first quarter was profitable but slightly down year over year, with revenue falling 1.9% to β¬13.1 million, though EBITDA (earnings before interest, taxes, depreciation, and amortization) actually improved to β¬2.9 million from β¬2.6 million. The more notable shift is in the revenue mix:Β game sales and royalties nearly doubledΒ to β¬5.0 million (from β¬2.6 million in Q1 2025), while development fees fell from β¬10.7 million to β¬8.2 million as CONTROL Resonant nears completion. [β¦]
The Keychron V1 Ultra 8K delivers an impressive feature set for its price, including 8,000Hz polling over wired and 2.4GHz wireless connections and hot-swappable Silk POM switches.
XPG, a leading provider of high-performance products for gamers, esports pros, and tech enthusiasts, today announced the launch of its groundbreaking new memory series, NOVAKEY. As the flagship of the series, the NOVAKEY RGB DDR5 features the world's first patented "Infinity Mirror" design. Delivering speeds up to 6,400 MT/s and capacities up to 32 GB per module, it is engineered for mainstream gamers and creators who demand a perfect balance between sophisticated style and rock-solid performance.
The launch of NOVAKEY marks a significant milestone in XPG's brand evolution. The name combines "Nova," representing the brilliant energy and infinite potential of a supernova, with "Key," symbolizing the essential technology that unlocks next-level performance. Its patented "Infinity Mirror" design utilizes a futuristic geometric silhouette to create mesmerizing 3D visual depth. To complement the trend of modern PC builds with large glass panels, the XPG design team applied optical reflection principles to the heat sink, creating an "infinite time tunnel" effect from any viewing angle. The exterior features XPG's signature slanted-cut language, while the matte black metal accents and brushed aluminium finish ensure a premium, refined look even when the RGB lighting is turned off.
Global memory leader Team Group Inc. continues to advance product performance with the introduction of new high-frequency specifications for its ELITE PLUS DDR5 and ELITE DDR5 desktop memory modules. Both products deliver speeds of up to 8000 MT/s and operate at 1.1 V with CL56-56-56-128 timings, fully compliant with JEDEC standards. Designed to meet the growing demand for high-frequency operation, these modules not only fulfill performance requirements but also enhance overall system performance and computing experience, highlighting Team Group's technological strengths in high-performance memory. Both products are expected to be available soon on Amazon in North America.
As demand for high-performance computing and digital technologies continues to grow, Team Group introduces the ELITE PLUS DDR5 8000 MT/s and ELITE DDR5 8000 MT/s as new high-frequency, low-power consumption desktop memory modules. Through frequency upgrades, they are engineered to support a variety of desktop use scenarios, including learning and entertainment. Operating at 1.1 V, the modules effectively lower power consumption while extending the computer's lifespan. They are also equipped with DDR5 Same-Bank Refresh technology and an optimized IC architecture, maintaining smooth operation under multitasking conditions and improving overall system efficiency.
OpenAI appears to be fast-tracking its plans for an AI-enabled smartphone, partially in a bid to bolster its IPO that might land as soon as this year. And, in its urgency, OpenAI appears to be settling on a customized version of MediaTek's upcoming flagship Dimensity 9600 chip as the SoC of choice for the planned smartphone. OpenAI's smartphone will use a customized version of the Dimensity 9600 chip, replete with a dual-NPU architecture and enhanced HDR for real-world visual sensing The famous analyst Ming-Chi Kuo revealed towards the end of April that OpenAI had relegated its planned range of consumer [β¦]
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