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AMD Software 26.3.1 arrives with FSR 4.1 and new game support
AMDβs FSR 4.1 upscaler is now available with AMD Software 25.6.1 With the release of AMD Software 26.3.1, the company has officially launched its FSR 4.1 ML upscaler. This new FSR release uses the same neural network foundation as Sonyβs new/improved PSSR upscaler, which recently became available to PlayStation 5 Pro owners. This new driver [β¦]
The post AMD Software 26.3.1 arrives with FSR 4.1 and new game support appeared first on OC3D.
Veteran game dev reacts to NVIDIA's infamous AI-powered DLSS 5 Resident Evil Requiem Grace comparison β "No, no, no, no, no, no, no, no, no, no"
Arctic's $1,400 AMD Strix Point fanless mini-PC hides under your desk β Senza AI 370 features Ryzen AI 9 HX 370 CPU, 32GB RAM, and 1TB SSD
EU lawmakers must act now to ensure the continued protection of children
As technology companies, we are deeply concerned about the breakdown in EU negotiations to secure the continued protection of minors against child sexual abuse. Allowingβ¦ River β Video call visitors instantly to qualify, sell, and book meetings
River puts an AI sales employee on your website who video calls visitors the moment theyβre curious. It personalizes conversations by industry and role, answers product and pricing questions, handles objections, and speaks any language to convert interest into action.
River qualifies buyers, books meetings or closes deals on the spot, follows up with documents and next steps, logs every conversation, and only routes high-intent buyers to your team, helping you capture more pipeline without slow forms or follow-ups.
Speagle Malware Hijacks Cobra DocGuard to Steal Data via Compromised Servers

No Nvidia, No AMD, No Intel, No ARM: Meta plans inference-led RISC-y future without friends as 1700w superchip emerges with 30 PFLOPs performance and half Terabyte (yes 512GB) HBM
Amazon's preview Spring Sale is slashing up to 45% off some of my favorite robot vacuums β these are the 7 best deals
Secure your Microsoft system or suffer the same fate as Stryker β US tells companies to secure corporate accounts
Employees had to restrain a dancing humanoid robot after it went wild at a California restaurant
Polymarket continues its partnership spree with a Major League Baseball deal
Even if this Xbox gaming headset wasn't on sale, we'd recommend it any day for its rich sound and features β it's simply one of Razer's best yet
Ubisoft lays off 105 devs from Tom Clancy studio after canceling two of its games β development of new titles is ending completely
SK Hynix boss says the memory chip shortage is going to last until 2030
According to recent statements by SK Group chairman Chey Tae-won, ongoing issues in the memory and silicon supply chain are unlikely to improve for another four to five years. SK Group owns SK Hynix, the world's third-largest semiconductor manufacturer and an integrated device manufacturer with in-house foundry capabilities. While SK...
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Walmart: ChatGPT checkout converted 3x worse than website

Walmart said conversion rates for purchases made directly inside ChatGPT were three times lower than when users clicked through to its website.
Why we care. This suggests agentic commerce isnβt ready to replace traditional shopping. Sending users to owned environments still drives higher conversion rates.
The details. Starting in November, Walmart offered about 200,000 products through OpenAIβs Instant Checkout. Users could complete purchases inside ChatGPT without visiting Walmartβs site.
- Daniel Danker, Walmartβs EVP of product and design, said those in-chat purchases converted at one-third the rate of click-out transactions.
- He called the experience βunsatisfyingβ and confirmed Walmart is moving away from it.
Goodbye, Instant Checkout. Instant Checkout was designed to let users complete purchases directly inside ChatGPT without visiting a retailerβs website. However, earlier this month, OpenAI confirmed it was phasing out Instant Checkout in favor of app-based checkout handled by merchants.
Whatβs changing. Walmart will embed its own chatbot, Sparky, inside ChatGPT. Users will log into Walmart, sync carts across platforms, and complete purchases within Walmartβs system.
- A similar integration is coming to Google Gemini next month.
The WIRED report. Why Walmart and OpenAI Are Shaking Up Their Agentic Shopping Deal (subscription required)
MetaProvide β Add decentralized Swarm backups to Nextcloud
HejBit is a backup solution for Nextcloud that stores files on decentralized Swarm storage instead of a single server. Instead of relying on traditional cloud providers, it distributes encrypted data across the network, giving users another way to protect their files while keeping control over where they are stored.
We're currently running an early adopter program and looking for Nextcloud users who want to test decentralized backups in real environments. The goal is to gather feedback, improve the product, and better understand how decentralized storage fits into everyday Nextcloud setups.
ClawStreet β AI agents analyze market data, trade, and manage portfolios autonomously
ClawStreet is a platform where autonomous AI agents reason, plan, and trade stocks with zero human intervention. Agents register themselves, analyze real market data with 15+ technical indicators (RSI, MACD, Bollinger Bands, etc.), and execute trades autonomously. It is built on the OpenClaw framework or lets you roll your own agentic workflow. Paper trading only, so there is no financial risk.
Compatible agents include OpenClaw, NemoClaw, NanoClaw, ZeroClaw, Nanobot, PicoClaw, Clearl, Cursor Automation, or you can build your own with any language or LLM.
54 EDR Killers Use BYOVD to Exploit 34 Signed Vulnerable Drivers and Disable Security

Another win for Intel as GMKTec demos Openclaw-capable mini PC that reaches 180 TOPS, supports 10GbE Ethernet, USB4, and OCuLink β oh, and there's a nifty pseudo-memory feature as well that will help you forget RAM nightmares
Apple TV fans will get a great free upgrade for discovering movies and TV shows soon, but there's a catch
iPhone Air at 6 months β hereβs what I love, what I hate, and why itβs βthe most conflicted Iβve ever been about a phoneβ
Mini PC vendors jump on the OpenClaw bandwagon as Minisforumβs M2 Pro arrives with Intelβs Core Ultra X9 388H CPU and 96GB of RAM β but it wonβt be cheap
Google signs data center deal which includes a 20-year commitment to add new clean power
Online bot traffic will exceed human traffic by 2027, Cloudflare CEO says
Bluesky announces $100M Series B after CEO transition
Geothermal startup Fervo catapults itself over the βvalley of deathβ
Nvidia GeForce Now gains a 90 FPS VR mode and several new games
Nvidia has upgraded GeForce Now with a 90 FPS VR mode and has added support for several new games Nvidia has upgraded its GeForce Now service for Ultimate Members, adding a new 90 FPS gameplay mode for users of VR headsets. This includes Appleβs Vision Pro, Meta Quest devices, and Pico devices. Users can create [β¦]
The post Nvidia GeForce Now gains a 90 FPS VR mode and several new games appeared first on OC3D.
Microsoftβs latest AI image generator aims for accuracy over hype, but itβs not topβtier just yet
Windows Central Collab
One of Xbox Game Pass' most promising new indie games finally has a release date, and it's not far off β I hope it's as addicting as the dev's first game
Intel Reportedly Readies a 10% Price Hike for Consumer CPUs
PC gamers have faced challenges over the past year, with memory and storage prices climbing rapidly, reaching exorbitant levels for simple RAM kits. The high demand from data centers has depleted memory and storage inventories months in advance. GPUs have also been affected, as gamers have struggled to purchase them at MSRP, instead facing inflated prices due to the shortage of GDDR memory (VRAM) used in these GPUs. Now, CPUs are joining this trend, with Intel targeting its consumer CPU sector first. This price increase will impact everything from pre-built systems and DIY PCs to laptops and other consumer CPU variants. For example, the 10% increase will significantly affect PC pricing, depending on the CPU's share of the bill of materials. We are waiting to see how these changes will affect popular retailers like MicroCenter, Amazon, Newegg, and others before drawing further conclusions.
Fans are rebuilding Baldur's Gate 1 inside Baldur's Gate 3
The Belgian studio previously confirmed that BG3 will receive no DLC, expansions, or sequel, leaving modders to shoulder the responsibility of expanding and supporting the base game for years to come.
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Corsair's new 3200D mid-tower case redefines airflow and component compatibility β the case perfectly pairs with rear-connector motherboards
Walmart flooded with RTX 40-series GPUs as 50-series remains out of reach for most gamers β retailer slashes up to $480 off last-gen GPUs to offer sensible prices
Astro A50 X Review: For your battlestation
Optiscaler team fixes INT8 FSR 4 ghosting on RX 6000 series GPUs β adds support for the latest Adrenalin drivers
Perplexityβs Comet for iOS uses Google Search by default

Perplexityβs new Comet browser for iOS defaults to Google Search. Thatβs because mobile queries often focus on navigation, local results, and transactions, where βGoogle does a much better job β¦ than anyone else β¦ including Perplexity,β according to Perplexity CEO Aravind Srinivas.
Comet for iOS. It includes Perplexityβs AI assistant directly in the browser. Comet for iOS also blends AI answers with standard search results. For many queries, youβll still see a traditional results page.
- You can ask questions by voice while browsing.
- The assistant can summarize pages, answer questions, and take actions like drafting emails.
- Deep Research features generate cited summaries and prep materials.
What Comet does. According to Perplexity, the assistant can act on your behalf. Examples include:
- Summarizing articles and sharing outputs.
- Researching people or topics across tabs.
- Assisting with bookings or form fills.
What Perplexity is saying.
- βThe search experience in Comet iOS provides traditional search results pages for fast, local, and high-intent queries that are more common on mobile. Meanwhile, the Comet Assistant easily allows for more advanced knowledge and intelligence powered by the Perplexity answer engine. The intention is for users to have the smoothest browsing experience possible for the real use cases of iOS.β
Why we care. The near future of search increasingly looks hybrid, which means youβll need to optimize for traditional Google results and AI-driven answers. This also reinforces Googleβs dominance in commercial and local search while shifting competition to the AI layer.
The announcement. Comet is Now available on iOS
Microsoft Advertising simplifies automated bidding setup

Microsoft is changing how advertisers configure automated bidding, aiming to reduce complexity while keeping performance outcomes the same.
Whatβs happening. The platform is streamlining its bidding options by folding familiar targets like Target CPA and Target ROAS into broader automated strategies rather than standalone campaign settings.
Going forward, advertisers will choose between two core approaches: Maximize Conversions or Maximize Conversion Value, with optional targets layered on top.

How it works. For conversion-focused campaigns, advertisers select Maximize Conversions and can optionally set a target CPA. For value-focused campaigns, they select Maximize Conversion Value and can optionally set a target ROAS.
Microsoft says the underlying bidding behavior has not changed β only the way advertisers configure it has been simplified.
Why we care. This update makes automated bidding simpler and more standardized, which lowers the barrier to using Microsoft Advertisingβs performance tools at scale. By consolidating Target CPA and Target ROAS into broader strategies, it reduces setup complexity while still keeping key performance controls available as optional targets.
In practice, this means faster campaign setup, more consistent optimization behavior across accounts, and fewer structural differences between how advertisers manage conversion and value-based bidding.
Whatβs staying the same. Existing campaigns using Target CPA or Target ROAS will continue to run normally without any required updates. Portfolio bid strategies also remain unchanged.
The bigger picture. The change is part of a broader push to make automated bidding more accessible, reducing setup decisions while maintaining control over performance goals.
Bottom line. Microsoft is consolidating bidding options into simpler frameworks, keeping familiar optimization controls available but moving them into a more streamlined setup experience.
Google expands its Universal Commerce Protocol to power AI-driven shopping

Google is doubling down on the infrastructure behind βagentic commerce,β introducing new capabilities to its Universal Commerce Protocol (UCP) while making it easier for retailers to plug in.
Google says UCP β its open standard for connecting retailers to AI-powered shopping experiences β is getting new features designed to make online buying feel more like a traditional storefront, even when handled by automated agents.
Whatβs new. The latest updates focus on making shopping via AI agents more functional and flexible.
- A new cart capability allows agents to add or save multiple products from a single retailer in one go, mirroring how a typical shopper builds a basket.
- Thereβs also a catalog feature, giving agents access to real-time product data such as pricing, inventory and variants when needed. The goal is to make interactions more accurate and responsive.
- Another addition is identity linking. This lets shoppers carry over logged-in benefits β like member pricing or free shipping β when using platforms connected through UCP, rather than losing those perks outside a retailerβs own site.
Why we care. This update accelerates the shift toward AI-driven, agent-led shopping, where platforms like Search and the Google Gemini app may choose, compare and even purchase products on usersβ behalf. That makes product data quality β pricing, inventory and feeds β very important for visibility, while simplified onboarding and support from platforms like Salesforce and Stripe suggest rapid adoption, giving early movers a competitive edge.
Zoom out. UCP is designed as a modular system. Retailers and platforms can choose which capabilities to adopt, rather than implementing everything at once.
That flexibility is key as the industry experiments with how much control to hand over to AI-driven shopping experiences.
What Google is doing. Google plans to bring these capabilities into its own ecosystem, including AI-powered experiences in Search and the Google Gemini app.
The company is also working to expand adoption by lowering the barrier to entry. A simplified onboarding process inside Merchant Center is expected to roll out over the coming months.
Bottom line. UCP is evolving from a concept into a broader ecosystem play. By adding more capabilities and simplifying onboarding, Google is pushing to make agent-driven commerce easier to adopt β and harder to ignore.
Feeling the heat? I tried the Shark ChillPill β a portable fan with misting spray for instant relief β and I'm not going anywhere without it this summer
βIβm not politicalβ: Tim Cook says his 24-karat gift to Trump wasnβt a political statement, but that Apple is a βproud American companyβ
HBO Max renews Neighbors for season 2 β and I can't wait to watch more of the 'hilariously absurd' documentary
Metaβs latest smart glasses feature would have been perfect at the Winter Olympics β but Iβm frustrated it canβt be used by everyone
Ubisoft continues with its cost-cutting program as it cuts 100+ jobs and ends game development at its Tom Clancy studio Red Storm Entertainment
Problems with your Android VPN? Proton VPN warns it's Google's fault
I saw Loewe's new small 4K TVs with high-end image quality and sound, and they look very tempting for cineasts in a small space
Nvidia's Earth-2 models, including 'climate in a bottle', want to change weather forecasting for everyone across the world
Marquis confirms sensitive personal data of 672,000 people stolen in ransomware attack
Meta rolls out new AI content enforcement systems while reducing reliance on third-party vendors
Google introduces a new way for users to sideload Android apps that still protects against scams
Our new study explores how AI can reduce the climate impact of air travel.
Our new study shows what happens when contrail avoidance is built directly into the tools airlines already use. How weβre helping you avoid scams this tax season
Google is sharing five ways itβs helping to protect you from scammers this tax season. Five strategies for deeper AI adoption at work
A look at what Google learned when it collaborated with Stanford researchers to find out why some people adopt AI, and some donβt. Your desk setup is a literal pain in the arm β I've used the Logitech MX Vertical for years and itβs finally $40 off
Crystal Dynamics Cuts 20 Workers in Yet Another Round of Layoffs
Some of the comments in the LinkedIn post are from affected employees, including an environment artist and a senior animator with 15 years of experience. Crystal Dynamics confirmed in the post that its "current projects" are heading into the next phases of development, and it reiterated that "Crystal Dynamics remains fully committed to the future development of our already announced Tomb Raider titles," suggesting that there have been no game cancellations as yet. Tomb Raider: Catalyst is slated for a 2027 cross-platform launch, but even Crystal Dynamics admits that layoffs like these "can cause concern amongst our community."
(PR) Death Stranding 2: On the Beach Now Available on PC
In this standalone sequel, DEATH STRANDING 2: ON THE BEACH offers a new range of tools, weapons and vehicles at Sam's disposal. With his companions from DRAWBRIDGE by his side, Sam takes on a new adventure to connect Australia to the Chiral network. Beset on all sides by enemies, Sam will have to shoot, sneak, and sprint his way out of trouble, as well as survive natural disasters such as earthquakes, sandstorms and forest fires, and brave the ruinous Timefall as he strives to save humanity from extinction once again. The Social Strand System returns, connecting players from around the globe allowing you to shape someone else's world, and have their actions shape yours.
Apple Delivers More Timely Security Updates for iOS, iPadOS, and macOS
The company is gradually enhancing the quality of life on its platforms, and this is another significant step forward. Background Security Improvements begin with iOS 26.1, iPadOS 26.1, and macOS 26.1, and will continue with future versions of these operating systems across supported devices. Interestingly, Apple also publishes Background Security Improvements by date, component patched, and CVE number, so you can understand what the update addresses, why it was necessary, and have peace of mind that your OS remains safe from the growing number of online exploits targeting unpatched systems.
(PR) High Fantasy RPG; Higher Replay Value: Valor of Man Is Now Available on PC
In Chaos Mode, players can select from unlockable modifiers to create their own difficulty, allowing for more challenging or accessible experiences. Masteries are a collector's dream; the menu shows players which items, abilities, conditions and artifacts they've successfully beaten a run with, adding a meaningful long-term measure of achievement for all skill levels.
Ubisoft's Cost Cutting Continues With 105 Jobs Cut as Red Storm Relegated to Support Studio
The layoffs come after Ubisoft announced its recent cost-cutting measures and studio restructure, which would see the gaming giant reorganized into five "creative houses," all individually responsible and accountable for the games and properties under their management. The ensuing changes and announced cost-cutting measures, which aimed to save β¬200 million over two years, have already resulted in a number of layoffs at other studios and a massive strike across Ubisoft's international locations.
Samsung and AMD deepen AI memory pact with potential foundry deal on the table
The agreement positions Samsung as a key supplier for AMD's next-generation AI products. Under the terms, Samsung will provide its forthcoming high-bandwidth memory, HBM4, for AMD's Instinct MI455X accelerators β processors designed specifically for AI workloads.
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The 2027 BMW i3 is here, and it's nothing like the hatchback you remember
The 3 Series has essentially defined BMW's identity for more than 50 years, so electrifying it was never going to be a small move, and the company clearly didn't treat it as one. The result is arguably the best-looking design BMW has produced since the start of its electrification era....
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This indie game idea went viral – then AI-built clones showed up within hours
Earlier this week, game developer and technical artist Freya HolmΓ©r shared a short clip of a side project she had been working on: a prototype that twists the familiar Tetris formula. In her version, whenever a piece locks into place, the entire playfield rotates 90 degrees in the direction where...
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Save $350 on the cheapest RTX 5070 Ti laptop with an OLED display β Acer's excellent Predator Helios Neo 16S AI with 32GB of RAM is just $1,549 right now
Tesla hiring semiconductor fabs construction manager β Elon Musk's ambitious Terafab project begins
US trade deficit hits a record $1.2 trillion as AI hardware imports surge under the Trump administration β massive demand for chips from Asia outpaces domestic production, fueling a 60% increase in imports in 12 months
How Nvidia's $20 billion Groq 3 LPU deal reshapes the Nvidia Vera Rubin Platform β Samsung 4nm process serves as bedrock for SRAM-based AI accelerator chip
Demi β Superhuman for Slack
Demi turns Slack into a command center. It auto-drafts customer replies from your teamβs Slack history, surfaces answers before you need them, and delivers morning briefings and channel digests so sales and support stay on top of what matters. Connect it to your Slack workspace to search past threads, docs, and decisions, then review and send customer-ready responses without pinging engineering. Demi helps your team cut through noise and focus on closing deals while protecting your data.
HeyDriver β Scan a QR sticker on a car or luggage to message its owner - anonymously.
HeyDriver is a privacy-first QR code communication tool. Generate a unique QR sticker for your car, luggage, keychain, or wallet. When someone scans it, they can instantly send you a message β delivered to your email, no personal info exchanged, no app needed.
Lost luggage at the airport? Blocked driveway? Found someone's keys? Just scan and type. Currently in beta β join the waitlist at heydriver.app and get a free Premium account.
NymVPN's latest update brings crucial anti-censorship and usability boost β but Apple users will have to be patient
Aura breach confirmed as over 900,000 customer records accessed in phishing attack
Level up your video calls with Logitechβs $25 Brio 100 Full HD webcam deal at Best Buy
NordVPNβs new tool helps you spot online scams β and itβs free for everyone
New Exodus trailer spotlights first look at explosive combat as Wizards of the Coast teases additional 'moment-to-moment gameplay' and focused deep dives later this year
Three high-risk AI vulnerabilities discovered in Claude.ai β end-to-end attack chain exfiltrates sensitive info without user knowing
Small but mighty: Lenovo IdeaCentre Mini Desktop with Core Ultra 7 and 16GB RAM gets a welcome $110 price cut at Best Buy
When confidence becomes a risk: The gap between cyber resilience readiness and reality
Google unveils new βvibe designβ tool to help anyone design a high-fidelity UI using natural language
Closing AI learning gaps between leaders and employees
Quordle hints and answers for Friday, March 20 (game #1516)
Netflix and Arrow Films announce Stranger Things: The Complete Series, a 4K Blu-Ray boxset that 'fans will be delighted to own' β if they can stomach the price
NYT Connections hints and answers for Friday, March 20 (game #1013)
Microsoft hands Copilot haters and 'Microslop' pushers yet more ammunition with 'how to' videos that showcase an embarrassing use of AI
This new DarkSword iOS exploit can steal almost everything from your iPhone β here's what we know
I put the Bluesound Pulse Flex and Sonos Era 100 wireless speakers against each other β and it was hard to choose between βin-your-face bassβ or βricher mid-range texturesβ
NYT Strands hints and answers for Friday, March 20 (game #747)
DoorDash launches a new βTasksβ app that pays couriers to submit videos to train AI
Meta decides not to shut down Horizon Worlds on VR after all
FBI seizes pro-Iranian hacking groupβs websites after destructive Stryker hack
CISA urges companies to secure Microsoft Intune systems after hackers mass-wipe Stryker devices
TechCrunchΒ Startup Battlefield 200 nominationsΒ are stillΒ open
Google Expands UCP With Cart, Catalog, Onboarding
Google's Universal Commerce Protocol adds cart management and catalog access, highlights identity linking support, and begins simplifying Merchant Center onboarding.
The post Google Expands UCP With Cart, Catalog, Onboarding appeared first on Search Engine Journal.
Intel launches Precompiled Shader Delivery with its ARC GPUs
o Intel launches its Precompiled Shader Beta for ARC graphics cards With its Intel Graphics Driver 32.0.101.8626 for ARC graphics cards, Intel has launched its Precompiled Shader Distribution Beta. With this beta, users of ARC B-series (Battlemage) GPUs and Intel Core Ultra 3-series and 2-series CPUs with built-in ARC GPUs can benefit from precompiled shaders [β¦]
The post Intel launches Precompiled Shader Delivery with its ARC GPUs appeared first on OC3D.
Now anyone can host a global AI challenge
Kaggle Community Hackathons enable people to to create their own hackathons with prizes up to $10,000. Introducing the new full-stack vibe coding experience in Google AI Studio
Start building real apps for the modern web with the Antigravity coding agent and Firebase integration now in Google AI Studio. This new translation tool turns your real thoughts into "LinkedIn Speak" β and itβs as cursed as youβd imagine
Arctic Launches Senza AI 370 Fanless PC With Ryzen AI 9 HX 370 and 32 GB of RAM
Arctic markets the Senza as a silent gaming and productivity machine and claims that it can operate at temperatures as low as 50Β° in gaming workloadsβalthough there were no specifics on the ambient temperature or the exact games and settings tested, so take that with a pinch of salt. To its credit, the Senza AI 370 does have 32 GB of DDR5X-8000 memory and a 1 TB PCIe Gen 4 Γ4 M.2 SSD. The I/O situation is also interesting, with Arctic opting for a break-away front I/O panel module that features 1 3.5 mm audio combo jack, a USB 3.2 Gen 1 Type-A port, and a USB4 Type-C portβthis module is connected to the PC via a cable, so that the ports can be mounted near the front of the desk. The actual PC itself also features the following ports: 2Γ USB 2.0, 2Γ USB 3.2 Gen 2 Type-A, 1Γ USB4 Type-C, 1Γ HDMI 2.1, 1Γ DisplayPort 2.1, 1Γ 2.5 GbE, 1Γ DC in, and separate 3.5 mm audio jacks for mic in and audio out. Because the PC is designed to be mounted under a desk, what would traditionally be the rear I/O is also front-facing, which should make it easier to reach.

NVIDIA DLSS 5 Gets 84% Dislikes on YouTube as Backlash Grows
Gamers' reactions are shifting negatively towards the technology, while NVIDIA CEO Jensen Huang famously noted that gamers are "completely wrong" because these games offer massive programmability and controllability in how DLSS 5 is applied, keeping the artistic intent intact. However, according to game developers from both Capcom and Ubisoft who spoke to Insider Gaming, while the individual studios may have been involved in marketing DLSS 5, the teams who worked on them were just as surprised by the results as the rest of the gaming community. A Ubisoft developer is quoted as saying, "We found out at the same time as the public," while developers at Capcom expressed similar sentiments, stating that it was surprising to see Capcom, which has generally been protective of its IPs when it comes to AI involvement, getting involved in the marketing for DLSS 5. Furthermore, the Capcom developers expressed concern about how DLSS 5 might change Capcom's approach to generative AI and its role in game development.
Val Kilmer will appear in a new movie as an AI recreation approved by his family
According to Variety, Kilmer was cast as a Catholic priest and Native American spiritualist in 2020 for a movie called "As Deep as the Grave," but his battle with throat cancer meant he was too ill to make it onto the set.
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North Korea deployed 100,000 fake IT workers to infiltrate Western companies, making $500M a year for Kim Jong Un
According to cybersecurity firms Flare Research and IBM X-Force, North Korea is using a network of more than 100,000 hackers, developers, and IT operatives to infiltrate global companies, steal people's private data, and funnel hundreds of millions of dollars to the Kim Jong-Un regime.
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What patents reveal about the foundations of AI search

Every time a new large language model (LLM) drops or Google tweaks an AI Overview, the SEO industry loses its mind. We develop this weird collective amnesia, scrambling to optimize for features that were actually mapped out in patent offices 10 years ago. Weβre so obsessed with the now and the next that weβve stopped looking at the blueprints.
If you want to survive 2026, stop trying to be a futurist. Instead, be an archaeologist.
To actually deliver for our clients, we need a research framework that isnβt just reactive. It has to be a balance: Look back at the foundational patents to understand the rules, and look ahead to see how AI is finally being given the muscle to enforce them.
The archaeology of SEO
Thereβs a massive misconception that to understand AI search, you need to be a prompt engineer or read every new research paper from OpenAI. You donβt.Β The logic governing todayβs magic is often math that was written a decade ago.
We canβt talk about patent research without honoring the late, great Bill Slawski. For 20 years, he was the SEO industryβs archaeologist. While everyone else was arguing about keyword density, he was reading dry, technical filings to predict exactly where weβre standing right now.
History proves his method worked.
- Agent rank (2007): Slawski analyzed agent rank nearly 20 years ago. It described digital signatures connecting content to authors and assigning reputation scores. We ignored it then.Β Now? We call it E-E-A-T. Google finally got the computing power to actually run the numbers.
- The fact repository (2006): Long before the Knowledge Graph was a thing, Slawski found patents for a βBrowseable Fact Repository.β Today, that same logic is the engine behind answer engines.
The algorithm isnβt magic. Itβs math. When a new feature drops today, the engineering blueprints were likely filed between 2007 and 2016. If you want to win, go read the old stuff.
Dig deeper: The origins of SEO and what they mean for GEO and AIO
Strategy vs. mechanics: From βstringsβ to βverified thingsβ
Donβt get buried in buzzwords. Categorize your learning into two buckets: βstrategyβ or βmechanic.β
For years, the industry talked about moving from strings to things (entities). But in 2026, thatβs just the baseline. Weβve moved from strings to verifiable things. An entity is worthless if the AI canβt prove itβs real.
Think of it like building a house:
- Semantic SEO is the architecture: Itβs the vision. Itβs making sure the meaning of your site actually matches what the user is looking for.
- Entity SEO is the bricklaying: Itβs using distinct nouns to build that vision so a machine can parse it.
- Verification is the mortgage: This is the part most people miss. Itβs turning those entities into findable, provable facts connected to a verified human. If you arenβt connecting your content to a provable human expert, youβre just adding to the noise.
AEO vs. GEO: Letβs stop using these interchangeably
The industry often uses AEO and GEO synonymously, but they require different content structures and serve different objectives.
Answer engine optimization (AEO)
AEO is for the βdirect answer.β Think Siri, Alexa, or that single snippet at the top of the page. Itβs binary. Itβs rooted in those 2006 fact repository patents.
You need βconfidence anchors.β These are unnuanced, structured facts. The engine isnβt βthinking,β itβs fetching. If your fact isnβt provable and anchored to a verified source, the engine wonβt risk a hallucination by citing you.
Generative engine optimization (GEO)
GEO is for the βsynthesis.β This is Gemini or ChatGPT search explaining how something works. It was formally defined by researchers at Princeton and Georgia Tech in 2023.
You need information gain. These engines donβt just want a fact; they want to see how Concept A affects Concept B. Theyβre looking for relationships and unique perspectives.
In short, AEO is about being the fact. GEO is about being the authority that the AI trusts to explain those facts.
Dig deeper: SEO, GEO, or ASO? What to call the new era of brand visibility in AI [Research]
The trap of forward-projecting: Why the βbasicsβ are still the βfloorβ
Thereβs a danger in becoming an SEO time traveler. If you spend all your time in the patent archives or stress-testing GEO relationships, you might forget that the AI still has to reach your content.
You can have the most verified, E-E-A-T-heavy content in the world, but if your siteβs technical health is a mess, the confidence anchors will never weigh in.
The persistence of technical debt
Basic SEO requirements havenβt changed. The tolerance for ignoring them has simply disappeared.
- Crawl budget and efficiency: If your site is bloated with zombie pages or redirect loops, youβre wasting the crawlerβs time. LLMs arenβt just looking for content. Theyβre looking for the cleanest path to a fact.
- Core Web Vitals (CWV): More than a ranking factor, itβs a user-utility requirement. If your site doesnβt load instantly, the AI wonβt recommend it as a source in a GEO overview.
The headless promise (and reality)
Many of the frustrating technical SEO issues weβve fought for years β like bloated JavaScript and poor Largest Contentful Paint (LCP) β are finally being solved by headless/composable architectures. By decoupling the front end from the back end, we can deliver the raw, lightning-fast data that answer engines crave while maintaining a high-end experience for humans.
But headless isnβt a βget out of SEO jail freeβ card.Β It solves the speed problem, but it introduces new risks around dynamic rendering and metadata delivery.
Whether youβre on a 20-year-old CMS or a cutting-edge headless build, the today requirements are non-negotiable:
- Clean URL structures: If the AI canβt deduce the hierarchy from the URL, youβve already lost the semantic battle
- Internal linking (the nervous system): This is how you prove relationships between entities. If your internal linking is broken, your synthesis logic doesnβt exist.
- Indexability: If the bot is blocked by a poorly configured robots.txt or a noindex tag left over from staging, the most brilliant βverified humanβ insights in the world are invisible
You donβt get to play in the frontier of AEO and GEO until youβve mastered the floor of technical SEO. Donβt let the shiny new objects make you forget the shovel work.
Dig deeper: Thriving in AI search starts with SEO fundamentals
The SEO time traveler checklist
Phase 1: The archive
- The Slawski deep dive: Stop reading the latest βAI is changing everythingβ blog posts for five minutes. Go back to the SEO by the Sea archives. Search for Slawskiβs analysis onΒ the Knowledge Graph or theΒ user context. Youβll see the 2026 roadmap hidden in plain sight.
- The E-E-A-T math audit: Check your assets against Patent 2015/0331866. Are you actually providing the contribution metrics (such as verifiable reviews) that the patent specifically asks for?
Phase 2: The laboratory
- The verification pivot: Audit your entities. Are they just names on a page? Link them to a verified LinkedIn profile or a Knowledge Panel. If itβs not verified, itβs not an entity, itβs just a string of text.
- Schema stress testing: Donβt just use a plugin and walk away. Experiment with nesting. Try nesting a Person inside a Service as the provider. It works β Iβve seen it trigger rich results when nothing else did.
Phase 3: The frontier
- The confidence anchor audit: Look at your top pages. Does every topic have a clear definition? [Entity] is [attribute]. If youβre being vague, youβre invisible to AEO.
- The synthesis test: This is a quick one. Paste your article into an LLM and ask it to explain the relationship between your two main topics using only your text. If it has to go to the web to find the answer, you havenβt built the relationship well enough for GEO.
The synthesis: Becoming the architect
The SEO time traveler isnβt looking back because theyβre nostalgic. Theyβre looking back because they want the blueprint. When you realize AEO is just the modern enforcement of a 20-year-old patent and GEO is just the evolution of semantic relationships, the chaos of AI updates disappears.
Stop optimizing for strings. Start optimizing for verified facts. Give the engine a fact it canβt doubt, connected to a person it trusts, and a relationship it canβt ignore.
The future of search wasnβt written this morning β it was written years ago. You just have to be the one to actually build it.
Dig deeper: The future of SEO: Why optimization still matters, whatever you call it
References and further readingΒ
On the evolution of fact-based search (AEO foundations)
- The fact repository patent: Google LLC. (2006). Browseable Fact Repository. U.S. Patent 7,761,436. Analyzing the architecture of structured information retrieval.
- Knowledge Vault research: Dong, X. L., et al. (2014). Knowledge Vault: A Web-Scale Infrastructure for Probabilistic Knowledge Fusion. Google Research. Detailing how engines assign βconfidence scoresβ to facts before retrieval.
- Authoritative verification: Google Search Central. Fact Check Structured Data (ClaimReview). Official documentation on how engines verify claims through structured data.Β
On generative engine optimization (GEO foundations)
- The GEO framework: Aggarwal, V., et al. (2023). GEO: Generative Engine Optimization. Princeton University, Georgia Institute of Technology, and the Allen Institute for AI. The definitive study on how LLMs cite and prioritize authoritative sources.Β
- The Slawski legacy: Slawski, B. (Various). SEO by the Sea Archives. For historical context on Agent Rank, phrase-based indexing, and entity metrics.
MSI MPG X870E Carbon Max Wifi Review: Small tweaks, same Carbon DNA
AnySlate β Write Markdown faster with AI and real-time collaboration
AnySlate is a modern Markdown editor for macOS, Windows, Linux, and the browser. It delivers a fast writing experience with real-time collaboration, cloud sync, and version history. Use AI to summarize, rephrase, and improve drafts, or extend capabilities via MCP. You can preview and export with professional control, publish to the web, and customize themes and styling so your workspace fits the way you write.
ThreatsDay Bulletin: FortiGate RaaS, Citrix Exploits, MCP Abuse, LiveChat Phish & More

New Perseus Android Banking Malware Monitors Notes Apps to Extract Sensitive Data

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Opera GX acknowledges PC gamingβs Linux shift with official browser support Opera GX has officially arrived on Linux, giving Linux users a gaming-focused browser option. As a web browser, Opera GX prides itself on its performance, privacy, and customisability. These are all traits that Linux users love. At launch, the browser is available in Debian [β¦]
The post Opera GX Gaming Browser launches on Linux appeared first on OC3D.
AI shopping gets simpler with Universal Commerce Protocol updates
Universal Commerce Protocol (UCP) releases new capabilities, and Google shares a new onboarding experience to simplify UCP integration. A new milestone for smart, affordable electricity growth
Weβve signed 1 GW of data center demand response with utility partners, supporting smart, affordable electricity growth. Microsoft confirms Windows 11 version 26H1 support lifecycle dates β here's how long your new Snapdragon X2 laptop will be supported on 26H1
(PR) NVIDIA GeForce NOW Gets 90 FPS VR, Crimson Desert, and More Games
VR, but Make It 90 FPS
VR in the cloud is getting a smoothness upgrade. GeForce NOW is boosting support for Apple Vision Pro, Meta Quest devices and Pico devices to stream at up to 90 FPS for Ultimate members, bringing crisper motion and more responsive gameplay straight from the cloud. The app update is starting to roll out to members starting today. Members can transform the space around them into a personal gaming theater with GeForce NOW, playing favorite PC titles on a massive virtual screen. With support for up to 90 FPS for Ultimate members, gameplay feels smoother, movement more natural and action more comfortable. All premium members can continue to enhance their experiences with NVIDIA RTX and DLSS technologies in supported titles. Just fire up GeForce NOW on supported VR platforms, step into a virtual big screen and let the cloud handle the heavy lifting. From chill sessions in a virtual theater to highβoctane firefights, 90 FPS helps keep every moment looking sharp and feeling responsive.
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[Editor's note: Our in-depth review of the Corsair 3200D RS ARGB is now live]
Smart Design, Serious Cooling
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Dual-Pass Cooling Engine for Maximum Thermal Efficiency
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Efficient Cooling
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Advanced Reliability, Broad Compatibility, and Power Efficiency
Engineered for uncompromising stability, Silicon Power's DDR5 RDIMM integrates advanced On-Die ECC technology alongside a Registering Clock Driver (RCD), significantly enhancing fault tolerance compared to standard ECC UDIMMs. This robust design ensures superior data integrity, making it ideal for mission-critical enterprise applications that require continuous uptime.
New iPhone spyware Darksword spread through hacked websites, putting millions at risk
The discovery, announced Wednesday in coordinated reports from Lookout, iVerify, and Google's Threat Analysis Group, highlights a growing trade in high-end spyware once found mostly in state-backed espionage. Darksword marks the second iOS-targeting exploit uncovered this month, following the earlier disclosure of a separate tool known as Coruna. Both were...
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AMD could answer the Intel Core Ultra 200K Plus with faster Ryzen refresh
A well-known leaker recently shared basic specifications for two unannounced AMD desktop processors. The tentatively named Ryzen 7 9750X and Ryzen 5 9650X appear to be refreshes designed in response to Intel's recently unveiled Core Ultra 7 270K Plus and Core Ultra 5 250K Plus.
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Amazon says USPS 'walked away at the eleventh hour' from delivery deal talks
Amazon said it spent more than a year working toward a new long-term agreement with USPS before its current contract expires on September 30, 2026.
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Multi-location SEO strategy: Stop competing with your own content

Multi-location brands are investing heavily in content. But more content doesnβt automatically mean more growth.
I keep seeing the same issue. Each individual location has a blog, and they all cover the same topics. Same keywords. Same structure. Same search intent. The goal is local visibility, but the result is often internal competition and diluted authority.
Building an effective content strategy for multi-location brands requires clarity around roles. What should live at the corporate level to build authority, and what should stay local to drive relevance and conversions? Without that alignment, brands risk competing with themselves instead of winning in search.
Where the strategy breaks down
Most multi-location content issues arenβt intentional. Theyβre often the result of growth without a clear content framework, or simply too many cooks in the kitchen without overall governance.
Corporate teams are focused on building brand authority and scaling marketing efforts. At the same time, local teams or franchisees want content that answers their customersβ questions and lives on their own site, rather than sending users elsewhere. The assumption is simple: more content equals more visibility.
However, without clear ownership or strategic keyword targeting, overlap becomes inevitable. Similar topics are published across multiple URLs, and over time, this creates internal competition rather than building authority for the entire site.
What type of content belongs at corporate

In general, corporate should own the content that applies to the brand as a whole and build authority at scale. This includes blog content that targets broader informational queries and answers user questions, no matter where users are located.Β
Educational resources, industry insights, and evergreen topics perform best when consolidated in one place rather than duplicated across multiple URLs.

Core service, product, and line-of-business pages should also be centralized. These pages define what the brand offers and typically remain consistent across markets. While location pages can reference and support this foundational content, they often donβt need to be recreated at the local level unless they differ between locations.
Brand-level content, such as company history, leadership, mission, and differentiators, should also sit at the corporate level. These elements reinforce credibility and should be standardized across the organization.
Dig deeper: Local content playbook: From service pages to jobs-to-be-done pages
What type of content belongs at the local level
When it comes to local content, focus on whatβs relevant to that specific market. This includes geo-specific content such as:
- Location landing pages with unique, customized copy.
- Localized metadata.
- Location-specific FAQs, relevant structured data (e.g., reviews, LocalBusiness).
- In some cases, region-specific service variations.

On location pages specifically, there are additional opportunities to highlight uniqueness:
- Location-specific testimonials and reviews.
- Team bios.
- Owner messages or stories.
- Events or awards.
- Community partnerships.
- Descriptive content about the location or service area.
- Location-specific imagery.
These elements can live on a single, well-built location page or expand into a microsite structure (pages living under a subfolder) when it makes sense for the business. Remember, the goal of these pages is to strengthen relevance, target geo-modified and local intent queries, and ultimately drive conversions.Β
One common concern with location pages is duplicate content. The question often becomes, how much duplicate content is acceptable? Instead of focusing on a percentage of unique versus shared content, teams should focus on whatβs most useful for the user.
Typically, content that doesnβt need to be unique across every location includes:
- Brand boilerplates.
- Core service lists.
- Service or product descriptions.
- Standard calls to action.
- Legal disclaimers.
- Navigation.
- Trust signals.

Dig deeper: Local SEO sprints: A 90-day plan for service businesses in 2026
Common SEO risks of a faulty content strategy
When content production lacks clear governance, it can lead to a range of issues that affect organic visibility and crawl efficiency. Over time, this can cause inconsistent rankings, diluted authority, and missed opportunities to convert traffic into leads.
Keyword cannibalization
Keyword cannibalization occurs when multiple pages across a site target the same keywords and search intent. Instead of strengthening rankings, those pages end up competing against each other in search results, and, in some cases, may not get indexed at all.
For multi-location brands, this often happens when individual locations publish similar blog content. For example, a plumbing brand might have multiple location pages with blogs, each posting a blog post titled βTips to fix a leaky faucet,β creating several URLs targeting the same informational query.
A more strategic approach is to consolidate that topic into a single, strong corporate-level post. This would allow the brand to serve as the authoritative source, build backlinks, answer usersβ questions effectively, and strengthen the siteβs overall credibility.
Google choosing the βwrong pageβ
When multiple pages on a website are targeting the same or overlapping keywords, search engines have to determine which one to rank, and sometimes itβs not the page you intended.
On a multi-location site, that may mean a local blog ranks nationally for a topic that would be better suited to live on the corporate site and build broader brand authority. While the page may be relevant to the query, it may not guide users clearly to the next step, leading to customer confusion or bounces.
It may also cause users who arenβt in-market to leave the site after absorbing the information because thereβs no clear next step for them, or because they only see information about services in Austin, Texas, while theyβre located in Cleveland, Ohio.
Instead, consolidating authority on a single, well-ranking page that clearly directs users to take action, whether that means finding their nearest location or submitting a form, would be more beneficial for the brand and users.
Crawl inefficiencies
Publishing multiple blog posts on the same topic, especially when the answer doesnβt vary by location, can result in duplicate or low-value content. While these pages may be regularly crawled due to internal linking, they often never make it into the index.
At scale, this can become a bigger issue, especially for sites with many locations that publish similar informational topics. For a site with dozens or hundreds of locations, having similar blog posts across those locations can create crawl bloat, where search engines may spend time and resources crawling repetitive or low-impact URLs rather than more high-impact pages.
Diluted link equity
When similar content exists across multiple URLs, backlinks and internal links are split among pages instead of consolidating authority on a single strong page. Rather than building momentum around a single piece of content, link equity is distributed across competing versions.Β
For multi-location brands, this can weaken overall ranking potential. Consolidating authoritative content at the corporate level allows links, authority, and trust signals to compound, strengthening the entire domain and supporting location pages more effectively.
Dig deeper: The local SEO gatekeeper: How Google defines your entity
Creating a plan: How corporate and local can work together
After defining roles, move to governance. Multi-location brands need a shared plan for ownership, keyword targeting, and team collaboration.
Before new content gets created, the right questions need to be asked, such as:
- Is this topic location- or region-specific, or is it broader for any consumer?
- Would publishing this for only one location add value to those specific customers?
- Would publishing it across multiple locations make sense?
- Who should own the keyword? The brand or a specific location?
- Who does it make sense for the information to come from?
Clear keyword mapping and a centralized content calendar can prevent overlap before it starts. When teams understand their roles, content supports overall growth instead of competing internally.
Content collaboration also creates opportunities to strengthen E-E-A-T signals for the site as a whole. Corporate can cover broader educational topics while drawing on real expertise and experience from local teams.
For example, a roofing company might want to write a post about how often homeowners should replace their roofs. The topic is universal. However, the answer could vary by region due to factors such as the material used in that area or the weather.Β
The blog could include quotes from franchise owners or team members across different regions to provide insights into regional factors, such as heat and humidity in the South versus harsh winter weather in the North.
This would allow corporate to own the topic and give locations the opportunity to provide their unique expertise and experiences. Plus, linking to relevant location pages can reinforce context and create stronger internal linking throughout the site.
Another option would be to create a local hub within the blog.
Volume isnβt always the right strategy
Search may be changing, but many of the fundamentals remain the same. High-quality, well-structured content that genuinely helps users is what earns visibility.
With Googleβs AI Overviews and large language models pulling from authoritative sources, content that clearly answers questions and reflects real expertise is even more valuable. Pages created solely to scale across multiple locations β without adding unique value β are unlikely to perform consistently, and can even hurt a site in the long run.
Content shouldnβt be treated as a volume game. More pages alone wonβt drive growth. What matters is planning, ownership, and alignment.
When corporate and local teams build a shared content strategy, it helps turn content into a growth driver rather than just more pages on a site.

Your SEO maturity score doesnβt measure what you think it does

The Visibility Governance Maturity Model (VGMM) is about something most SEO programs lack: clear ownership, documented processes, and decision rights that keep your work from being undone by teams who donβt understand it.
So how do you actually score that?
Each domain uses a bank of governance questions tailored to the business. Theyβre not about how SEO is executed. Theyβre not about tools. And theyβre not an audit.
What VGMM questions are designed to reveal
VGMM questions go to managers and the C-suite β the people who should know about governance but often donβt. Meanwhile, you (the SEO practitioner) actually know whether standards are documented, whether QA is in place, and whether processes exist.
VGMM diagnoses organizations where SEO knowledge lives in practitionersβ heads, rather than in documented, governed processes. If VGMM surveyed only practitioners, it would measure whether you know what to do (you do). But governance maturity measures whether the organization can sustain capability when youβre on vacation, when you get promoted, or when you leave.
Questions go to managers because governance gaps show up as:
- βI donβt know the answer to that.β
- βIβd have to ask Sarah.β
- βWe used to have a process, but itβs not enforced anymore.β
- βEach team does it differently.β
- βThatβs documented somewhere, I think?β
When managers canβt answer governance questions, thatβs the signal. It means processes arenβt institutionalized.Β
Dig deeper:Β Why most SEO failures are organizational, not technical
The SPOF reality check
Single point of failure (SPOF) questions can cap your organization at Level 2 maturity until theyβre resolved.
Here are some examples of SPOF question:
- βIf [key person] left tomorrow, could the organization maintain SEO standards without them?β
- βIs SEO knowledge documented in a way thatβs transferable to new team members?β
- βAre there at least two people who understand how [critical system] works?β
Right now, youβre probably the SPOF. Youβre the person who knows where all the bodies are buried, how the redirects work, why that weird canonical setup exists, and what breaks if someone changes X. That feels like job security. Itβs actually a job prison.
When VGMM identifies you as an SPOF:
- Leadership realizes your knowledge needs to be documented.
- You get resources to create documentation.
- You get approval to train other people.
- You get your own tools, training, and conference budgets. (Yay!)
- Your expertise becomes institutional, not personal.
- You can take a vacation without disasters.
The organization canβt move past Level 2 until SPOF conditions are cleared. This forces leadership to address hero-dependency.
How domain scores become VGMM score
Each domain model (SEOGMM, CGMM, WPMM, etc.) produces a maturity score based on its own question bank. Hereβs how they roll up:
Step 1: Domain assessment
Each domain asks 30-60 governance questions tailored to that area. Questions are behavior-based, not opinion-based:
- βDo you think SEO standards are important?β (opinion)
- βAre SEO standards documented and approved by [role]?β (behavior)
Step 2: Weighted scoringΒ
Answers are weighted based on impact. Not all governance failures are equal:
- Missing documentation = lower weight.
- No ownership for critical decisions = higher weight.
- SPOF identified = can cap maturity level regardless of other scores.
Step 3: SPOF constraintΒ
If SPOF conditions exist, the domain score maxes out at Level 2 (emerging) even if other governance is strong. You canβt be structured (Level 3) when capability depends on one person.
Step 4: Domain aggregationΒ
Domain scores average into the overall VGMM score with adjusted weighting based on:
- Your industry (ecommerce weights performance governance higher).
- Your business model (SaaS weights content governance higher).
- Your complexity (international weights workflow governance is higher).
Step 5: Final maturity levelΒ
The overall VGMM score maps to maturity levels:
- Level 1 (0-30%): Ad hoc/unmanaged
- Level 2 (31-50%): Aware/emerging
- Level 3 (51-70%): Structured/defined
- Level 4 (71-90%): Integrated/coordinated
- Level 5 (91-100%): Optimized/sustained
Why questions change between models
Domain questions adapt to the maturity model being used.
SEOGMM questions focus on:
- Technical SEO governance (schema, redirects, crawl management).
- Content optimization standards.
- Performance monitoring and alerts.
LVMM questions focus on:
- Location data governance across distributed sites.
- Google Business Profile management and ownership.
- Review response workflows and accountability.
- NAP (Name, Address, Phone) consistency
IVMM questions focus on:
- Market-specific SEO governance across countries.
- Translation workflow and quality controls.
- Local compliance and regulatory requirements.
- Cross-market coordination and escalation.
Same governance principles, different operational contexts. An ecommerce company doesnβt need LVMM. A restaurant chain with 500 locations absolutely does.
Dig deeper:Β SEOβs future isnβt content. Itβs governance
Why you canβt (and shouldnβt) compare scores
VGMM scores are internal quality metrics, not competitive benchmarks. A 62% score doesnβt mean youβre ahead of another organization at 58%. Hereβs why.
Weighting varies by business model
- Ecommerce company: Performance governance weighted 30%.
- Information publisher: Content governance weighted 35%.
- Service company: Workflow governance weighted 25%.
Domain combinations vary by organization
- Organization A: SEOGMM + CGMM + WPMM + IVMM (international).
- Organization B: SEOGMM + CGMM + WPMM + LVMM (multi-location).
Not comparing apples to apples.
Organizational context changes what scores mean
- Startup at 45% with 10 people = impressive, mature for size.
- Enterprise at 45% with 500 people = serious governance gaps.
Strategic priorities shape the score
- Organization prioritizing organic visibility: SEOGMM weighted higher.
- Organization focused on technical debt: WPMM weighted higher.
The only meaningful comparison is your organization against itself over time:
- Q1 2025: 42% (Level 2)
- Q3 2025: 58% (Level 3) β Progress
- Q1 2026: 61% (Level 3) β Sustained improvement
Use VGMM to answer:
- Are we improving quarter over quarter?
- Which domains are holding us back?
- Where should we invest in governance?
- Are SPOF conditions getting resolved?
Donβt use VGMM to answer:
- Are we better than Competitor X?
- Whatβs the industry average score?
- Should we publicize our score?
What VGMM scoring means for you
As an SEO practitioner, this scoring approach protects you.
Youβre not being blamed
When governance assessment reveals gaps, managers are answering questions about organizational capability. Theyβre not evaluating your individual performance. The assessment asks, βDoes the organization have documented standards?β not βIs the SEO person doing a good job?β
SPOF detection is your escape hatch
When SPOF questions flag that the organization depends entirely on you, leadership sees it as an organizational risk β not as proof youβre valuable. They canβt move to Level 3 until they fix it, which means resources for documentation, training, and knowledge transfer.
Weighted scoring highlights systemic issues
When content governance scores low, but SEO governance scores high, it shows other domains arenβt holding up their end. This redirects leadership attention to where governance actually needs strengthening.
Progress tracking shows your impact
When your organization moves from Level 2 to Level 3 over two quarters, you have concrete evidence that governance investments are working. This isnβt βtraffic went up 15%,β itβs βorganizational capability improved measurably.β
Dig deeper:Β SEO execution: Understanding goals, strategy, and planning
The difference between hero work and sustainable SEO
VGMMβs scoring approach is designed to:
- Diagnose organizational capability gaps without blaming individuals.Β
- Make your implicit knowledge visible as institutional risk.
- Force leadership to address hero-dependency.Β
- Track progress in ways that make governance investments defensible to finance.
The assessment focuses on whether the organization can sustain your work without you. Thatβs the difference between being an indispensable hero (exhausting) and being a strategic professional whose expertise is institutionalized (sustainable).
Opera GX finally arrives on Linux by popular demand β offers gamers and developers a highly customizable browser with advanced resource management
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RendrKit is a design API built for AI agents. Your agent sends a JSON request with text and brand colors and receives a professional PNG in under two seconds. Thereβs no need for DALL-E or prompt engineeringβjust 69 deterministic templates that render pixel-perfect images every time.
RendrKit works with LangChain, CrewAI, OpenAI GPT Actions, MCP (Claude/Cursor), and n8n. You can use it via Python SDK, Node.js SDK, or plain REST, and a free tier is included.
Tracium β Track AI agents and costs with a single line of code
Tracium is a developer-first observability layer for AI systems. With a single line of code, it monitors agents and models in real time, tracing every request end-to-end across tools and steps while tracking token spend, latency, and total cost. It captures and classifies errors, supports per-tenant analytics, and lets you compare prompts, models, and routing with live A/B versioning. Use drift detection to spot shifts in inputs and outputs before performance degrades, and manage everything across customers, workspaces, and environments.
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Thoughtful Colorways and Details
The Phantom98 Lite continues KiiBOOM's commitment to aesthetics, debuting with three themed colorways: Green Rainy Frog, Foggy Translucent, and Pink. Each curated color combination is designed to evoke a distinct atmosphere. Beyond the colorway, the textural contrast between the UV-glazed case and the PBT dye-sublimated keycaps adds depth to both the look and feel. Practicality is equally prioritized, with the magnetic nameplate discreetly storing the 2.4G receiver, ensuring style and function live in perfect harmony.
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Crimson Desert reviews fail to meet the hype as Pearl Abyss shares tumble 29%
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AI Mode is Googleβs next ads engine β and it already knows how to monetize it

As conversational search gains traction, the bigger question isnβt who has more users, but who can monetize them.
Google enters this phase with a massive advantage: mature ad systems, deep advertiser adoption, and decades of optimization. Early AI Mode signals point to a measured rollout.
The panic phase is over
After a period of panic within the company, Googleβs built-in advantages, coupled with massive capital expenditures, have helped it regain ground on category leader ChatGPT in LLM search.
In December 2025, Googleβs own code red became OpenAIβs code red.
The dust will continue to settle, and analysts have different takes. But one signal stands out: in a major validation, Apple has chosen Google to power its own AI.
It was perhaps premature to assume Google Search would simply lose to ChatGPT on product. That was the consensus at the start of 2025. Google shares fell about 30% from peak to trough before rallying 130%. Today, the company is valued at roughly $3.6 trillion, just behind Apple.
Why monetization will decide the winner
Why did Googleβs recent progress in LLM conversational queries β in the form of AI Overviews and AI Mode β have such a large impact on the companyβs valuation in such a short time?
Ultimately, it comes down to visibility of financial projections. In a company with so much to defend, Googleβs CFO and leadership team needed to determine whether shifts in user behavior β in how search works and how it makes money β would weaken the business model or reinforce it.
Net-net: Google before the shift: huge. Google after the shift: ditto.

Visibility β in the sense of financial planning, not in the SERP β means a great deal to Googleβs advertisers, too.
A large proportion of your annual digital advertising budget is likely allocated to Google. You also still care about how you appear in organic results and increasingly, how your company appears in AI Mode, ChatGPT, Claude, and similar environments.
βIβm fine with 30% less of my business coming in from Google, and figuring out lots of complicated ways to replace it,β β¦ said no advertiser ever.
How monetization will play out in AI search
The competition between monetization models in LLM conversations β especially between the two leaders, ChatGPT and Googleβs AI Mode β will play out differently from the broader race for overall user share. There are several moving parts to keep an eye on:
- Overall assumptions about ad formats and βhow to monetize.β
- Pace of rollout.
- Whether users and public opinion recoil at ads.
- Advertiser success rates based on performance measurement.
- Advertiser adoption, including adoption by the agency ecosystem.
- Platform targeting options.
- Advantages of fuller-funnel ad journeys and data collection.
- Privacy, safety, policies, and enforcement.
- An all-encompassing consumer brand vs. a better mousetrap.
- And a few other factors.
Right now, OpenAI is at a critical moment because itβs still so early in its monetization. Itβs still testing an inefficient auction model confined to a small group of large advertisers. (Some ads, from their pilot, spotted here.) It may be some time before more mature tools and reporting emerge.
Most recently, OpenAI brought ad platform Criteo (often used for retargeting) on as a partner. The Trade Desk, the worldβs largest non-Google DSP for programmatic, is also in the mix. Some observers have speculated about deeper partnerships or even an acquisition of The Trade Desk, though that seems unlikely.
In any case, outsourcing inventory to programmatic partners is a pragmatic step in OpenAIβs monetization strategy. It also underscores how early the company is in building a scalable ads business.
Despite a broad rollout with partners, OpenAI is stepping back from βcheckout in chatβ integrations after limited adoption from both merchants and consumers. When your primary competitor has a 25-year head start, the learning curve is steep.
So does it make sense now for advertisers to lean into evolving Google user behavior and figure out how to ride the wave?
AI Mode considerations for Google advertisers
Expect the transition to more AI Mode sessions β and eventual monetization β to be smoother than initially anticipated. If youβre an advertiser, AI Mode need not equal panic mode.
How do these LLM sessions look to users? Obvious to you and me, but likely less so for many searchers.
Depending on how you search, AI Overviews may appear above other results on the SERP. Thatβs becoming a natural extension of Google Search sessions.
But thatβs not the real conversational layer. The LLM workflow happens in AI Mode. How often users go there remains to be seen.
Itβs improving quickly. Unlike ChatGPT, Google AI Mode downplays how it finds information, whether it is βreasoning,β and which model is being used. The experience feels relatively seamless.
Itβs still early, but ads are already appearing in some cases. The key question is how this evolves, and what advertisers should be paying attention to.
The key areas to watch are:
- Extent of monetization.
- Different ways to monetize.
- Advertiser control and campaign types.
- Reporting.
- Funnel stage.
1. Extent of monetization
AI Mode is in a popularity contest and a price war with ChatGPT. Google will likely try to grind down competitors in LLM conversations by monetizing lightly and gradually. Perplexity and Anthropic, for their part, are completely shunning ads.

The result will be less ad volume in this space than you might expect. It may also increase the commercial value of organic visibility in LLM-driven results, leading to renewed focus on content and reputation fundamentals.
Forget ad campaign FOMO, then. It will be interesting to place ads alongside AI-driven sessions, but donβt break the bank. Implement, watch, and learn at your own pace.
2. Different ways to monetize
Experienced advertisers know there are a few ad formats to consider in any situation like this. The main ones would be: text ads triggered by keywords or similar signals, in a reasonably native format, and feed-based Shopping type ads.
Another way to make money is to allow direct checkout β to take a cut of transactions. As noted above, OpenAI is backtracking on this approach, though not eliminating it entirely. How important it will be for Google merchants (and Google itself) remains to be seen.
Googleβs experience likely allows it, again, to play the long game, study the data, and bring partners and advertisers along for the ride, on an impressive scale.
Recently, Loblaw inked an integration deal with OpenAI. A week later, it made a similar deal with Google.
3. Advertiser control and campaign type
In terms of execution, weβll want to be on the lookout for which kinds of campaign types in Google Ads make your ads eligible to show in AI Mode.
You can learn everything you want about how ads will show in AI Overviews in Googleβs help files. Unsurprisingly, text and shopping campaigns from Performance Max, standard shopping, and keyword campaigns make your ad eligible to show in AI Overviews.
Google says less about AI Mode in its documentation, for now.
Our agency recently received a Google deck outlining a βShopping Expansionβ beta. Thereβs little mention of AI Mode, though one table, in a subtle way, refers to both AI Overviews and AI Mode.
My expectation is that Google will gradually ease users into AI Mode and test ads sparingly. Even if ads appear in a small share of sessions β say 0.5% β that will still generate significant data and feedback.
Advertiser control will likely be even more limited than it is today. In the world of feed-based ads, you have some levers, but the massive machine learning that controls matching is held by Google and the real-world behavioral ecosystem.
To a lesser extent, thatβs also how keyword matching works. Micromanagers wonβt be too comfortable, but the impact of the ads could still be powerful, especially with data-driven attribution.
Hereβs hoping new signals, new reporting breakouts, and new levers become available to advertisers. Namely: audiences including cool personas; demographics; novel larger buckets around life stages; novel characteristics we havenβt even dreamt of yet, such as their language ability level or aspects of how they interact with the LLM.
4. Reporting
The real question is: will reporting be transparent and insightful? We need to at least be able to look at all available metrics for ads that showed in AI Mode specifically. Time will tell.Β
Microsoft seems to be the first out of the gate with AI-conversation-specific reporting breakouts. We expect no less from Google and are impatiently awaiting further guidance on this front β primarily on what kind of reporting will be directly available in the Google Ads interface.
It would be easy for the casual observer to blindly believe that somehow, youβll never be eligible to show up in AI Mode or AI Overviews unless you adopt certain Google Ads campaign types. Thereβs a lot of rhetoric around AI Max.Β
Iβd advise advertisers to do their own research and run their campaigns to suit themselves. Hint: AI Max isnβt the only magical gateway to AI-using users and might not even be a good or appropriate one for many advertisers.
Once reporting is beefed up, youβll want to know how well the AI-specific inventory is doing, however your campaigns wind up serving there.
5. Funnel stage
But that leads us to a wrinkle. Although ads appearing astride AI Mode conversations could certainly be low-funnel (think Shopping ads in high-intent situations), much of the opportunity here is thematic. Your company may now enjoy new opportunities to associate itself with higher-order thinking, new audience definitions, and new intent characteristics.
This opportunity probably comes to your door dressed up as βlower ROAS.β It may be tempting, therefore, to shy away.
Thatβs a mistake.
Why?
Like what happened when everyone started using mobile phones, thatβs where the consumer will be. Ugly early numbers shouldnβt blind us to the imperatives associated with scale.
When the funnel moves, everything moves
Midsized to larger advertisers should step back and reimagine how they approach growth and market impact. There are meaningful opportunities for companies to align more closely with their audiences.
This has little to do with AI Max, and everything to do with how LLM-driven research works. Compare how publishers have traditionally assembled consumer personas β often from fragmented behavioral signals β with the much richer context that can emerge from ongoing interactions with an LLM.
A net shift up-funnel could follow. Imagine a world where a significant share of Google search sessions takes place within conversational experiences. Your ads will need to show up there, where appropriate. If that happens, your funnel β and your competitorsβ β will move with it.
Will you be ready?
Thermalright's impressive AIO cooler lets you add a panoramic screen to your PC for just $165 β bag a 20% saving on the Wonder Vision 360 and treat your CPU
AMD and Samsung ink memory supply memorandum for EPYC and Instinct products β unprecedented deal also includes scope for foundry partnership
Kioxia announces new Super High IOPS SSD that helps accelerate AI workloads on Nvidia GPUs β 25.6TB drive provides more GPU-accessible memory for faster data access
8BitDo launches $40 Nintendo 64-inspired wireless controller with 2.4 GHz connection β dedicated wireless receiver even works with the original N64
SoloDeskPad β Prepare for MTD, chase late payments, and reduce admin
SoloDeskPad prepares UK sole traders for Making Tax Digital and cuts admin so you can focus on work. It checks your MTD readiness, schedules quarterly HMRC reminders, and keeps records tidy with a mileage and expense logger. It also helps you get paid with automated late-payment chasers and creates UK-law-aware contracts from a short form. Join the waitlist to be ready before the 6 April 2026 deadline.
How Ceros Gives Security Teams Visibility and Control in Claude Code

Virgin River season 8: everything we know about the Netflix show's return
Garmin could finally take on Whoop with a screenless fitness tracker next week β hereβs what to expect
The 'best budget drone' just hit a new record-low price at Amazon β the excellent DJI Mini 4K
Almost all developers want AI help, but it has to explain itself first
12 decluttering essentials I'm using to kick-start my Big Spring Sort-out β including a seriously addictive label-maker
Daredevil: Born Again season 2 includes 'characters that go into Spider-Man: Brand New Day', Disney+ show producer says β but they won't join forces in the Marvel movie, star reveals
'The fights are another level': I asked the cast of The Madison what to expect from the season 1 finale β and their answer is giving me Yellowstone flashbacks
I reviewed the Philips' cheaper OLED TV, and it's a great performer with a unique advantage over LG and Samsung's rivals
Inside a $1.1B deal to reshore critical minerals refining
Google: 404 Crawling Means Google Is Open To More Of Your Content
Google's John Mueller implies that Googlebot crawling 404 pages is a positive sign about that site's content.
The post Google: 404 Crawling Means Google Is Open To More Of Your Content appeared first on Search Engine Journal.
Optiscaler delivers improved FSR 4 version for AMD RDNA 2 GPU users
The Optiscaler community has done what AMD couldnβt: bring FSR 4 to RDNA 2 The Optiscaler Community has come together to create an improved version of AMDβs leaked FSR 4 INT8 version. With this new version, FSR 4.0.2b, users of RDNA 2 graphics cards can now use AMDβs improved upscaler with significantly less ghosting. Furthermore, [β¦]
The post Optiscaler delivers improved FSR 4 version for AMD RDNA 2 GPU users appeared first on OC3D.
(PR) Opera GX Gaming Browser Lands on Linux After Community Demand
"PC gaming has long been associated with a single dominant platform, but that's changing. Bringing GX to Linux users - who are renowned for the control they like to exert over their tools - means gamers and developers can manage browser resources, customize their setup, and keep their system performing exactly the way they want," said Maciej Kocemba, Product Director, Opera GX.
(PR) Strong AI Momentum to Drive 24.8% Growth in Foundry Revenue in 2026
Demand for advanced nodes will continue to be driven by AI GPUs from companies such as NVIDIA and AMD. Meanwhile, North American CSPs, including Google, AWS, and Meta, and AI startups such as OpenAI and Groq, are accelerating the development of their own AI chips. Many of these designs are expected to enter volume production and begin shipping in 2026, becoming key drivers for 5/4 nm and more advanced process technologies.
Counter-Strike 2 Changes Decades-Old Magazine Reloading Rule
ValveWhen you reload in CS2, the leftover ammo in your magazine is dumped back into an essentially endless reserve supply. And so the decision to reload has never offered significant trade-offsβin a safe position with enough time, you might reload after firing a single bullet, or half a mag, or after firing down to empty, and the rest of the round would be unaffected. We think the decision to reload should have higher stakes, so in today's update reloading has been redesigned. Now, when you reload, you'll drop the used magazine and discard all of its remaining ammo. Instead of 'topping off' your weapon with a few bullets, a new full magazine will be taken from the reserves whenever you reload.
Intel Supplies Core Ultra 200HX Plus in Limited Quantities to Laptop Makers
When considering the reasons for such limited availability at launch, we need to examine Intel's supply chain for the "Arrow Lake-HX." Since TSMC manufactures this generation, Intel's capacity allocation is limited to what the company set months ago. As a result, Intel is supplying these CPUs in waves as they come out of TSMC's fabs. If the process were internal to Intel, the company would likely manage manufacturing more easily with a predictable supply. If the launch involved a server-grade processor or something with a higher margin, Intel would likely allocate more TSMC capacity beforehand. However, since this generation serves the lower-margin mobile market, the current allocation is working adequately, just with a bit of a delay. Below is a complete list of design wins that Intel has secured from OEMs and its partners for Core Ultra 200HX Plus processor family.
FBI admits buying Americans' location data and says it won't stop
Patel defended the practice as lawful and useful for national security work, citing compliance with the Electronic Communications Privacy Act.
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North Korean fake IT army of 100,000 nets Kim Jong-Un a cool $500 million a year β NK-aligned workers infiltrated in IT companies worldwide, feeding the nation's revenue generation
Intel's new feature can improve game loading times by up to 3x β Precompiled Shader Delivery comes to Arc Xe2 and Xe3 GPUs following DirectX SDK release
Australian researchers develop quantum battery proof-of-concept which uses lasers to charge near-instantly β breakthrough could pave the way for ultra-fast wireless charging for EVs and drones in the future, say researchers
16TB M.2 SSD hits retail if youβre ready to drop $16,000 for the ultimate storage upgrade β price tag explodes 4X in just four months
BabyMealBot β Send recipe links to WhatsApp to get baby-safe versions
BabyMealBot lets you send any recipe link or screenshot to WhatsApp and returns a baby-safe version tailored to your child's age and allergies. It extracts ingredients, steps, and tips from TikTok, Instagram, YouTube, and recipe websites, then saves meals to an organized, searchable cookbook. Create grocery lists with one tap and share access with family so everyone stays in sync. Start with three free recipes, then choose simple plans for personal or family useβno app download required.
OctoClaw
Hire AI specialists for marketing, sales, support, and more
DarkSword iOS Exploit Kit Uses 6 Flaws, 3 Zero-Days for Full Device Takeover

Investigation: UK spends millions on VPNs as government weighs ban for children
I told ChatGPT there was an 'extremely lazy person' here β and its answers got way better
ExactOnce β Single-use actions with atomic guarantees
ExactOnce is an API for creating and consuming single-use actions with atomic guarantees. It resolves concurrent requests deterministically, prevents duplicate side effects, and returns clear failure states like already_used or expired. You can time-bound actions, add optional PIN protection, and get an immutable audit trail. Batch-create actions via CSV for use in magic links, invitations, password resets, secure downloads, approvals, and one-time codes.
Renamer.ai β Bulk rename files with AI that understands their content
Renamer.ai is an AI-powered file renaming tool that looks inside your files to understand what they are, renaming thousands of them in seconds. Drop a folder full of IMG_4382.jpg, Screenshot 2026-02-13 at 10.43.12 AM.png, and Untitled-3-final-v2.pdf files, and get back clean, descriptive filenames without manually touching a single one.
Most batch renamers require you to write rules and patterns. Renamer.ai skips all that; the AI reads the content of each fileβimages, documents, assetsβand generates meaningful filenames on its own. It's available on Windows, Mac, and web, with no naming conventions to memorize, no regex to learn, and no manual sorting ever again.
Dyson has finally debuted a self-emptying cordless vacuum β but bafflingly, its auto-empty dock won't arrive until "later this year"
Multiverse Computing pushes its compressed AI models into the mainstream
Sony To Rebrand PlayStation Network in Late 2026
Nametastic β Free AI name generator - 1,000+ available domains, ranked and explained
Nametastic exists because naming a startup shouldn't take longer than building one. Describe your business idea in a few sentences, and the AI generates over 1,000 brandable suggestions - each scored for memorability and pronounceability, each checked against live domain registries across 50+ extensions in real time. The best ideas surface first, and you can see what's available without leaving the page.
Most generators combine random word fragments and hope something sticks. Nametastic actually reads your description, understands the concept, and produces options that fit your industry and tone. Five minutes from idea to a shortlist with available domains. Free, no signup required.
Comet for iOS
Perplexity's AI browser & assistant
Machine Payments Protocol
The internet-native payment standard for AI agents
Doodles Ai
An artist platform using a self-contained Doodles IP LLM
JSTRUX β From Idea to Profit
Turn your idea into a real business with AI
simplebanking
Your bank balance in your Mac menu bar
Fundable API
Startup data via API
talat
Realtime meeting notes that donβt leave your Mac
PixelClaw
A tiny pixel crab that lives on your Dock
Okan
One click accept/reject notifications for Claude Code
Billy.sh
Local AI coding assistant for your terminal using Ollama
Comet for iOS
Agentic AI browser and assistant for mobile by Perplexity
MCPCore
Build AI-powered MCP servers in the cloud
Bit Office
Pixel office for AI agents and multi-agent collaboration
Cimanote
The fast, clean note app Evernote used to be
Offload
Offload your test suite to speed up the agent loop
OpenAdapter
Best Coding Plans with open source models. No lock-in.
GB1: The AI from the UK
Your private, planet-friendly AI assistant from the UK.
Dembrandt
Pulls website design tokens into standard W3C DTCG JSON
Scouts for iOS
Your always-on AI agents to monitor the web, now on iOS
Pluto Door
Secure MacOS SSH with AI editor, file browser, drag-drop
Link AI
The Agentic Business Suite that replaces your entire stack
InfrOS
Predict and validate cloud architectures before launch
SideDisplay
Your Tesla screen is now a wireless second display
Scheduled
Open source AI calendar scheduler that lives in Gmail
MelonSound
Your Local AI Music Studio for macOS
Smooth Capture
3D device frame screen recording for macOS
Lucent
AI that watches your session replays and detects issues
MiMo-V2-Pro & Omni
Xiaomi's flagship agentic and omni-modal foundation models
Tracium.ai
Track AI Agents with a single line of code
Journey
The loyalty program for travelers with taste
Netlify.new
Start a project with just a prompt on Netlify
Budibase AI Agents
AI agents that run your operations (Open source)
MiniMax-M2.7
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Stitch 2.0 by Google
Vibe design beautiful production-ready UI in seconds
CISA Warns of Zimbra, SharePoint Flaw Exploits; Cisco Zero-Day Hit in Ransomware Attacks

'I donβt like it when doomers are out scaring people': Nvidia on why AI rhetoric damages America's chances to lead in the AI race
Afterpay Day has delivered some exceptional headphone deals β as TechRadar AU's resident expert, these 5 have my seal of approval
'Tough night for Chelsea, mate' β Amazon Alexa+ has arrived in the UK, and it's got more than just a British accent
Two Palantir veterans just came out of stealth with $30M and a Sequoia stamp of approval
A more personal digital health experience for people in Europe
Google and DocMorris have announced a partnership to create a more intuitive and supportive digital health experience. NeuralOps β Keeps remote teams balanced and focusedβprivacy first, no micromanagement
NeuralOps is an AI-powered work rhythm intelligence for distributed teams that delivers visibility without micromanagement. It maps focus, collaboration, and recharge patterns, shows real-time activity dashboards and screenshots, and highlights focus time versus meetings and burnout risks. Teams stay in control with transparent tracking, clear indicators, and one-click pauses, with no keystroke logging. Managers coordinate better with team and individual views, while AI nudges help improve workflows across macOS and Windows. Save up to $12K annually compared to similar products.
founder/mode β Get LinkedIn posts written and scheduled in your voice each week
founder/mode helps founders publish high-performing LinkedIn content in less than 30 minutes a week. Share voice notes, transcripts, and links in a shared knowledge base, then its fine-tuned model drafts posts in your tone while human editors refine every line.
Approve with one click and schedule to post, keep your voice consistent, and turn ideas into conversations with customers, partners, and leads
Popular Chrome extension "Save Image as Type" was hijacked, impacting over 1 million users
Google delisted the image conversion tool earlier this month, but not before it had likely been modifying thousands of users' browsers for several weeks. The group behind the compromise has also been linked to dozens of other hijacked Chrome and Edge extensions.
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S2Flow β Business OS where AI agents run sales, marketing, and e-commerce
S2Flow is a Business OS that uses AI agents to run and improve marketing, sales, and e-commerce operations. You set goals and KPIs, and it generates strategies, assigns agents across departments, and executes tasks like ads, content, SEO, email, and reporting while continuously optimizing to hit targets.
You control guardrails via a strategy queue that auto-applies high-confidence actions and flags others for review. S2Flow tracks metrics such as ROAS, pipeline velocity, and average order value, feeds results back into planning, and keeps your growth engine improving without manual orchestration.
Arch Tools β Call 61 AI tools with one key and pay per use in USDC
Arch Tools provides 61 production-ready AI tools via a single REST API and MCP protocol. These tools include code analysis, web scraping, image generation, NLP, sentiment analysis, crypto data, search, and more. You pay per API call with x402 USDC micropayments on Base, Polygon, Avalanche, and Solana, or you can use traditional API keys. AI agents can discover tools through MCP and pay autonomously without human approval. A free tier offers 100 credits per month, and TypeScript and Python SDKs are included.
Upgrade your home the savvy way with these 12 gizmos and gadgets, all under AU$100
Crimson Desert is finally here, and it can be yours at launch for less with this awesome deal β it's "A kingdom begging to be lost in," and a true epic
GNOME 50 Ditches X11 but Launches With Improved Color Management, Native Fractional Scaling, and VRR Support
The desktop UI also now features a power profile indicator, which is a nice quality-of-life feature for laptop users; the settings app also now has a toggle for reduced motion for accessibility, as well as parental control with daily screen time limits, app restrictions, and schedules for child accounts. With Gnome 50, the developers have implemented bug fixes to the color management and display calibration options, making it more viable for creatives doing color-sensitive work, and the sound settings screen also more clearly denotes input and output audio devices and volumes. The remote desktop functionality in Gnome now features GPU acceleration, which is nice for high-performance applications or Unfortunately, while a great many changes were made in Gnome 50, mostly enabling better performance, enhancing security, or polishing the UI, session restore functionality did not make the cut for Gnome 50. Gnome 50 also removed the Mutter backend code for X11 support entirely, which has been a somewhat controversial choice, given that some workflows and features are still unable to be replicated on Wayland.
Scientio β Organize ideas and projects with an AI-first knowledge platform
Scientio is a knowledge management platform that helps you capture ideas, plan projects, and publish knowledge bases. It uses an AI-first chat interface to create markdown pages and journals compatible with Obsidian and Logseq, while automatically indexing topics and cross-referencing notes. Share read-only online knowledge bases so others can browse your research or documentation without making changes.
Rabbit threatens to revive the legendary Sony Vaio P netbook as a $500 dedicated Linux "vibe coding machine" to take on Apple's uber popular MacBook Neo β but it won't be fast
'You pick something heavy up and you walk with it': A celebrity PT recommends this back-to-basics move as the best strength exercise for over 50s
These small and stylish wireless stereo speakers pack in Hi-Res connectivity, turntable phono support, HDMI, aptX and more β and all at a seriously tempting price
Meta is having trouble with rogue AI agents
Sam Altmanβs thank-you to coders draws the memes
YouTube launches AI-powered βReimagineβ option for Shorts
The feature enables Shorts viewers to generate their own videos based on a scene from a clip.
LinkedIn adds new ways for brands to tap into creator partnerships
LinkedIn's expanding its opportunities for advertisers to align their promotions with creator content.Β
Meta rolls out Manus AI assistance tools for marketers
Meta's added Manus, the AI agent platform it recently acquired, into several business elements.
Instagram adds ability to pause Reels with a single tap
So rather than muting a Reel when you tap, it will now pause the playback.
Facebook looks to lure high-profile creators with new program
The program will see creators with large followings on other platforms paid a monthly rate to share the same on Facebook.
Meta shuts down Horizon Worlds VR, shifting further from the metaverse
Horizon Worlds will become a mobile-only experience, with no VR element.
LinkedIn adds seventh in-app puzzle game
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Crimson Desert reviews and Metacritic scores are in ahead of launch β here's what everyone's saying about the massive game, and something I'm worried about
Crimson Desert is βtoo much in the best and worst ways,β and thatβs exactly why itβs unforgettable
Intel Silently Adds Core i7-13645HX to Its Raptor Lake Mobile CPU Lineup
Compared to the i7-13700HX, which has eight P-cores, a higher boost clock (5.0 GHz), 30 MB cache, and slightly more power headroom, this one feels like something in between, less raw performance than the top-tier HX model but with better memory support. Intel rebranded Raptor Lake as Core 200 series in late 2024, positioning it for higher-end laptops. The i7-13645HX appears to be part of that push: a refined option for systems targeting mainstream performance without stepping up to the full HX stack. No official pricing yet, as this is likely to show up in select gaming and creator machines over the next few months. Remember that just this Tuesday, Intel rolled out its Core Ultra 200HX Plus mobile processors, including the Core Ultra 9 290HX Plus and Core Ultra 7 270HX Plus. These processors add new features and architectural refinements, including support for the new Intel Binary Optimization Tool that can improve native performance in select games.
The Legend of California Gets Alpha Playtest in Late March, Minimum Specs Call for RTX 2060 Super
In the playtest announcement video, Kaplan admits that it will be a limited playtest, so not everyone who registers will get a slot to play. Kaplan calls it the "next important moment for the development of this game," suggesting Kintsugiyama will use the data and feedback gathered from the playtest for further improvement and development of the game. A FAQ on the game's Steam page claims that there will be another playtest "in summer," and that the game will launch in Early Access before getting a full release. The FAQ also addresses the game's minimum hardware requirements, which were seemingly added to the Steam page along with the playtest announcement. According to the FAQ, the minimum hardware specificationsβan NVIDIA GeForce RTX 2060 Super 8 GB or AMD Radeon RX 6600 8 GB, 16 GB of RAM, and an Intel Core i7-10700K or AMD Ryzen 7 3700Xβwill target 30 FPS, while the recommended specβan NVIDIA GeForce RTX 3080 or AMD Radeon RX 6800, 32 GB RAM, and an Intel Core i7-12700K or AMD Ryzen 7 5700Xβwill target 60 FPS.
Crimson Desert Benchmark: 40 GPUs Tested
We benchmarked Crimson Desert across 40 GPUs to see how it performs at 1080p, 1440p, and 4K. Here's what to expect from your system - and how well it's optimized for modern hardware.
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Testing CPU scaling in Crimson Desert β X3D wins, but not by much, and Raptor Lake shines
EthosOne β Streamline governance, compliance, and risk for schools
EthosOne is a governance platform built for independent schools. It centralizes board reporting, state-aligned compliance calendars, and ISO 31000 risk management so leaders can see obligations, owners, and evidence at a glance. Schools document controls, manage duty of care for camps and excursions, and keep every artifact accountable, turning oversight into an active, consistent process across Australia.
After 80 hours of Crimson Desert I'm thirsty for more of its breathtaking open-world and enthralling set pieces β it just needs a few tweaks in some areas to become a masterpiece
Unbelievably thin Panther Lake mini PC pictured with 13 ports on all four sides, including a 10GbE LAN connector, an OCuLink port β and, wait for it, three M.2 slots inside
One of the best Xbox flightsticks for Microsoft Flight Simulator is now 21% off β it's got great Hall Effect sensors, customizable buttons, and more
The studio behind Psychonauts' new game lands April 23 β and yes, itβs launching straight into Xbox Game Pass
Battlefield 6 is free to play for a week in Season 2, but the free trial has a huge catch β I don't understand why the devs are making the same mistake again
I finally tried Lively Wallpaper to animate my desktop β it's a dream for customization
Game Developers "Found Out At the Same Time as the Public" About NVIDIA DLSS 5
According to game developers from both Capcom and Ubisoft who spoke to Insider Gaming, while the individual studios may have been involved in marketing DLSS 5, the teams who worked on them were just as surprised by the results as the rest of the gaming community. A Ubisoft developer is quoted as saying "We found out at the same time as the public," while developers at Capcom expressed similar sentiments, stating that it was surprising to see Capcom, who has generally been protective of its IPs when it comes to AI involvement, getting involved in the marketing for DLSS 5. Further, the Capcom developers expressed concern at how DLSS 5 might change how Capcom approaches generative AI and its role in game development.

(PR) Nordcurrent Labs Unveils Defender of the Crown: The Legend Returns at Future Games Show
England is a land of chaos where the crown has been stolen, and the King is dead. Players must step into the boots of a Saxon lord to outmaneuver rival Normans, raise armies, and reclaim the throne. This remake preserves the design of the original, while updating the experience with cleaner systems and meaningful quality-of-life enhancements.
(PR) Micron Reports Results for the Second Quarter of Fiscal 2026
Fiscal Q2 2026 highlights
- Revenue of $23.86 billion versus $13.64 billion for the prior quarter and $8.05 billion for the same period last year
- GAAP net income of $13.79 billion, or $12.07 per diluted share
- Non-GAAP net income of $14.02 billion, or $12.20 per diluted share
- Operating cash flow of $11.90 billion versus $8.41 billion for the prior quarter and $3.94 billion for the same period last year
SK Group Warns Memory Shortage May Continue into 2030
The company is apparently looking at ways to stabilise pricing, but as to when this will happen, is anyone's guess at this point in time. In this specific case, it's down to SK hynix CEO Kwak Noh-jung to try and resolve the immediate situation. SK Group doesn't seem interested in building fabs outside of South Korea either, as Chey also told The Korea Times that "Korea already has the infrastructure in place, allowing for a much faster response. That is why we are concentrating our efforts here." There is at least some good news here, as it doesn't seem like SK hynix will put its entire focus on HBM memory, as the company is aware that might lead to further shortages of DRAM, which will affect the broader tech industry.
Microsoft is threatening to sue Amazon and OpenAI over a $50 billion cloud hosting deal
According to an unnamed Microsoft insider quoted by Financial Times, the company is prepared to sue OpenAI and Amazon if they move forward with the deal. "We know our contract, and we'll sue them if they breach it," the person reportedly told the publication, arguing that OpenAI cannot offer Frontier...
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Rytora BuildLabs β Turn plain language into production-ready full-stack web apps
BuildLabs turns plain language into production-ready full-stack applications. It generates a React + Vite frontend, a NestJS backend, and a Prisma + PostgreSQL database on Neon, all in exportable TypeScript you own. Use a live preview and chat to iterate features, refine UI, and fix details. Projects include JWT auth, protected routes, and real data. Export code or deploy with one click to Vercel and Railway. Scale from solo work to teams with workspaces, role-based access, and priority support on paid plans.
Golf balls, ties and an RTX 5090: All the best things you can buy at the Nvidia GTC 2026 merch store
Inventive laptop maker comes out with a concept laptop that youβll definitely never need β VeilBook has a removable keyboard to free up βspace to integrate cooling fansβ
Trump administration says Anthropic refusal was 'not protected speech' in US court
'The most important BMW in recent history': BMW reveals new i3 EV with 560-mile range β but its design is splitting opinion
Nothing CEO Carl Pei says smartphone apps will disappear as AI agents take their place
Nvidia is quietly building a multibillion-dollar behemoth to rival its chips business
Google AI Overviews now appear on 14% of shopping queries: Report

Googleβs AI Overviews now appear on 14% of shopping queries, up 5.6x from 2.1% in November 2025, according to new Visibility Labs analysis.
- Ecommerce brands have been mostly unaffected by AI-driven click loss in Search. That seems to be changing.
Why we care. As Googleβs AI Overviews expand across product searches, ecommerce brands face a growing risk of losing visibility and clicks before shoppers reach standard organic or Shopping listings.
The details. The analysis targeted product-intent keywords tied to results with a Shopping box, paid or organic β terms like βweighted blanket,β βmushroom coffee,β βprotein powder,β and βblue T-shirts.β
- That produced 20,900,323 shopping keywords.
- Of those, 2,919,229 triggered an AI Overview β 14.0% penetration.
What theyβre saying. Report author Jeff Oxford, founder and CEO of Visibility Labs, concluded:
- βFocusing on AI SEO is no longer a luxury, itβs becoming a necessity. Ecommerce sites need to think beyond traditional SEO and start incorporating AI SEO best practices into their search optimization strategy.β
The report. AI Overviews Now Appear on 14% of Shopping Queries, Up 5.6x in 4 Months (Study of 20.9M SERPs)
βTwo weeks ago you asked β now itβs shippingβ: Xbox rolls out fanβrequested personalization upgrades
Modder turns their Xbox Series X into an RTX 5060 gaming PC, giving me serious Project Helix vibes
This sweet new PC indie game is a Steam top seller, and a blast from the past β it's a wonderful '90s nostalgia trip, and on sale for launch too
Death Stranding 2 leaks early as unencrypted Steam build spreads online
This kind of leak harks back to the glory days of CD-ROM software in the late 1990s, when games that had "gone gold" were often pirated before reaching retail stores. Death Stranding 2's system requirements include 150GB of available storage, while the leaked download allegedly weighs "just" 113GB.
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New Intel Arc drivers promise faster game loads with shader distribution
Intel's latest Arc GPU drivers introduce the Graphics Shader Distribution Service, which can improve first-time game load times by up to 2x on supported Arc GPUs. The update also adds day-one support for Death Stranding 2 and Everwind.
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Nvidia will only produce one 88-core Vera CPU model β Jensen says the company will make billions of dollars from a single SKU
With H200s set to flow into China, Groq is reportedly set to follow β Nvidia is allegedly preparing a custom version of inferencing chip to penetrate region
Glimpse β Protect your attention and live mindfully through building true connections
Glimpse is on a mission to mindfulness by protecting your attention and building true connections. We empower you to control your technology and live connected, mindful lives with real people in the real world. The less you use it, the more valuable it becomes.
Glimpse starts by blocking distractions and forces that steal your attention. It then builds mindfulness through an ecosystem that helps you connect with the real world, yourself, and others, disconnecting you from what does not matter and connecting you with what does.
VisualGPT β Create, edit, and enhance images with AI in your browser
VisualGPT is an all-in-one AI platform to create, edit, and enhance images right in the browser. It combines hundreds of image tools including image generation, background removal, upscaling, retouching, and quick design so you can go from idea to polished visuals fast.
The platform integrates top models like Nano Banana, Flux, Ideogram, and Stable Diffusion to deliver sharp, ready-to-use results. Use purpose-built apps for photo editing, clothes and hairstyle changes, interior and room design, and infographic or flowchart creation with simple prompts or uploads and no learning curve.
Clico β AI tools for every text box in your browser
Clico brings AI to every text field in your browser. Use simple shortcuts to draft replies, continue writing in your voice, rewrite selections, summarize long pages, and search highlighted text without switching tabs. It reads on-screen context from emails, posts, and docs to produce accurate, in-place results.
Dictate by holding Command, then edit or insert at your cursor. Clico is free to use, needs no API key, and works across all Chromium browsers.
'AI can be relentless in a way that a human is not': With too few experts to go around, this startup is chasing a Matrix-style idea of βcopying and pastingβ expertise
VPN deal of the week: Thereβs just 5 days left to bag a free 12-month Calm Premium subscription with Surfshark
'Further β proceedings might not be necessary': Elon Musk and SEC in talks to settle Twitter deal lawsuit
Prime Video's Scarpetta invites viewers to solve a gripping case β but butchering the source material is the show's worst crime of all
The new iPad Air M4 'remains the iPad most people should buy' β and it's already on sale at Walmart
Exclusive: $599 MacBook Neo easily beats $1,119 Dell laptop on Windows 11 benchmarks - yes, macOS may well be the best platform ever for Microsoft's OS
Better than the MacBook Neo for creators: Appleβs MacBook Pro M5 laptop is massively discounted at Amazon - and it's perfect for photo and video editing
Which Amazon Echo Show should I buy? Here are the key differences to know
Only 9% of global firms are ready to handle AI-driven threats, and many are dangerously overconfident
What should you evolve Eevee into on PokΓ©mon XD: Gale of Darkness for Nintendo Switch 2? Hereβs my opinion as a life-long PokΓ©mon fan
FBI is buying location data to track US citizens, director confirms
Introducing βvibe designβ with Stitch
Stitch is evolving into an AI-native platform that allows anyone to create, iterate, and collaborate on high-fidelity UI. Small publisher search traffic fell 60% over two years: Data

Small publishers are seeing sharp traffic declines from AI search experiences, according to new data from thousands of global sites using Chartbeat analytics.
The details. Publishers with 1,000 to 10,000 daily pageviews lost 60% of search referral traffic over two years, Chartbeat found.
- Mid-sized sites with 10,000 to 100,000 daily pageviews lost 47%.
- Large publishers with more than 100,000 daily pageviews were down 22%.
Reality check. AI referrals arenβt replacing lost search traffic.
- Google Search pageviews fell 34% year over year.
- Google Discover dropped 15%.
- ChatGPT referrals rose 200% but still account for less than 1% of total traffic.
Yes, but. Traffic is shifting, not disappearing. Total weekly pageviews across publishers fell just 6% from 2024 to 2025, a typical swing tied partly to the news cycle. Search is shrinking as a share of traffic, while direct, internal, and messaging channels are growing.
Why we care. SEO has long been the growth engine for smaller sites. Thatβs no longer true. If you donβt have a strong brand, direct audience relationships, repeat visitors, or differentiated value, you face the biggest risk as search referrals decline.
The Axios report. Exclusive: Small publishers hit hardest by search traffic declines.
Google retires several legacy ad format policies

Google is cleaning up outdated requirements in Google Ads, reflecting how legacy ad formats have evolved into newer, more automated products.
Whatβs happening. As of March 17th, Google discontinued multiple ad format policies, including those related to form ads, image quality, responsive ads, and text ads.
What changed. These requirements are being removed because the original formats have transitioned into newer campaign types and ad experiences, making the old policy frameworks no longer relevant.
Why we care. This update simplifies the policy landscape in Google Ads, reducing confusion around outdated requirements tied to legacy formats.
What advertisers should do. Advertisers are now expected to rely on current Google Ads policies and ad format requirements, which govern newer formats like automated and AI-driven campaigns.
The bottom line. By removing legacy requirements, Google is streamlining policies in Google Ads β signalling a continued move toward fewer, more unified standards for modern ad formats.
(PR) Imec Receives the World's Most Advanced High NA EUV System
Luc Van den hove, CEO of imec: "The past two years have marked an important chapter for High NA (0.55NA) EUV lithography, with imec and ASML joining forces with the ecosystem in its joint High NA EUV Lithography Lab in Veldhoven (The Netherlands) to pioneer High NA EUV technology. With the installation of the EXE:5200 High NA EUV lithography system into our 300 mm cleanroom in Leuven (Belgium), we aim to bring these High NA EUV patterning technologies to an industry-relevant scale and to develop the next-generation High NA EUV patterning use cases. Its unmatched resolution, improved overlay performance, high throughput, and a new wafer stocker that improves process stability and throughput, will give our partners a decisive advantage in accelerating the development of sub-2 nm chip technologies. As the industry moves into the Γ₯ngstrΓΆm era, High NA EUV will be a cornerstone capability, and imec is proud to lead the way by offering its partners the earliest and most comprehensive access to this technology."
AMD "Medusa Point" APU Early Benchmarks Match "Strix Point" at Half the Clock Speed
This phenomenon could be attributed to the fact that the "Zen 6" cores in the "Medusa Point" APU are much better performing and more optimized for the workloads that Geekbench tests. The IPC improvement target from "Zen 5" in "Strix Point" to the newest "Zen 6" could be a high single-digit to low double-digit gain on average. It is likely that the combination of new instructions and IPC improvements is what is pushing "Medusa Point" so high. Since the new APU also appeared in firmware running AVX-VNNI in FP16 precision, we might be seeing these workloads getting accelerated thanks to the lower precision of the floating-point operations. For now, the situation remains a mystery, at least until more benchmarks are available in the coming months. AMD is expected to launch this new APU around CES 2027, so we still have a lot of time before official and third-party benchmarks are released.
Microsoft Won't Auto-Install Microsoft 365 Copilot App on Windows 11 Anymore After Backlash
For those who may not remember, the Microsoft 365 Copilot App is the rebranded version of what was originally called Microsoft 365 / Office Hub. This app version was introduced alongside the regular Copilot app on customers' Windows 11 systems. Back in September 2025, Microsoft planned to automatically install the Microsoft 365 Copilot App on Windows 11, along with the regular Copilot App, which meant users would receive two "AI-enhanced" applications automatically. This move sparked a significant backlash from the community, particularly from enthusiasts who saw little to no added value in Microsoft's AI integrations. Users made it clear that they wanted this enhancement to be optional, if not stopped altogether. Microsoft has recently commented that the company is focusing on what truly matters to consumers, such as fixing the bug-prone operating system and enhancing core features for a smoother user experience in Windows 11. They also mentioned stepping back from the "AI-everywhere" approach.
Qihoo 360 accidentally exposed a private SSL key, putting its platform at risk
Qihoo 360 recently shipped its 360 Security Claw AI assistant, a tool designed to rein in the viral AI agent OpenClaw. However, the installer contained a private SSL certificate associated with the company's internet domain. Criminals and security researchers could theoretically exploit this certificate to compromise Qihoo 360's infrastructure, although...
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AMD claims it had no knowledge of fake Ryzen 5 7430U CPUs in Chuwi laptops β Chinese vendor announces recall of products and refunds, PCB manufacturer could be culprit
Microsoft considering suing OpenAI over Altman's recent deal with Amazon, report claims β exclusivity dispute revolves around Frontier multi-agent service
OFAC Sanctions DPRK IT Worker Network Funding WMD Programs Through Fake Remote Jobs

This HP EliteBook laptop deal is massively discounted at Best Buy β but I found a mini PC with much better specs for far less
Surfshark boosts its ultimate security bundle with $1 million identity theft protection
Google Pixel 10a vs Pixel 10: which Pixel phone should you buy?
βThe people have been waiting!β β GoPro teases a mysterious cinematic camera, which could have DJI and Insta360 worried
Spotify rolls out a huge Wear OS upgrade including new album art and handy tap gestures, giving you βeven more control from your wristβ
Meta is pulling the plug on its VR metaverse and Meta Quest 3 fans don't know how to respond
How to watch Tottenham vs Atletico Madrid: live Champions League 2025/26 game, free streams
Microsoft is mixing up its Copilot AI leadership, so Suleyman can 'build enterprise tuned lineages'
ExpressVPN uncovers 3.7 million items of leaked AI chatbot data. A reminder of how vital encryption is
I asked ChatGPT what to watch across 6 streaming apps β and it actually nailed it
A bunch of the coolest Xbox controllers' colourways have had their prices slashed at Amazon
How to watch Liverpool vs Galatasaray: Free Streams, TV Channels & Preview for Champions League Round of 16 2nd leg, team news
The Madison Robert Redford tribute puts his Oscars In Memoriam to shame β and the cast think you should stream his most βbeautifulβ movie this week
Pardoned Nikola founder Trevor Milton is trying to raise $1B for AI-powered planes
Patreon CEO calls AI companiesβ fair use argument βbogus,β says creators should be paid
Rebel Audio is a new AI podcasting tool aimed at first-time creatorsΒ
The Gemini-powered features in Google Workspace that are worth using
Apps to distract you from the endless cycle of doomscrolling
The leaderboard βyou canβt game,β funded by the companies it ranks
Gemini API tooling updates: context circulation, tool combos and Maps grounding for Gemini 3
Developers can now combine function calling with built-in tools such as Google Search in a single Gemini API call to build agentic and complex tool-use applications. SMX Now: Learn how brands must adapt for AI-driven search

Visibility is no longer just about ranking. It depends on whether your content is discovered, evaluated, and selected in AI-driven search experiences.
Weβre kicking off our new monthly SMX Now webinar series on April 1 at 1 p.m. ET with iPullRankβs Zach Chahalis, Patrick Schofield, and Garrett Sussman on how you must adapt.
The session introduces iPullRankβs Relevance Engineering (r19g) framework for executing Generative Engine Optimization (GEO) through an omnichannel content strategy. Youβll learn how AI search uses query fan-outs to discover and select sources, and how to structure content so itβs retrieved, surfaced, and cited.
It also emphasizes that GEO success isnβt universal. It requires testing, tailored strategies, and a three-tier measurement model spanning discovery, selection, and citation impact.
Search Engine Land is proud to be a media partner for iPullRankβs upcoming SEO Week event.
Google brings vehicle feeds to Search campaigns

Google is expanding how inventory appears in Google Ads Search campaigns, giving automotive advertisers a more visual, product-rich format directly in text ads.
Whatβs happening. Google Ads now supports vehicle feed integration on Search ads, allowing advertisers to pull inventory from Google Merchant Center and enhance existing text ads with details like make, model, price, and images.
How it works. Vehicle listings appear as clickable assets alongside standard Search ads, either below or beside the main text. Users can click through to a specific vehicle detail page or a broader landing page, depending on the interaction.
Why we care. This update lets automotive advertisers bring real inventory directly into Search ads, making them more engaging and useful for high-intent users. It also means richer visibility without extra campaign setup, while potentially driving more qualified leads by showing key details upfront within Google Search.
Why itβs notable. The update brings Shopping-style visual elements into Search campaigns, helping advertisers showcase real inventory without needing separate campaign types.
For advertisers. Key benefits include a more engaging ad experience, the potential for higher-intent leads, and the ability to use existing Merchant Center feeds without duplicating setup.
Measurement. Performance can be tracked using the βClick typeβ segment, allowing advertisers to understand how users interact with vehicle listings versus standard ad components.
Matching. Googleβs automation determines which vehicles appear based on user intent and query context, continuing the shift toward less manual control and more AI-driven ad assembly.
The bottom line. Vehicle feeds in Search campaigns give automotive advertisers a way to blend inventory with intent-driven queries, turning standard text ads into more dynamic, product-led experiences within Google Search.
The worldβs first 16TB M.2 SSD has appeared on Amazon, and its price is eye-watering
16TB M.2 SSDs are now available to purchase, and their pricing is NUTS If you want to max out your M.2 slots and you have an unlimited budget, you can now buy a 16TB M.2 NVMe SSD for your PC. Fanless Tech has spotted a 16TB PE4 M.2 SSD from Exascend, a drive that costs [β¦]
The post The worldβs first 16TB M.2 SSD has appeared on Amazon, and its price is eye-watering appeared first on OC3D.
Even the studios highlighted in NVIDIA's DLSS 5 reveal were shocked by the generative AI showcase β game developers "found out at the same time as the public"
(PR) Quantum Machines Launches Open Acceleration Stack Alongside NVIDIA and AMD
The Open Acceleration Stack marks a significant expansion of Quantum Machines' Orchestration Platform, the industry's leading hardware and software framework for the control and operation of quantum processors. Using Quantum Machines' OPNIC (OPX Network Interface Card) and NVIDIA NVQLink, the framework enables an ultra-low, microsecond-level latency link between its proprietary Pulse Processing Unit (PPU) and high-performance accelerators, including GPUs, CPUs, FPGAs and ASICs.
(PR) Tuxedo Intros Gemini 17 Gen 4 17.3-Inch Notebook with AMD Ryzen 9 9955HX
Solid Desktop Replacement Chassis with Classic Workstation Flair
With an overall height of just under 2.9 cm and a weight of 2.8 kg, this Linux desktop replacement is not designed for constant mobility, but still allows comfortable transportation over short to medium distances.
8BitDo Officially Launches Retro Wireless Receiver for N64 Alongside Classic Grey 64 2.4 GHz Wireless Controller
The 8BitDo 64 2.4 GHz controller, on the other hand, is mostly just a rehash of the existing 8BitDo 64 Bluetooth controller repackaged to work with 2.4 GHz and paired with a Retro Wireless Receiver for N64 compatibility. The 64 controller uses modern controller design and ergonomics with a button layout adapted for the N64βspecifically, it features large AB buttons where the right thumb stick would normally be on a game controller and a D-Pad where the usual ABXY face buttons would be. These design changes are to make the controller compatible with the Nintendo N64 console, but the internals are quite modern, featuring a Hall-effect joystick and support for Windows, via a wired connection, and the Analogue3D FPGA project's reimagining of the original N64, replete with vibration support on the latter. The 8BitDo 64 2.4 GHz controller is available on Amazon and 8BitDo's eShop for $39.99.
A number of US cities are pulling the plug on Flock Safety's AI cameras
Flock, valued at roughly $7.5β―billion and backed by venture capital giant Andreessen Horowitz, says its systems help police identify vehicles linked to criminal activity by analyzing license plates and other features, such as bumper stickers. But the same capability has alarmed privacy advocates and local governments, particularly after reports that...
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Gamer recycles VR roller coaster into fully motion-enabled Elite Dangerous cockpit
A streamer recently explained how they built a chair that responds to movement feedback from simulation games. The project began as a childhood dream and evolved into a hobby of acquiring and repurposing used machinery.
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Flash sale at Autodesk slashes up to 20% off the company's most popular products β just two days left to save
AMD reportedly strikes back with Zen 5 refresh to counter Intel's latest Arrow Lake Refresh CPUs β 65W Ryzen supercharged with 400 MHz base clock uplift and almost double the TDP
HireMeIQ β Track every application, interview, response, rejection, and ghosting
HireMeIQ helps job seekers organize every application, interview, response, rejection, and ghosting in one place. Import roles from links or emails, log each stage, and see at-a-glance insights into volume, response rates, and progress.
HireMeIQ focuses on clarity today and hiring transparency tomorrow, surfacing patterns and timelines across companies as the community grows. Your data stays private, you control whatβs tracked, and early users shape what comes next.
Interlock Ransomware Exploits Cisco FMC Zero-Day CVE-2026-20131 for Root Access

I found 6 unmissable 3D printer deals based on our tests, starting from $199 in the Spring Sales
Over 29 million secrets were leaked on GitHub in 2025, and AI really isn't helping
The Google Pixel 10 is the brand's 'most competitive phone yet' β and it just hit a record-low price at Amazon
βCyberattacks are having a huge impact on peopleβs lives and economic activitiesβ: Japan joins list of countries turning towards offensive cyber operations
X was down β here's what happened in the brief global outage
Alibaba Cloud bumps prices by up to 34% due to AI demand and hardware costs
Your Employeesβ Tech Frustration is a Gift to Cybercriminals
Quordle hints and answers for Thursday, March 19 (game #1515)
NYT Connections hints and answers for Thursday, March 19 (game #1012)
NYT Strands hints and answers for Thursday, March 19 (game #746)
A DJI Pocket 4 might be on its way, but right now the 'class-leading' Pocket 3 is at a new lowest-ever price
This startup wants to make enterprise software look more like a prompt
Facebook launches a new monetization program to attract popular creators from TikTok, YouTube
Sequen snags $16M to bring TikTok-style personalization tech to any consumer company
Microsoft hires the team of Sequoia-backed AI collaboration platform, Cove
How weβve made our products with recycled materials
Google is publishing its Recycled Materials Guide, which shares engineering, design, and operations insights. Where to focus technical SEO when you canβt do it all

When technical issues hold your SEO program back, progress stalls. Yet technical SEO remains a top priority for leading SEOs and Google, and a key factor correlated with rankings in Backlinkoβs 2026 Google ranking factors report.Β
One of the biggest hurdles for in-house SEO programs is the lack of resources to implement changes to the website.
- Up to 67% of respondents cite non-SEO dev tasks as the biggest reason technical SEO changes canβt be made, according to Airaβs State of Technical SEO Report.
- This is costing businesses an additional $35.9 million in potential revenue each year, seoClarity estimates.Β
When you canβt do everything, focus on the technical SEO tasks that drive the most impact. Here are the priorities to start with.
Where to focus first: Prioritization techniques
Most enterprise SEO teams want to fix issues that impact the most pages, revenue, and user journeys. Airaβs report ranks in-house technical SEO changes in this order:
- Quick wins (big impact, little effort).
- Expected impact on KPIs.
- Impact on users.
- Best practices based on Google guidelines.
- Industry changes and algorithm updates.
Still, with millions of pages, itβs difficult to know where to focus. Here are some tips:
- To limit what you work on, start with small groups of keywords or specific product areas.
- Fix any barriers to ranking.Β
- Ensure all major pages are indexed.
- Consolidate, improve, or remove low-quality pages that donβt need to be indexed.
Starting with a technical SEO audit lets you identify the exact technical issues you need to resolve, hopefully with a prioritized list of tasks.Β
SEO tools can help identify and prioritize technical fixes. You may also want to check out βSEO prioritization: How to focus on what moves the needle,β which includes prioritization techniques like the Eisenhower Matrix.

If asked for the top foundational technical SEO fixes, Iβd point to the following:
1. Site architecture
A well-organized site creates the foundation for your SEO program to run more smoothly. Site structure impacts key SEO outcomes, including crawling, indexing, and user experience, and getting this piece right really sets the stage for a site primed for search.
Fundamentally, site architecture (what I call βSEO siloingβ) helps you organize a site around how people search. The goal is to have your content and navigation hierarchy mirror the keyword themes/queries people use and to couple that with content that answers intent across the customer journey.
For example, this is how a βpower toolsβ section of a large ecommerce site might be siloed/organized:

The internal linking piece of siloing reinforces topical authority and funnels strength toward your primary landing pages. This alignment between search behavior, content themes, and site structure turns your site into a ranking asset.
In AI-powered search, you want your enterprise site to be well-organized, with a clear hierarchy and strong internal linking to send stronger relevance signals.Β
Here are common site architecture issues to look for:
- Important pages that are buried deep in the site (four-plus clicks from the homepage).
- Orphaned or weakly linked high-value pages.
- Any content topics that lack a clear thematic hub or silo.
- Multiple pages competing for the same core query.
- Lack of internal linking to connect and reinforce key content sections/silos.
- Thin or fragmented supporting pages.
- Taxonomy structures (like tags, archives, categories) that are competing with core pages.
A full site architecture overhaul is difficult in enterprise environments, so focus on the tasks you can reasonably get done. Consider these three action items to help make an impact with potentially the least resistance:
Strengthen internal linking to priority contentΒ
Internal linking can be deployed without changing the core site architecture/URL structure, so this is usually a faster win. Look to fix:
- Revenue-driving pages that are not positioned as thematic hubs.
- Topical pages that arenβt interlinked but support the customer journey.Β
- Relevant blog content that doesnβt link back to specific topical hubs or service/product pages.
- High-authority pages that are not linking to supporting pages.Β
- Cross-linking between unrelated themes that may dilute topical focus.
Consolidate topics before rebuilding the structure
Instead of reorganizing the entire taxonomy, you can look for things like multiple pages that are targeting the same primary keyword/queries, thin variations of the same topic across different URLs and blog content that may be competing with key pages like products/services.
Here, you can merge overlapping content, choose and reposition one page as the thematic hub and redirect URLs as needed.Β
Elevate key pages closer to the top
When resources are tight or politics get in the way, you can reinforce the site architecture by ensuring that:
- Priority pages are within two to three clicks.
- You add contextual links to reinforce thematic hubs/silos by implementing things like βrelated resources.β
2. Crawling and indexing
At the enterprise level, crawling and indexing issues are almost guaranteed. But which issues deserve immediate attention?
Fix indexing issues first
This step may feel obvious, but itβs often overlooked. When search engines arenβt indexing the pages that matter most, this step becomes a No. 1 priority on the βfixβ list.
But with so many URLs on an enterprise site, it can be overwhelming to review the Google Search Console Page indexing report. So instead, you can start by filtering the Page Indexing report by your XML sitemap. Compare the URLs listed in the sitemap with what Google has indexed.Β
Any sitemap URLs that are not indexed should be investigated first. Determine why theyβre excluded and fix those issues before expanding your analysis.
During your page reviews, you can do a quick triage by checking:
- Robots.txt rules that may be blocking critical sections.
- Noindex tags that may have been accidentally deployed.
- Canonical tags that might be pointing to the wrong versions.
- Any rendering issues preventing search engines from seeing content.
Eliminate signal dilution
Itβs not uncommon for pages across a large site to send mixed signals to search engines. In enterprise environments, this often happens at the template level where one structural issue can weaken countless URLs.
Look for these problems:
- Multiple URL variations being indexed (HTTP/HTTPS, trailing slash inconsistencies, parameter variants).
- Canonical tags that conflict with internal links or XML sitemaps.
- Near-duplicate pages targeting the same primary query.
- Redirect chains that are working inefficiently.
- Important pages rendering with more than one URL.
Reduce crawl waste
For an enterprise site, crawl budget is a strategic resource. You want to avoid having crawlers spend time on pages that donβt matter. To see if this is happening, check for some common culprits:Β
- Excess crawl activity on faceted navigation and parameter URLs (filters, sorting, pagination variations).
- Internal search results being indexed.
- Thin or competing archive structures (tag, category, or date archives).
- Out-of-stock or low-value product pages cluttering the index.
- Thin, auto-generated, or outdated location pages.
- Staging or test environments accidentally being indexed.
- Legacy or irrelevant content thatβs still crawlable.
3. Website performance
If your site is hard to use, it wastes the organic traffic that youβve worked hard to get. Yelp and Pinterest are two examples of organizations that invested in site performance and experienced revenue and engagement lifts.Β
- Yelp reported a 15% increase in conversion rate after improving page performance and reducing load times.
- Pinterest reported that after launching its Progressive Web App, time spent increased 40%, user-generated ad revenue rose 44%, and core engagements grew 60%.
What requests should you prioritize?
Fix backend bottlenecks first
When the backend is performing poorly, it impacts everything from site speed and crawl efficiency to user experience metrics. Check for problems like:
- High Time to First Byte (TTFB) on any key templates.
- Sluggish performance on high-traffic pages.
- Heavy CMS processing or middleware overhead that delays page generation.Β
- Slow database queries that lengthen the server response time.
Some action items that can address these issues include:Β
- Implementing full-page or edge caching for high-traffic templates.
- Optimizing database queries and reducing CMS processing overhead on dynamic pages.
- Upgrading hosting or moving to a scalable cloud infrastructure for traffic spikes.
Reduce JavaScript and rendering bottlenecks
Enterprise sites face more navigation issues β especially with filters or JavaScript β and accumulate script bloat. Tag managers, personalization engines, testing platforms, and third-party widgets stack up over time.
Unfortunately, no one wants to remove them because theyβre not sure if theyβre still needed. When you reduce execution overhead, it can improve interactivity and stability without having to redesign the site.
Here are some problems to look for:
- Large JavaScript bundles that are loading sitewide.
- Third-party scripts that are blocking rendering.
- Poor Interaction to Next Paint (INP) scores.
- Core content thatβs dependent on client-side rendering.
Some high-impact fixes to consider:
- Audit and remove unused or redundant third-party scripts.
- Defer or lazy-load any non-critical JavaScript.
- Shift critical content to render before JavaScript execution by deploying server-side rendering or hybrid rendering where possible.
Improve what users see first
Site performance is also about perceived speed and the first meaningful interaction for users. This is another area where Googleβs Core Web Vitals become useful as a diagnostic tool.
Common culprits that cause issues in the user experience category include:
- Hero images that are loading late.
- Any render-blocking CSS or JavaScript.
- Layout shifts that are caused by ads or dynamic elements.
- Above-the-fold content thatβs being delayed by non-critical assets.
When considering what to fix, focus on structural optimizations that change how the browser prioritizes what matters most:
- Preload and properly size all above-the-fold images.
- Inline critical CSS and defer any non-essential styles/scripts.
- Reserve static space in the layout for dynamic or third-party elements (ads, embeds) to prevent layout shifts.
Improve speed
Improving page speed helps improve indexing. The slower and larger pages are, the fewer Google will crawl. That isnβt an issue if your site has 500 pages. Itβs an issue getting a million pages indexed.
The Google Search Console Crawl Stats report is an underutilized tool. The report shows how Googlebot is crawling your site, including the total number of crawl requests, total download size and average response time for fetched resources.
Bonus: Mobile user experience
About 63% of website traffic is mobile, according to Statista. But the majority of sites arenβt prioritizing their mobile experiences, according to a study by the Baymard Institute.
For example:
- 95% of sites put ads in key areas of the homepage that cause interaction issues.
- 61% donβt use the correct keyboard layouts, which cause accidental typos.
- 66% place tappable elements too close together, and 32% of sites have tappable elements that are too small.Β
A responsive website is the baseline. But mobile experiences go beyond this foundation. The most successful enterprises are thinking about how to create sites that are dialed in for mobile users.Β
While most would agree that many UX functions fall outside the realm of technical SEO, the ability of your site to retain and convert mobile traffic is a shared goal for SEO and UX teams.
With that in mind, you can analyze your mobile experiences alongside your colleagues by thinking about the following questions:Β
- Are your most important pages meeting Core Web Vitals thresholds?Β
- Is your critical content fully visible on mobile, or is it hidden behind tabs, accordions, or scripts?
- Are you optimizing for mobile-first indexing by ensuring that structured data, internal links, etc., match desktop versions?
- Is your content formatted for mobile scanning with short paragraphs, clear visual hierarchy, and fast-loading media?
- Are you accounting for emerging user behaviors in your content, like voice queries and AI-generated summaries?
- Is your navigation mobile-friendly, as in simple, thumb-friendly menus, intuitive hierarchy, and easy access to key actions?
- Have you evaluated any gesture-based interactions, simplified checkout flows or reduced any input friction for mobile users?
- Are you measuring real-user mobile performance (not just lab scores) to identify any friction in the wild?
Build momentum with high-impact technical wins
Technical SEO can feel overwhelming, especially when you donβt control the entire process. Focusing on fundamentals like site structure, crawlability, and user experience sets the stage for everything else in your SEO program.
Prioritize the areas that deliver the biggest impact for the least resistance, and build momentum from there.Β

AMD releases official statement on the Chuwi Ryzen CPU mislabelling scandal
AMD responds to the CHUWI CPU scandal Over recent weeks, NotebookCheck has uncovered an AMD CPU scandal involving Chuwi, a Chinese manufacturer. The company has been found selling systems with mislabeled CPUs. The company claimed its notebooks use AMDβs Ryzen 5 7430U CPU, but in reality, they used AMDβs much older Ryzen 5 5500U. This [β¦]
The post AMD releases official statement on the Chuwi Ryzen CPU mislabelling scandal appeared first on OC3D.
Microsoft is reportedly considering suing OpenAI after Amazonβs $50B deal shakes their βexclusiveβ partnership
My favorite free Windows 11 app just got another great update β what's new in PowerToys v0.98
βTheyβre completely wrong.β NVIDIAβs CEO defends DLSS 5 while gamers point to real problems. So who is right?
Intel Advanced Packaging Complex in Malaysia to Go Live Later This Year
Intel continues to advance its EMIB packaging approach. Unlike traditional silicon interposers used by NVIDIA in Blackwell, EMIB embeds conductive bridges directly into the substrate. This approach is cheaper, more efficient, and more suited for high-density chips. Intel is now aiming for 120 x 120 mm packages from the current 100 x 100 mm. These larger dies can support up to twelve HBM stacks, compared with eight in current designs. By 2028, Intel plans 120 x 180 mm packages capable of handling twenty-four HBM stacks. The company has also upgraded EMIB-T, its latest version incorporating through-silicon vias (TSV), to support next-gen HBM4 memory, now entering mass production. That is critical as AI chipmakers demand higher bandwidth and tighter integration. However, bigger isn't always easier. Scaling up package size increases warpage risk and yield challenges during manufacturing.
(PR) EK Releases New EK-Pro GPU Water Block for NVIDIA RTX PRO 6000 Blackwell Server Edition and MAX-Q
The single-slot form factor maximizes GPU density, making it ideal for AI and server infrastructure. Integrated quick-disconnect fittings enable efficient maintenance without the need for disassembly or loop draining, reducing downtime and supporting scalable data center operations. The EK-Pro GPU Water Block for NVIDIA RTX PRO 6000 Blackwell Server Edition and MAX-Q Workstation Edition is available through the EK Shop via our enterprise team. Please note this EK is not compatible with the reference RTX Pro 6000 Workstation Edition GPU.
Amazon's Jassy now sees AWS hitting $600 billion a year on AI tailwinds
Jassy's comments, delivered at an internal all-hands meeting and reviewed by Reuters, reflect a growing conviction within Amazon that AI will reshape not only its cloud segment but also the company's broader strategy. While he once envisioned AWS becoming a $300 billion-a-year business over the next decade, Jassy now believes...
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Sony releases new PlayStation 3 update nearly 20 years after launch
The 4.93 update for the PlayStation 3 arrived this morning, exactly one year after the 4.92 update. As PlayStation Lifestyle reports, the patch notes are the same vague line PS3 owners have been seeing for years: "This system software update improves system performance."
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JobScroller β Search fresh tech jobs and get instant AI resume fit scores
JobScroller aggregates tech jobs directly from company career pages and updates them daily, so you see fresh listings from 1,100+ employers without recruiters or stale posts. You can search roles across disciplines and apply via 100% direct links.
It also offers an AI resume checker that reads your resume and each job description to give a Gemini-powered match score, highlight missing hard skills, and suggest targeted edits. You can explore salary intelligence and track opportunities in one place.
Peak Pursuit β Climb a shared leaderboard by tracking fitness, health, and mind
Peak Pursuit is a competition-based health and fitness tracker that turns your workouts and habits into points on a shared leaderboard. Join groups with friends, family, or coworkers to log runs, rides, lifting, and daily habits, and see real-time insights with streaks across Fitness, Health, and Mind to stay accountable and motivated.
Best Buy is practically giving away Samsung's art-inspired Frame TV β on sale for a ridiculously low price of just $699.99
Forget the new MacBook Air β the MacBook Pro M5 is down to a record-low price at Amazon right now
Infostealers are being disguised as Claude Code, OpenClaw and other AI developer tools
'The current shortage could continue until 2030, so we expect more than a 20% shortage of the wafers': SK Group chairman issues bleak warning on RAM crisis
My March Madness might be cured by the new trackable bracket in Apple Sports β but it's missing one thing
I tested the new ChatGPT-5.4 mini and nano models β and I didnβt expect them to be this powerful
Save a massive $1125 on the 4TB WD Black SN850X internal SSD with 7300MB/s speeds β now under $600 in Best Buy's tech sale
Marquis says over 672,000 people had personal and financial data stolen in ransomware attack
Russians caught stealing personal data from Ukrainians with new advanced iPhone hacking tools
DOD says Anthropicβs βred linesβ make it an βunacceptable risk to national securityβ
Googleβs response to the CMAβs consultation on potential requirements for Search
Google is working with the UKβs CMA to ensure new digital market rules promote fairness and choice while protecting user experience. Local content playbook: From service pages to jobs-to-be-done pages

Local SEO has a visibility problem, but itβs not where most teams think. Itβs not about rankings for βnear meβ or service keywords.Β
Itβs everything that happens before that moment, when customers are trying to figure out whatβs wrong, what it means, and whether they need help at all. That gap is why so much high-intent demand slips through the cracks.
Service-first site structures miss real search behavior
Most local service websites are built the same way: a homepage at the top, then service pages, and often location pages underneath. Itβs a good, clean structure, and it makes sense because it mirrors how the business thinks.Β
You offer drain cleaning, furnace repair, and emergency roof replacement, and you want to show up for βdrain cleaning Brookline, MA,β or βfurnace repair near me.β That structure also aligns with how Googleβs local algorithm has historically rewarded local businesses.
The issue is that customers donβt always start with the service name. A lot of the time, they start with the problem in front of them.Β
βI need drain cleaningβ isnβt always the first thing that pops into a homeownerβs mind. Instead, they might be thinking, βMy kitchen sink is backed up, it smells, and I donβt want to make this worse.βΒ
A property manager isnβt necessarily thinking of βHVAC maintenance.β Theyβre thinking, βThis unit is blowing cold air again, and tenants are already complaining.βΒ

If your site is built only around service names, you can miss a big part of the search journey, where people are diagnosing, comparing options, and trying to decide if this is a DIY or a βcall someone nowβ situation.
That mismatch is why so many local sites underperform on some of the highest-value searches in their market. They may have strong service pages, but they donβt have pages designed for the way people actually search when the situation is unfolding. Jobs-to-be-done pages are a practical fix for that gap.

What is a jobs-to-be-done page?
A jobs-to-be-done (JTBD) page is built around what the searcher is trying to accomplish in real life, not what the service is called. Itβs a βhelp + hireβ page that lets the reader understand whatβs happening, what their options are, and what a smart next step looks like, while also making it easy to contact a professional when theyβre ready.
At a glance, it can look like a blog post because itβs informational, but its intent is different. A blog post often exists to attract traffic or cover a topic broadly. A JTBD page exists to support a decision and convert the right visitors into calls and estimate requests.
You can usually feel the difference immediately. A JTBD page doesnβt open with a long introduction. It opens by confirming the situation in plain language and offering a quick path forward if the issue is urgent. The goal is to reduce uncertainty fast, because uncertainty is what keeps people bouncing between search results instead of picking up the phone.
The SEO toolkit you know, plus the AI visibility data you need.
Why service pages still matter but arenβt enough
Service pages are still quite important, and theyβre still the best fit for searches where the customer already knows exactly what they want and is choosing between providers. These pages tend to win for hire-ready searches like:
- βNear meβ searches.
- βBestβ searches.
- Service + town searches.
The gap is that a huge portion of local demand shows up earlier as problem-first searches. People search for symptoms. They search βwhy,β βhow,β βwhat does it cost,β and βis this dangerous.βΒ
If your site only offers service pages, youβre often invisible during the earlier stage where trust is formed. The business that helps someone understand the problem is often the one they call when they decide itβs time.
JTBD pages help you show up earlier without drifting into generic informational content that doesnβt lead anywhere.
Dig deeper: Local SEO sprints: A 90-day plan for service businesses in 2026
The JTBD structure that consistently converts
The JTBD pages that perform best tend to follow the same decision sequence customers follow in their heads. They start with symptoms, then move into likely causes, then options, then cost context, and then a clear line for when itβs time to call a pro.

1. Start with symptoms, not marketing
Starting with symptoms helps the reader self-identify quickly. Youβre not trying to impress them yet. Youβre trying to confirm they landed on the right page. A short symptoms section mirrors their lived experience and makes the content feel immediately relevant.
Right after symptoms is usually the best place for a small conversion nudge thatβs practical, not salesy. Something like: βIf you need this fixed today, call. If not, keep reading to understand whatβs likely going on.β
2. Explain likely causes without pretending you can diagnose remotely
This is where a lot of local content goes wrong in either direction. Some sites oversimplify and turn every issue into a one-line answer. Others write a technical essay that overwhelms the reader.
A better approach is to list the most likely causes, ordered from common and simple to less common and more serious, and use conditional reasoning to show what would change the diagnosis. For example:
- If itβs only one fixture, itβs often a localized issue.
- If multiple fixtures are affected, itβs more likely downstream.
That kind of conditional guidance is useful, and it signals competence.
3. Give options: Safe checks, pro fixes, and what to avoid
After identifying the causes, people want to know what they can do right now. You donβt need a full DIY tutorial. The goal is triage.Β
Provide a few low-risk checks to help someone avoid an unnecessary call, along with clarity on when continuing to βtry thingsβ becomes risky or wasteful.
A simple options section often includes:
- A few safe checks that take 5β10 minutes and donβt require special tools.
- What a professional typically does on a service call, described in outcomes.
- What not to do, focusing on the common actions that create damage.
This is also where conversions happen without pressure. When someone can visualize what a pro will do, the process feels less intimidating.
A lot of local conversions are anxiety conversions. People arenβt just buying the fix, theyβre buying relief and certainty.
Dig deeper: Scalable local SEO practices
4. Include cost context without boxing yourself in
Pricing content doesnβt need to promise exact numbers. People are going to look it up anyway. If your page helps them understand realistic ranges and what drives cost, you become the safer choice.
A strong cost section usually covers:
- A realistic range for the common, simple scenario.
- The main factors that push costs higher (i.e., access, severity, time sensitivity, parts availability, recurring issues).
- A quick note on how to avoid surprises.
The tone matters. Youβre not selling a coupon. Youβre reducing uncertainty.
5. Draw a bright line for βwhen to call a proβ
This is the conversion center of a JTBD page. Many pages just hint at it. The best ones state it clearly and make the triggers specific and unmissable.
Examples of βcall a proβ triggers include:
- The issue keeps returning within a day or two.
- Multiple fixtures or rooms are affected.
- Thereβs evidence of leaks, water damage, or sewage odors.
- Thereβs anything involving gas, electrical proximity, or structural risk.
- Delaying is likely to make the repair more expensive.
The reader wants permission to stop guessing. When you give them that permission after guiding them through symptoms, causes, options, and cost context, your CTA feels like the logical next step, not a marketing maneuver.
Where these pages should live on a local website
If you want these pages to feel like service assets rather than βblog content,β placement matters. Donβt bury them in a dated blog feed. Put them in a dedicated section like:
- Problems we fix.
- Help.
- Homeowner guides.
- Service resources.
This signals permanence and usefulness and makes internal linking cleaner. A good rule is to include clear conversion moments throughout the page without overdoing it:
- Near the top for urgency.
- Near βwhen to call a proβ for decision.
- At the end for readiness.
Example: βKitchen sink draining slowβ as a JTBD page
An effective version of this page opens with a plain-language title: βKitchen sink draining slow? Hereβs what causes it and what to do next.β The intro stays brief and sets expectations: most slow drains are caused by grease, soap scum, or buildup in the trap or branch line, and this guide covers safe checks, realistic options, and clear signs itβs time to call.
Symptoms come first, helping the reader quickly confirm theyβre in the right place: slow draining, gurgling, odor, or backup when the dishwasher runs. From there, the page moves into likely causes, using conditional guidance to help narrow things down.
Next comes options: a few low-risk checks, a short βwhat not to do,β and a plain explanation of what a plumber typically does on a service call. This leads naturally into pricing context, with realistic ranges and the factors that influence cost.
Finally, βwhen to call a proβ makes the decision easy. Recurring clogs, multiple drains, leakage, sewage odor, or shared-building situations where DIY mistakes affect others all signal itβs time to bring in help.
The page is informational, but itβs decisional. It helps the reader choose a next step. Thatβs why it converts.
How JTBD pages fit with service pages
JTBD pages serve to complement and support existing service pages. A simple model is to keep your main service pages as core conversion targets, then add a βProblems we fixβ cluster around your highest-value services.
For internal linking, JTBD pages link to the relevant service page as the βsolve this quicklyβ path, and service pages link back to JTBD pages as the βnot sure whatβs causing itβ path.
This expands your footprint into problem-first searches and funnels visitors into your service pages with more trust and clarity than they would have had if they arrived cold.
Dig deeper: The local SEO gatekeeper: How Google defines your entity
Keyword research for βProblems we fixβ pages
The easiest way to pick JTBD topics is to start with what customers say before they know the service name. Better starting points than a keyword tool include:
- Transcripts.
- Estimate requests.Β
- Google reviews.
- The questions your team answers every week.Β
Those phrases become your most natural page titles and headings because theyβre already written in the customerβs language.
Once you have a starter list, use your favorite keyword tool to expand it and sanity-check demand. Youβre looking for problem-first patterns like:Β
- βWhy is this happening.βΒ
- βWhat causes it.βΒ
- βIs this dangerous.βΒ
- βShould I shut it off.βΒ
- βHow much does it cost.βΒ
These queries are usually informational in intent and often sit one step before a call, especially when the symptom is urgent or recurring.
A quick way to qualify topics is to ask whether the query has a clear βhireβ outcome hiding underneath it. βFurnace blowing cold airβ does. βToilet keeps runningβ does. βWhy does my house have hard waterβ might, depending on the business. If the query is purely academic or doesnβt naturally lead to a service call, itβs usually better as a blog post, not a JTBD page.
Finally, donβt build these pages randomly. Cluster them around your highest-value services first, and make sure each JTBD page has a straightforward internal link path to the related service page as the βsolve this quicklyβ option. Thatβs what turns a helpful page into booked work.
3 common mistakes that make these pages underperform
Even well-structured JTBD pages can fall short if they miss a few fundamentals.
Writing generic content
If the page could belong to any business in any city, it wonβt earn trust or conversions. The fix is to include βwhat to expectβ language and provide relevant local context without turning the page into geo-stuffing.
Over-teaching DIY
When a page becomes a full tutorial, it attracts the wrong audience and increases the chance of damage or liability. Keep DIY checks low-risk and focused on triage.
Avoiding the decision moment
If you donβt clearly state when to call a professional, you miss the main conversion opportunity on the page.
How JTBD pages support AI-driven search visibility
JTBD pages also tend to align with the queries that trigger AI answers in the first place. A lot of AI Overviews show up for problem-first searches, especially:Β
- βWhy is this happening.βΒ
- βWhat should I do next.βΒ
- βIs this serious.βΒ
JTBD pages are designed to satisfy that moment, while a standard service page usually assumes the customer has already decided what they need.
The structure helps, too. When a page is organized into symptoms, likely causes, options, cost context, and clear βcall a proβ thresholds, it becomes easier for systems to summarize accurately and cite specific passages without guessing.
If you want one simple upgrade, add a short βQuick takeβ paragraph near the top that summarizes the likely causes and next step in three to four sentences. It helps rushed readers and creates a clean block of text that AI systems can lift without distorting your meaning.
Track, optimize, and win in Google and AI search from one platform.
Turning help into booked jobs
Local businesses donβt lose jobs because they lack service pages. They lose jobs because theyβre invisible or unconvincing during the moment customers are trying to understand whatβs happening.
Jobs-to-be-done pages are a practical way to meet customers earlier, answer the problem theyβre actually searching for, and guide them toward a safe next step, including a clear path to book service.
When built with the right structure and intent, they become some of the most useful pages on a local website for both search performance and real-world leads.

30-day vs. 7-day attribution in Google Ads: What the shorter window revealed

For many advertisers, a 30-day click attribution is the default conversion window setting in Google Ads. Once thatβs set, itβs rarely revisited. But what if your customers convert within a week, or even two days?
One of my clients, a DTC retailer in an intensely competitive industry, has an average conversion window of 2.2 days. Yet we were optimizing campaigns using a 30-day click window, which meant conversions were credited weeks after the initial interaction. This muddied the waters when assessing the true incremental impact of different advertising efforts, especially when trying to capture that impulse-buying behavior.
With that in mind, we transitioned the account from a 30-day click window to a 7-day click window in January. Hereβs what changed and what we learned.
Inside the 7-day attribution test
This client allocates the majority of its marketing budget to Meta Ads. So, when looking at platform reporting, Meta Ads (unshockingly) accounted for the majority of sales. Since Google Ads operated on a 30-day click window at the time, that platform also accounted for a large percentage of sales.
When your average conversion lag is about two days, allowing 30 days of click credit can inflate perceived contribution in-platform. Because of this, neither platformβs incremental impact was clear, making it difficult for our client to know where to invest the majority of their advertising dollars.
Before making any changes, we analyzed conversion path data to understand how long customers were actually taking to purchase. Over the last three months, users converted in an average of 2.2 days, with the majority of conversions happening in less than a day:

We didnβt just flip the switch. We hypothesized that since the average conversion window was 2.2 days, we shouldnβt see too much volatility. To be safe, we first set up this new conversion action as a secondary conversion.
So it looked like this:
- Step 1: Duplicate the primary purchase conversion with a 7-day click window and set it as a secondary conversion action.
- Step 2: Monitor performance for two weeks.
- Step 3: Transition it to primary optimization on January 12, 2026.
When you change a primary conversion action, smart bidding recalibrates, and learning phases reset. This phased approach allowed us to compare reporting side by side and prepare for any volatility.
Dig deeper: How to tell if Google Ads automation helps or hurts your campaigns
What happened after the switch
We compared the 30 days post-conversion action change to the previous period, which included peak holiday shopping season.
Results (in-platform)
- Cost: Down 6.3%
- Conversions: Up 42.9%
- Conversion value: Up 52.1%
- ROAS: Up 62.3%
Initial results looked great, but we wanted to see if there was any measurable impact on the business.
Using Shopify sales data, we saw that total sales increased 20%, and net profit increased 30%.
More importantly, marketing mix modeling (MMM) data showed a shift in incremental contribution:
- Googleβs incremental ROAS increased 10% to 1.82
- Meta incremental ROAS dropped 25% to 0.59.
This was the strongest indication that shortening the attribution window helped clarify channel contribution.
Now, in full transparency, we were also restructuring campaigns, adjusting budgets, and refining bidding during this time. So, we canβt give all the credit to the shorter attribution window. But we can say performance wasnβt negatively affected, and the contribution percentage improved.
How a 7-day window improved signal quality
With overlapping attribution between Meta and Google, both channels looked over-credited in-platform. By shortening Googleβs click window, we limited its ability to claim delayed conversions that were likely influenced by other touchpoints. Tightening this window reduced cross-platform duplication and gave us a clearer view of incremental impact.
Additionally, instead of waiting weeks to understand campaignsβ actual ROAS, we could evaluate performance within days and make adjustments more confidently.
By reducing to a 7-day click window, we:
- Decreased delayed attribution.
- Tightened optimization feedback loops.
- Improved performance diagnostics.
This change also significantly affected Smart Bidding behavior. Automated bidding strategies, such as target return on ad spend, optimize based on conversion signals. With a 30-day window, those signals are extended, meaning the algorithm reacts more slowly to performance shifts, such as bid adjustments, seasonality shifts, and budget reallocations.
Moving to a 7-day window continuously feeds fresher signals to Smart Bidding strategies. This created tighter alignment between spend and actual buying behavior. Combined with Marketing Mix Modeling data, the picture became even clearer.
\The cleaner attribution structure gave us stronger confidence in making account optimizations and, even better, helped our client make more informed business decisions about where to invest ad dollars.
In short, tightening the conversion window didnβt just change reporting. It improved the quality of the signal driving optimization decisions.
Dig deeper: In Google Ads automation, everything is a signal in 2026
The downside (and why this isnβt a universal fix)
Shortening an attribution window could work for you, but you should consider the trade-offs.
Reported conversion volume will likely drop, at least initially. Removing delayed conversion credit can make performance appear weaker overnight, even if actual sales havenβt changed. That can create internal concern if your client or other stakeholders arenβt prepared.
Smart Bidding will need to recalibrate. Changing a primary conversion action is a significant change to an account. This will trigger a learning phase and short-term volatility, especially in accounts using automated bid strategies such as target ROAS and Max Conversion Value.
Most importantly, this approach only works if it aligns with your sales cycle. For high-consideration or longer purchase journeys, a 7-day window may undercount legitimate conversions, suppress ROAS, and limit optimization data. A shorter attribution window is only better if it reflects how your customers are actually buying.
Adjusting attribution wasnβt the silver bullet here. In this case, other account improvements were happening simultaneously, and this was just one lever.
When attribution reflects reality
Ultimately, this change wasnβt about improving platform metrics. It was about improving business insights.
For this client, aligning the attribution window with a 2.2-day conversion cycle improved conversion signal quality, enhanced Smart Bidding, clarified cross-channel impact, and gave leadership stronger confidence in where to invest.
Whether a 7-day click model makes sense depends on how closely your attribution settings reflect your accountβs buying cycle.

New AMD Ryzen CPU leak with boosted speeds
Two new AMD Ryzen CPUs leak with boosted TDPs and clock speeds A new leak from chi11eddog has unveiled two potential AMD CPUs that could launch this year to refresh AMDβs Ryzen 9000 range. These new CPUs feature higher base/boost clock speeds than their existing counterparts. That means they aim to deliver higher performance for [β¦]
The post New AMD Ryzen CPU leak with boosted speeds appeared first on OC3D.
The worldβs first 16TB SSD costs.. HOW MUCH? β This must be the astronomical price of never deleting your files ever again
First 16 TB M.2 NVMe SSD Listed at Eye-Watering $16,000 Price Tag
The drive is designed to withstand a TBW of 16,640 TB written to it and about two million hours of MTBF, meaning its usable life is guaranteed to last through any known task, running 24/7 in systems where reliability is the number one factor. Interestingly, Exascend only offers a five-year warranty but claims its hardware will significantly outlast that. Rigorous testing and massive capacity justify the high price point, so some users might find the need for such a drive. Additionally, idle power consumption remains under 1.3 W, while this SSD can reach up to 7.2 W of active power when under full load, meaning that efficiency for such a drive is rather good.
AMD Readies Ryzen 7 9750X and Ryzen 5 9650X Desktop Processors with Increased TDP
The Ryzen 7 9750X is an 8-core/16-thread chip with a base frequency of 4.20 GHz with 5.60 GHz maximum boost frequency, a significant increase over the 3.80 GHz base and 5.50 GHz maximum boost frequency of the Ryzen 7 9700X. The 9750X comes with a 120 W TDP out of the box. In comparison, the 9700X comes with 65 W TDP out of the box, and AMD allowed motherboard vendors to provide a BIOS-based 105 W TDP mode that doesn't break warranty, designed to improve boost frequency residency. The 9750X not only comes with increased clocks, but also increases the TDP further, to 120 W from that BIOS-based 105 W TDP mode.
(PR) ASUS Announces ExpertCenter PN55 Mini PC with AMD Ryzen AI 400 Series
Enhanced productivity with Copilot+
ASUS ExpertCenter PN55 Mini PC is powered by an up to AMD Ryzen AI 9 HX 470 processor featuring up to 55 TOPS of XDNA2 NPU performance. This robust compute engine enables smooth generative AI tasks, allowing users to generate ideas, create content, and upscale images in seconds. Paired with up to 96 GB of DDR5 memory, ExpertCenter PN55 ensures rapid access to AI-accelerated workloads and supports seamless multitasking for everyday productivity tasks such as web browsing, presentations, and content creation. AI PCs accelerate everyday tasks by automating repetitive work, helping users save time and work more efficiently.
Tim Cook shuts down speculation about his retirement: "That's a rumor"
The comment came after the Financial Times reported last year that Apple might be setting the stage for Cook's departure as early as 2026. But as Apple heads deeper into the year, Cook's demeanor and remarks suggest no imminent leadership transition. When asked directly about whether he had plans to...
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Meta is quietly backing away from the metaverse as it pivots to AI
Meta announced in February that it was making Horizon Worlds, its first attempt at creating a shared immersive VR world that Mark Zuckerberg was once obsessed with, a mobile-only experience.
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Todd Howard discusses Starfield's next big update – and says Elder Scrolls VI is still years away
Starfield received a small paid update this week, with a larger free update and a paid DLC storyline set to launch on April 7 alongside the PS5 port. The new content follows several significant updates Bethesda has released in hopes of improving the game since it launched in 2023 to...
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Endgame: Whatβs it Like to build the Noctua-everything PC inside the Antec Flux Pro Noctua-Edition
Score a liquid-cooled Asus ROG 4K gaming PC with a 9800X3D and RX 9070 XT for under $1,900 right now β powerhouse rig comes equipped with 32GB of DDR5 RAM and a 1TB SSD
Go retro with this Commodore 64 Mini console for $69 β revamped 80s home computing with 25 games now 42% off
Get 32GB of DDR5 RAM for an effective price of $101 thanks to this Newegg AM5 bundle β buy a 9850X3D, premium MSI X870E Max motherboard, and 32GB of V-Color RAM for $1,278.99
Pounce β Turn 15 minutes into real followers and replies on X and Reddit
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Meridian Realms AI β Build living worlds and characters with AI and craft epic adventures
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Claude Code Security and Magecart: Getting the Threat Model Right

9 Critical IP KVM Flaws Enable Unauthenticated Root Access Across Four Vendors

Mozilla is launching a free built-in VPN on Firefox 149 β but with some conditions
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Samsungβs Galaxy Z TriFold was short-lived β hereβs why itβs reportedly being scrapped, and why users saw it coming
Mave Health aims to improve attention and mood with its brain-stimulating headset
Why customer personas help you win earlier in AI search

Buyers ask a question. You answer it clearly. Thatβs the premise behind the βThey Ask, You Answerβ (TAYA) framework, and it holds up in AI-driven discovery.
In theory, itβs simple. In practice, teams struggle to anchor their approach and get started. The result is predictable: generic questions that produce generic content.
Thatβs a problem, especially as AI shifts search behavior from short queries to more detailed, contextual questions. The difference comes down to the questions you choose to answer. And thatβs where a simple concept makes a big difference: buyer personas.
The problem with generic questions
Odds are, you and many of your competitors have already answered these questions somewhere, or could easily.
The generic question trap happens because when marketing teams brainstorm content ideas, they often start with topics like:
- What is CRM software?
- What is marketing automation?
- What is warehouse management?
These are reasonable questions. But theyβre also questions no real buyer actually asks.
Real buyers ask questions that reflect their situation and their problem. Something more like this:
- βWhat CRM should a 10-person sales team use?β
- βWhy are leads slipping through the cracks in our marketing?β
- βWhy is our warehouse picking speed so slow?β
The difference is subtle but important. The second set of questions includes a person and a problem. That context completely changes the quality of the content.
Why this matters more in AI-driven discovery
Instead of typing short keywords, buyers ask detailed, contextual questions:
- βI run a 15-person marketing team, and weβre struggling to track leads properly. What should we do?β
The AI explains the problem, outlines solutions, and suggests vendors. In other words, the buyer is having a consultation with an AI.
If your content explains why a specific persona experiences a specific problem, you have a much better chance of shaping how that problem is understood in the first place.
This puts you into the conversation and consideration set earlier, making it more likely youβll stay in as the user refines their thinking.
Consider this scenario. Iβll use myself as an example.
- Marcus.
- 50 years old.
- Meeting some old friends in Birmingham, UK.
- Looking for ideas of things to do for the day.
I start by asking a somewhat broad opening question:
- βIβm looking for some ideas of things to do with friends in Birmingham on the weekend. Iβm 50, and I have several male friends coming down to get together for a day. There will be some beers, no doubt, but we need some activities as well.β
Answers then include a bunch of top-level suggestions β bars, food, and activity-type bars. One of these suggestions is for an F1 gaming arcade. I like games, but not so much cars, so this leads my follow-up to dig in a bit more:
- βAh, we all like games. What about gaming arcades? What gaming arcades could you recommend?β
I get a bunch of recommendations, one of which is for a pinball arcade in Digbeth (a sub-area of Birmingham).
- βPinball Factory in Digbeth sounds fun. What else is there to do around there, food- and drinks-wise?β
I then get a set of responses that helps me narrow the list and formulate a perfect day and evening out for a group of old friends.
Being in the early part of the conversation lets you shape the dialogue and increases your chances of being part of the eventual solution.
Personas make TAYA far more precise
Personas are the tools that let you think like your customers and figure out the kinds of questions they ask long before they get to what you have to offer.
When you can identify a customer segment, you can dig into that persona, understand their problems and goals, and think like your target customer to generate content ideas that help them decide earlier.
Now, instead of writing content for a generic avatar, write for specific people. For example, instead of βThings to do in Birmingham?β you might write, βThe best day out in Birmingham for a group of 50-year-old gamers.β
Youβre still addressing the same underlying topic. But now the content speaks directly to a real person experiencing a real problem.
That shift usually leads to much more useful content. This helps you work your way into those conversations, rather than relying on the brutal battleground of commercial queries.
A simple way to uncover better questions
You donβt need a complicated persona framework to make this work. In most cases, a simple three-question exercise will uncover the kinds of problems your buyers are actually trying to solve.Β
For each persona you serve, ask:
- What are they responsible for? For example:
- Hitting sales targets.
- Generating marketing leads.
- Running warehouse operations.
- What problems make that responsibility difficult? Examples might include:
- Missed sales targets.
- Inefficient warehouse processes.
- Poor lead tracking.
- Slow picking speeds.
- What would they ask Google or an AI assistant when that problem occurs?
Now the questions start to look very different. Instead of broad category topics like: βWhat is CRM software?β
You start to see questions like:
- βWhy are leads slipping through the cracks in our CRM?β
- βWhat CRM should a small sales team use?β
- βWhy is our warehouse picking speed so slow?β
Those questions reflect real situations experienced by real people β exactly where the best content opportunities exist.
βThey Ask, You Answerβ works better with personas
Now we revisit the big five topic areas from TAYA: cost, problems, comparisons, reviews, and best-of. These topics already give us a powerful structure for content.
But when theyβre approached generically, they often lead to content that looks exactly like everyone elseβs.
So you can go from the typical, generic kinds of questions:
- βHow much does CRM software cost?β
- βWhat problems do warehouse systems have?β
- βHubSpot vs. Salesforceβ
- βBest CRM systemsβ
- βSalesforce reviewβ
To questions that are more connected to the needs of our target audience:
- βWhat does CRM cost for a 10-person sales team?β
- βWhy do my warehouse managers struggle with picking accuracy?β
- βHubSpot vs. Salesforce for a small B2B marketing teamβ
- βBest CRM for growing sales teamsβ
- βIs Salesforce worth it for a mid-size sales organization?β
The topic hasnβt changed, but the question now reflects the buyerβs reality. This shift produces more useful content and aligns with how people interact with AI assistants.
Those questions include their role, company size, or situation:
- βWeβre a small marketing team struggling to track leads properly. What CRM should we use?β
If your content already answers these persona-driven questions, you increase the chances that your explanation becomes part of that conversation.
In other words, personas donβt replace They Ask, You Answer. They make it more precise, moving you from answering generic topics to answering the exact questions buyers ask when solving a real problem.
Persona-driven questions improve TAYA content for three simple reasons.
- They mirror how buyers actually think: People rarely search for textbook definitions. They search for solutions to problems. Personas keep the content anchored in those problems.
- They produce more useful content: When you know who the content is for, it naturally includes better examples, more practical advice, and clearer explanations. In other words, content that genuinely helps someone move forward.
- They align with how AI explains problems: AI assistants increasingly start by explaining the problem before recommending a solution. Content that clearly describes why a specific persona experiences a specific challenge fits neatly into this pattern. This increases the chances that your explanation influences the AIβs response.
Start with the problem, not the product
One of the most common mistakes companies make with content marketing is starting with their product.
But buyers rarely start their journey there. They start with a problem.
Personas help keep your content anchored in the buyerβs world rather than your own product β remember, itβs about the customer, not you.
And that simple shift often makes the difference between content that merely exists and content that actually influences decisions.
Where you enter the conversation matters
βThey Ask, You Answerβ remains one of the most powerful frameworks available to marketers. But the effectiveness of the framework depends entirely on the quality of the questions you answer.
Personas help you turn vague topics into real problems and ask better questions. When your content speaks directly to those problems, buyers and AI systems are far more likely to trust your answers.
The Xbox App now supports manually added 3rd party games
Microsoft is now allowing PC games to add 3rd party games and apps to their Xbox App Microsoft has given PC gamers the ability to add any 3rd-party games (or any .exe file) to the Xbox PC App. This is a feature that Valveβs Steam platform has offered for years, allowing PC gamers to centralise [β¦]
The post The Xbox App now supports manually added 3rd party games appeared first on OC3D.
Swiftkey will soon require a Microsoft account β data to be moved to OneDrive
Spotify's Windows 11 app gets a new quality feature FIRST, and high-end audio fans are going to love it
Should tired workers be banned from using Microsoft Copilot on Friday afternoons? "AI fatigue" could lead to lazy mistakes
Microsoft won't force this Copilot app onto your PC's Start menu in Windows 11 β a temporary setback for Microsoft 365 plans
AMD Releases Statement on Chuwi's Ryzen Processor Mislabeling Scandal
AMD, in its Chinese-language statement to the Chinese press, as reported by Hong Kong-based HKEPC, came down hard on the malpractice by Chuwi. The company said that this behavior by Chuwi was in no form authorized by AMD; that the company has strict and legally-binding agreements with its OEMs over the handling of the AMD brand, product labels, or product promotion; and condemned the behavior, saying that such acts damage consumer confidence in AMD as a brand. It ended the statement saying that the company reserves the right to pursue legal action against those involved.The machine translated statement by AMD follows:
Man says wife stole $172 million in Bitcoin after hidden CCTV cameras captured wallet password
According to High Court filings, Ping Fai Yuen claims his wife, Fun Yung Li, secretly recorded him entering the seed phrase and access codes for his Trezor cold wallet at their family home in August 2023.
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A 1TB MacBook Neo? A modder just made it happen
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SK Group chairman says memory chip shortage will last until 2030 β wafer supply trails demand by 20%
Tech hobbyist makes shoulder-mounted guided missile prototype with $96 in parts and a 3D printer β DIY MANPADS includes assisted targeting, ballistics calculations, optional camera for tracking
StoreAsk β Ask plain-English questions and get instant insights from your Shopify data
StoreAsk lets Shopify merchants ask questions in plain English and get clear, actionable answers in seconds. It analyzes orders, products, customers, inventory, traffic, and marketing spend to surface trends, explain changes, and recommend next steps.
Connect your Shopify store in one click with read-only access, then get daily briefings, follow-up questions, and exports without dashboards or spreadsheets. Data stays secure with AES-256 encryption, SOC 2 compliance, and 99.9% uptime.
VERDICT.COM β Search case law, check court records, and find lawyers with AI
VERDICT.COM is a free AI-powered legal research platform that helps you search court records, explore case law and precedents, understand your rights, draft legal documents, and find qualified lawyers near you. Describe your situation to get targeted case law, verify legal letters, and create forms and agreements with guided assistance. It provides legal information and research support, not legal advice.
OpenObserve
AI-native, open-source Datadog alternative
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Run OpenClaw locally on your AMD PC
Product Walkthrough: How Mesh CSMA Reveals and Breaks Attack Paths to Crown Jewels

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Nvidia CEO claims gamers are βcompletely wrongβ about DLSS 5
Jensen Huang responds to complaints about Nvidiaβs DLSS 5 tech Nvidia unveiled DLSS 5 earlier this week, and to say the least, the tech is controversial. Memes have been flying across the internet, calling the new AI technology little more than an βAI filterβ. Gamers are complaining that the tech is changing the look of [β¦]
The post Nvidia CEO claims gamers are βcompletely wrongβ about DLSS 5 appeared first on OC3D.
Take-Two CEO backs Asha Sharma β βIβm going to bet on her continuing to do greatβ
(PR) Thermaltake TR200 Series Delivers Mid-Tower Performance in a Compact Design
The TR200 WS features vertical real wood accents on the front panel, introducing natural warmth and refined texture while maintaining the same airflow performance and hardware compatibility as the TR200, which features a clean mesh front design. This allows builders to choose between a minimalist, modern aesthetic or a warmer, more decorative style that complements contemporary desk setups and living spaces.
Death Stranding 2: On the Beach Gets New Trailer Ahead of PC Launch and Confirms Ray Tracing, Ambient Occlusion, and Upscaling Support
In addition, the PC version of Death Stranding 2: On the Beach will also get uncapped frame rates, more extensive graphics settings options, super-ultrawide (32:9) and ultrawide (21:9) monitor support, full mouse and keyboard support with key binding, spatial sound support, and more. The PC version of the game will also get a new challenge with the "to the wilder" game mode, as well as some other new game features and content additions. Sony also released a new launch trailer for the PC version of the game, which you can check out below.
Intel Enables Precompiled Shader Delivery for Up to 3x Faster Game Loading Times
IntelIntel Precompiled Shaders is custom built and run by Intel. We are also working with Microsoft's on launching Advanced Shader Delivery later this year. Together, both services will provide users of supported Arc GPUs with more game and game store coverage of technologies that reduce waiting times and in-game stutters due to shader compilation.
(PR) Biostar Introduces the BITWL-IHT Mini Industrial Motherboard
At its core, the BITWL-IHT supports Intel Processor N150, Intel Atom x7213E, and Intel Core i3-N305, offering adaptable processing performance across a wide spectrum of embedded and edge workloads. Combined with support for DDR5-4800 SO-DIMM memory up to 16 GB, the platform ensures responsive multitasking, efficient data handling, and improved power efficiency for continuous industrial operation. Its compact 170 mm x 170 mm slim Mini-ITX form factor enables streamlined system integration in space-constrained environments, making it ideal for slim kiosks, panel PCs, and embedded control systems.
Nvidia CEO Jensen Huang says gamers calling DLSS 5 AI slop are "completely wrong"
Few technologies have faced as much criticism upon their reveals as DLSS 5. The vast majority of gamers are aghast at the way it gives characters a typical AI-generated uncanny valley appearance β especially Resident Evil Requiem's Grace Ashcroft and Leon Kennedy β as opposed to the "photorealistic" look Nvidia claims.
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Bitcoin is so resilient it could survive as much as 90% of the world's undersea cables failing simultaneously β study reveals Bitcoin could still be very vulnerable to targeted attacks, however
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The post SEO Test Shows Itβs Trivial To Rank Misinformation On Google appeared first on Search Engine Journal.
Microsoft Reveals Next-Gen DirectX Ray Tracing: Clustered Geometry, Partitioned TLAS, and GPU-Driven Acceleration Ops
Firstly, Microsoft introduces the concept of clustered geometry. Readers need to understand that the core graphics elements are triangles, which are the building blocks of the 3D worlds we have today. However, DXR clustered geometry treats groups of nearby triangles as common building blocks or multiple building blocks, allowing the GPU to build, move, and instantiate geometry in bulk. Instead of handling this separately with multiple calls for triangles, the GPU's task is now much more simplified. DXR even defines compact vertex encodings and predefined template formats to ensure that the GPU memory and bandwidth required to execute bulk geometry building and moving are sufficient. As a result, the GPU doesn't have to update or duplicate existing geometry, and DXR will help render foliage, crowds, and in-game props once, allowing them to be moved around easily. This reduces the GPU load and improves the performance of ray tracing in games.
Intel Arc GPU Graphics Drivers 101.8626 WHQL Released
The new Intel Arc GPU driver release also fixes a couple of issues seen with previous driver releases, including an application crash with ray tracing enabled in the Naraka Bladepoint game, cinematic corruption in Hogwarts Legacy, and visual corruption in the viewport while resizing the window with HDR enabled in Davinci Resolve Studio. These issues are fixed on Intel Arc B-series GPUs and Ultra Series 3 CPUs with Intel Arc GPUs. Since it is a major WHQL release, Intel is listing all new known issues that are left to be fixed with future driver releases.
DOWNLOAD: Intel Arc Graphics Driver 101.8626 WHQL
(PR) Samsung and AMD Expand Strategic Collaboration on Next-Generation AI Memory Solutions
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(PR) MSI Accelerates Enterprise AI with NVIDIA MGX Servers and DGX Workstations at GTC 2026
Scalable AI Infrastructure Built on NVIDIA MGX Architecture
Leveraging the modular design of NVIDIA MGX architecture, MSI has developed a comprehensive portfolio of 4U and 6U liquid-cooled servers supporting NVIDIA RTX PRO 6000 Blackwell Server Edition and NVIDIA RTX PRO 4500 Blackwell Server Edition GPUs. The NVIDIA MGX architecture enables flexible CPU selection, high-capacity memory configurations, and seamless integration of high-speed networking - empowering enterprises to deploy infrastructure tailored to diverse workload requirements, from data center deployments to edge applications.
CarChrono β Search and decode VINs to get transparent multi-source vehicle reports
CarChrono delivers multi-source vehicle intelligence for car buyers. Search millions of listings, decode any VIN or Japanese chassis number, and get transparent reports with specs, title and accident history, market value, recalls, and ownership timelines. It cross-references over nine data sources, flags discrepancies, and helps detect fraud such as odometer rollbacks and title washing. Use it across the US, Canada, Japan, the UK, Germany, and more with real-time coverage.
Apple Fixes WebKit Vulnerability Enabling Same-Origin Policy Bypass on iOS and macOS

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The post Google Explains Why HTTPS Migration May Negatively Impact SEO appeared first on Search Engine Journal.
Take-Two CEO Calls the Idea That AI Could Create a Game From Scratch "Laughable"
Zelnick dismisses the idea that AI projects like Genie are a threat to the gaming industry and to game developers, commenting that "it's quite obvious that creation tools are a benefit to our industry," and that the notion that "AI tools can somehow create big hits kind of doesn't stand to reason." He reasons that generative AI may help developers create game assets, but that creating a hit game requires human engagement and creativity. Zelnick rounds out the AI discussion by emphasizing that Take-Two's goal is to create engaging, entertaining games, and that this requires creativity, adding that "technology can assist with that mission, but technology on its own will not replace the fulfillment of that mission." The executive goes on to explain that "the notion that somehow new tools would allow an individual to push a button and generate a hit and bring it to many millions of consumers around the world, it's a laughable notion." It's worth noting that there have been recent layoffs, like those at EA, that have been attributed to or followed by an increase in AI adoption, indicating that, while AI may not be capable of replacing artists and developers from a technical standpoint, it does not necessarily mean there is no threat.
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Critical Unpatched Telnetd Flaw (CVE-2026-32746) Enables Unauthenticated Root RCE

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Spydomo monitors competitors across reviews, social media, websites, and news, then delivers concise AI-generated briefs highlighting launches, customer pains, and market trends. It's designed for founders, product teams, agencies, and investors.
It automatically finds sources like G2, Reddit, LinkedIn, and blogs, turning scattered signals into structured insights you can act on. Receive updates daily, weekly, or instantly via email, Slack, or Teams. Pricing starts at $10 per tracked company per month, with a 14-day free trial.
Friendware β Tab-to-complete everywhere on macOS
Friendware brings AI autocomplete to macOS so you can write and act faster across every app. It observes your style and drafts instant, context-aware replies for email, Slack, LinkedIn, iMessage, and X. It polishes text and generates prompts as you type; just press Tab.
Use one-click actions to handle multi-step tasks like checking Stripe billing, sending follow-ups, or creating calendar invites. Built with native Mac code, it runs fast, stays lightweight, respects local context, and supports 100+ languages.
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Echo β An anonymous voice map for what people can't say out loud
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It offers a quieter way to express feelings, release emotions, and hear real voices from others. Instead of performance and attention, Echo is built for honesty, privacy, and emotional connection.
RouteStack.ai β Plug live travel inventory and deep link checkout into your AI agent
RouteStack gives AI agents access to live travel data including hotels, flights, cars, rentals, and activities in one place. Pricing and availability are pulled in real time from global distribution systems, and every booking link is cryptographically signed for secure checkout.
Developers can connect to RouteStack using Python or Node SDKs, a ready-to-run server, or Docker. It's built to be fast, reliable, and easy to integrate into any AI agent or framework.
This simple ChatGPT trick forces the AI to poke holes in its own logic
You can catch Deoxys, Ho-Oh, and Lugia in PokΓ©mon FireRed and LeafGreen for Switch and Switch 2 β but what about Mew?
RPCS3 Adds Support for Steam Library Integration in Latest Update
It's a small UI change, in the grand scheme of things, but it should help simplify game emulation and make it easier for gamers to play their emulated games via RPCS3. Being able to add third-party games to a game library is a nigh-essential feature that even Microsoft recently added to the Xbox App for Windows. RPCS3 adopting support for seamless Steam library integration could effectively let Linux and SteamOS players go from cold boot to playing a game all from a controller using Steam Big Picture modeβno keyboard or mouse necessary.
'Space computing, the final frontier, has arrived': Nvidia wants to power the next generation of data centers in space
'This year is the most challenging year since the company was founded': MSI exec makes it clear how bad the RAM crisis has got, despite some prices plateauing
Search Referral Traffic Down 60% For Small Publishers, Data Shows
Chartbeat data shows search referral traffic fell 60% for small publishers over two years, compared with 22% for large publishers, per an Axios report.
The post Search Referral Traffic Down 60% For Small Publishers, Data Shows appeared first on Search Engine Journal.
Google AI Overviews Cut Germanyβs Top Organic CTR By 59%
SISTRIX analyzed over 100 million German keywords and found AI Overviews reduce the position one click rate from 27% to 11%. Impact varies by industry.
The post Google AI Overviews Cut Germanyβs Top Organic CTR By 59% appeared first on Search Engine Journal.


































































































































