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Today — 15 December 2025Tech

Rebuilding American Industry: The AI-Powered Factory Renaissance

15 December 2025 at 22:46

The post Rebuilding American Industry: The AI-Powered Factory Renaissance appeared first on StartupHub.ai.

Erin Price-Wright, a General Partner at Andreessen Horowitz, unveiled a compelling vision for “The Renaissance of the American Factory” as part of the firm’s 2026 Big Ideas series. Her presentation posits that America’s industrial muscle, which has atrophied over decades due to offshoring, financialization, and regulatory burdens, is poised for a significant resurgence. This revitalization […]

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Beyond Snippets: The Evolving Landscape of AI Code Evaluation

15 December 2025 at 22:17

The post Beyond Snippets: The Evolving Landscape of AI Code Evaluation appeared first on StartupHub.ai.

The rapid ascent of AI in code generation, from single-line suggestions to architecting entire codebases, demands an equally sophisticated evolution in how these models are evaluated. This critical shift was at the heart of Naman Jain’s compelling presentation at the AI Engineer Code Summit, where the Engineering lead at Cursor unpacked the journey of AI […]

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Google DeepMind Unveils Gemini 3 and Nano Banana Pro, Redefining AI Development

15 December 2025 at 21:47

The post Google DeepMind Unveils Gemini 3 and Nano Banana Pro, Redefining AI Development appeared first on StartupHub.ai.

Google DeepMind recently showcased its latest advancements in artificial intelligence at the AI Engineer Code Summit, where Product Manager Kat Kampf and Product & Design Lead Ammaar Reshi introduced Gemini 3 Pro and Nano Banana Pro. Their presentation, “Building in the Gemini Era,” highlighted how these new models, combined with the Google AI Studio, are […]

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NVIDIA Nemotron 3 Nano launches on FriendliAI

15 December 2025 at 21:25

The post NVIDIA Nemotron 3 Nano launches on FriendliAI appeared first on StartupHub.ai.

FriendliAI is aggressively positioning itself as the crucial infrastructure layer for productionizing the new wave of efficient, open-source agentic AI models.

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Unsloth Accelerates LLM Fine-Tuning on NVIDIA GPUs

15 December 2025 at 21:18

The post Unsloth Accelerates LLM Fine-Tuning on NVIDIA GPUs appeared first on StartupHub.ai.

Unsloth, combined with NVIDIA GPUs and Nemotron 3 models, is democratizing efficient, specialized LLM fine-tuning for next-generation agentic AI applications.

The post Unsloth Accelerates LLM Fine-Tuning on NVIDIA GPUs appeared first on StartupHub.ai.

Vertex AI Unlocks Flexible Open Model Deployment

15 December 2025 at 21:15

The post Vertex AI Unlocks Flexible Open Model Deployment appeared first on StartupHub.ai.

The accelerating pace of AI development has made the deployment of open models a critical challenge, often mired in infrastructure complexities. Google Cloud’s Vertex AI platform, as detailed by Developer Advocate Ivan Nardini in his recent video, “Serving open models on Vertex AI: The comprehensive developer’s guide,” directly addresses this by offering a strategic roadmap […]

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Featured Chrome Browser Extension Caught Intercepting Millions of Users' AI Chats

A Google Chrome extension with a "Featured" badge and six million users has been observed silently gathering every prompt entered by users into artificial intelligence (AI)-powered chatbots like OpenAI ChatGPT, Anthropic Claude, Microsoft Copilot, DeepSeek, Google Gemini, xAI Grok, Meta AI, and Perplexity. The extension in question is Urban VPN Proxy, which has a 4.7 rating on the Google Chrome

Google Ads adds VTC bidding for App campaigns

15 December 2025 at 22:04
Google Local Services Ads vs. Search Ads- Which drives better local leads?

Google Ads introduced View-Through Conversion (VTC)–optimised bidding for Android App campaigns, giving advertisers a visible toggle to optimise toward conversions that happen after an ad is viewed, not clicked.

Previously, VTC existed only as a hidden signal within Google’s systems. Now, it’s an explicit optimisation option.

The shift. Google is continuing to move app advertising away from click-centric logic and toward incrementality and influence, especially for formats like YouTube and in-feed video.

This update aligns bidding more closely with how users actually discover and install apps.

Why we care. Advertisers can now bid beyond clicks, improving measurement for video-led app campaigns and strengthening the case for upper-funnel activity.

Who benefits most. Video-first app advertisers and teams focused on awareness, engagement, and long-term growth—not just last-click installs.

What to watch

  • Increased reliance on Google’s attribution model
  • Potential changes in CPA expectations
  • Greater emphasis on creative quality over click-driving tactics

First seen. This update was first spotted by Senior Performance Marketing Executive Rakshit Shetty

Bottom line. Google is making view-based impact first-class data for App campaigns—another step toward an AI-led, funnel-agnostic approach to performance marketing.

Sergey Brin: Google ‘messed up’ by underinvesting in AI

15 December 2025 at 21:15
Sergey Brin at Stanford Dec. 2025

Sergey Brin, Google’s co-founder, admitted that Google “for sure messed up” by underinvesting in AI and failing to seriously pursue the opportunity after releasing the research that led to today’s generative AI era.

Google was scared. Google didn’t take it seriously enough and failed to scale fast enough after the Transformer paper, Brin said. Also:

  • Google was “too scared to bring it to people” because chatbots can “say dumb things.”
  • “OpenAI ran with it,” which was “a super smart insight.”

The full quote. Brin said:

  • “I guess I would say in some ways we for sure messed up in that we underinvested and sort of didn’t take it as seriously as we should have, say eight years ago when we published the transformer paper. We actually didn’t take it all that seriously and didn’t necessarily invest in scaling the compute. And also we were too scared to bring it to people because chatbots say dumb things. And you know, OpenAI ran with it, which good for them. It was a super smart insight and it was also our people like Ilya [Sutskever] who went there to do that. But I do think we still have benefited from that long history.”

Yes, but. Google still benefits from years of AI research and control over much of the technology that powers it, Brin said. That includes deep learning algorithms, years of neural network research and development, data-center capacity, and semiconductors.

Why we care. Brin’s comments help explain why Google’s AI-driven search changes have felt abrupt and inconsistent. After years of hesitation about shipping imperfect AI, Google is now moving fast (perhaps too fast?). The volatility we see in Google Search is collateral damage from that catch-up mode.

Where is AI going? Brin framed today’s AI race as hyper-competitive and fast-moving: “If you skip AI news for a month, you’re way behind.” When asked where AI is going, he said:

  • “I think we just don’t know. Is there a ceiling to intelligence? I guess in addition to the question that you raised, can it do anything a person can do? There’s the question, what things can it do that a person cannot do? That’s sort of a super intelligence question. And I think that’s just not known, how smart can a thing be?”

One more thing. Brin said he often uses Gemini Live in the car for back-and-forth conversations. The public version runs on an “ancient model,” Brin said, adding that a “way better version” is coming in a few weeks.

The video. Brin’s remarks came at a Stanford event marking the School of Engineering’s 100th anniversary. He discussed Google’s origins, its innovation culture, and the current AI landscape. Here’s the full video.

💾

Sergey Brin, Google co-founder, says Google was slow to scale AI and cautious about chatbots because they say 'dumb things.'

Expect to see HDMI 2.2 in action at CES 2026

15 December 2025 at 21:27

Prototype HDMI 2.2 hardware will be showcased at CES The HDMI Licensing Administrator has confirmed that early HDMI 2.2 prototype hardware will be showcased at CES 2026. This will give the world its first look at the next-generation display technology. With HDMI 2.2, the HDMI standard’s maximum bandwidth will increase from 48 Gbps (HDMI 2.1) […]

The post Expect to see HDMI 2.2 in action at CES 2026 appeared first on OC3D.

Thunderobot Teases Upcoming Intel "Panther Lake" APU-based ZERO Air Gaming Laptop

15 December 2025 at 21:48
Thunderobot (partnered with Machenike) is set to introduce the ZERO Air gaming laptop at next month's CES trade show. A teaser video was made available last Friday (December 12), but an earlier press release was largely ignored by PC hardware press outlets. The Chinese manufacturer's 2026 "AI gaming" product lineup will make use of "Intel Core Ultra Series 3 processors," including the brand-new 16-inch ZERO Air design. Thunderobot's latest trailer hints at the ZERO Air being one of the first portable devices to feature Intel Core Ultra "Panther Lake" processors combined with NVIDIA GeForce RTX 5000-series Laptop graphics cards. A multitude of Intel partners are expected to showcase Core Ultra 300 series-based laptops and notebooks at CES 2026.

For example, MSI has already revealed its next-gen Prestige lineup, with a view to fully introduce the professional 2026 series in the new year. Members of the press and influencers have already handled early samples, as of late November. Thunderobot's forthcoming lightweight (1.6 kg) gaming laptop is said to offer "dual full-power performance." Pre-launch press material seems to be vague about the meaning of this "dual" system. Last week we heard about ASUS readying an extremely lightweight Zenbook DUO design; this next-gen ultra-slimline notebook was marketed as featuring a dual-battery configuration.

(PR) India Launches DHRUV64, Its First 1 GHz, 64-bit Dual-Core RISC-V CPU

15 December 2025 at 21:29
India has achieved a significant milestone in its semiconductor journey with the launch of DHRUV64. It is a fully indigenous microprocessor developed by the Centre for Development of Advanced Computing (C-DAC) under the Microprocessor Development Program (MDP). DHRUV64 provides the nation a reliable, homegrown processor technology. It is capable of supporting strategic and commercial applications. It marks a major advancement in India's pursuit of self-reliance in advanced chip design.

DHRUV64 is built with modern architectural features. It delivers higher efficiency, enhanced multitasking capability and improved reliability. Its advanced design enables seamless integration with a wide range of external hardware systems. The processor's modern fabrication leverages technologies used for high-performance chips. This makes DHRUV64 suitable for sectors such as 5G infrastructure, automotive systems, consumer electronics, industrial automation and the Internet of Things (IoT).

(PR) Alchemy Factory Available Now via Early Access, Devs Anticipate Full Release Within 1 Year

15 December 2025 at 21:02
Alchemy Factory is now available in Early Access on Steam. Developed by D5 Copperhead and published by Gamirror Games, this medieval-style automation production game combines simulation management and sandbox building. Early Access is priced at $17.99, with a 10% discount available for the first two weeks.

Alchemy Factory is an automation production game set in a medieval world, blending simulation management and sandbox building. Players take on the role of a magic apprentice who unlocks magical technologies, designs automated production lines, and sells various alchemical goods. The goal is to eventually become a master alchemist whose wealth rivals nations, spanning fields like potion making, metallurgy, and jewelry, and to gradually build your own alchemical kingdom.

MSI Claw A8 Nearing Retail Release in USA, Approx. Four Months After Launch in Asia

15 December 2025 at 20:52
MSI's AMD APU-powered Claw A8 handheld gaming PC seems to be heading to North American shores. Over the past weekend, web sleuths noticed Newegg and B&H Photo Video listings. At the time of writing, a pre-release price tag—$1149—is attached to the territory specific "BZ2EM-070US" SKU. Reflecting similar past practices, MSI has staggered the rollout of its latest Windows 11-based portable gaming system. The Taiwanese manufacturer has tended to favor Asian territories when distributing the first waves of Claw hardware—notably, the current-gen A8 debuted in China (and nearby) around "late July/early August."

Unlike most of the competition, MSI opted into using Intel APUs across first and second-generation Claw platforms. Even in Core Ultra 7 form, Team Blue's "Meteor Lake" chipsets trailed behind competing AMD-centric hardware. MSI's second wave handheld PCs—Claw 8 AI+ and Claw 7 AI+—were driven by Intel's Core Ultra 7 258V APU. This "Lunar Lake" mobile processor currently competes with Team Red's AMD Ryzen Z2 Extreme SoC, as tracked/observed by Golden Pig Upgrade. Around mid-May, we picked up on whispers of the MSI Claw family diversifying into the AMD APU realm. A couple of months later, the Ryzen Z2 Extreme-powered Claw A8 started to trickle out at retail. Eventually reaching UK stores by September; priced at £849 (~$1135 USD)—available in Polar Tempest (white) or Neon Green finishes. Presently, only the white 1 TB + 24 GB LPDDR5X model is listed by Newegg and B&H.

KIOXIA Prepares Affordable G3 M.2 SSDs with QLC NAND and PCIe 5.0 Connection

15 December 2025 at 20:22
KIOXIA is introducing a new storage solution with its Exceria G3 SSD series, an M.2 PCIe NVMe SSD lineup that combines PCIe 5.0 speeds with QLC NAND memory to offer more affordable options for fast PCIe 5.0 storage. Scheduled for release in the fourth quarter of 2025, these M.2 2280 drives will be available in 1 TB and 2 TB capacities. They promise sequential read speeds of up to 10,000 MB/s and write speeds reaching 9,600 MB/s for the larger model. By integrating the latest interface standard with its eighth-generation BiCS FLASH QLC memory, KIOXIA aims to attract users looking to upgrade from older SATA and PCIe 3.0 drives, without pushing them into the higher-priced tier dominated by TLC NAND.

While QLC memory has historically lagged behind TLC in endurance and performance, the 2 TB G3 surpasses KIOXIA's Exceria Plus G4 in sequential writes and random IOPS, achieving 1.6 million read operations and 1.45 million write operations per second. This improvement is due to the BiCS8 architectural enhancements, which enable KIOXIA to rate the drives at 600 TBW for the 1 TB model and 1,200 TBW for the 2 TB version. These durability figures are comparable to most modern TLC offerings. The 1 TB variant is also impressive, with 10,000 MB/s read speeds, 8,900 MB/s write speeds, and 1.3 million IOPS for random reads. Naturally, performance decreases with smaller capacities. Pricing is still unknown, but the point here is affordability, so that might be something to look forward to.

(PR) S.T.A.L.K.E.R. 2 Free Story & Content Update Arrives on December 16

15 December 2025 at 20:02
On December 16 we will release a content update for S.T.A.L.K.E.R. 2: Heart of Chornobyl with a brand-new storyline. All of this—completely free for all owners of the game. Christmas arrived earlier in the Zone. Let's get into it.

So what is this new quest?
Strange things start happening near the Malachite on the Western part of the map. The research groups sent by scientists were reporting a signal interfering with their usual PDA communications. After listening to it, stalkers were suffering from headaches, nose bleeds, and hallucinations. Professor Medulin witnessed everything with his own eyes. While being good at scientific research, he didn't know enough about the radio signal and what to do to figure out what was happening. That's where Banzai steps in, a radio enthusiast, who also joined the investigation, but something went wrong. You may hear their emergency transmission almost anywhere in the Zone. Pay close attention to the Red Forest Region on your map, and from here on, your intuition, rationality and choices will lead you down the rabbit hole to see how deep it is.

HDD Prices Soar, Sparking Fears of Incoming Shortage

15 December 2025 at 19:57
The good-old "spinning rust"—commonly referred to as Hard Disk Drives (HDDs)—may be another leg in the depleted computing infrastructure caused by the AI boom. According to DigiTimes, contract negotiations for the fourth quarter of 2025 concluded with traditional HDD prices settling about 4% higher quarter-over-quarter, marking the largest rise in the past eight quarters. That is over the largest increase in recent years, indicating that the demand is again outpacing supply even in the slower storage segments like HDD. The massive demand reportedly comes from particularly strong uptake for desktop 3.5-inch drives in China and continued heavy procurement of high-capacity units by major U.S. cloud service providers and hyperscalers.

In China, there is a preference for domestically produced CPUs and operating systems, combined with an increase in local PC assembly, which has brought HDDs back into first-class role in certain PC configurations after years of being replaced by SSDs. Additionally, concerns about SSD data retention have led some customers and policymakers to favor HDDs for specific workloads. Large cloud operators are also expanding their exabyte-class storage for AI, analytics, and archival needs. Manufacturers report that utilization rates are at or near full capacity as demand extends beyond traditional surveillance and backup applications. Especially with AI infrastructure, storing massive data for model training has prompted AI labs to use some HDD-based storage infrastructure where speed isn't needed.

ResumaLive – 2-Minute Intro for Video Creators


ResumaLive 2.0 is a platform where video creators build swipeable, shareable profiles that introduce them in under 2 minutes.

Clients don't have time to dig through scattered links, they leave before they understand you. ResumaLive guides them through your identity, your credibility, your showreel, your personality, and how to reach you. like a movie trailer for your career. It doesn't replace your portfolio or social media. It gets your foot in the door, then they explore the rest.

View startup

The 'ExtrudeX' machine wants to turn your 3D printing waste into reusable filament, all at home — this Kickstarter project is itself 3D-printable with minimal hardware costs

Your 3D printing costs are about to go way down with the ExtrudeX, an extrusion machine claiming to recycle 3D printing waste into new filament. The project is live on Kickstarter, and should you choose to pledge it, you'll get STL files to 3D print the machine at home yourself, along with a list of minimal hardware required to complete the build.

AI’s Real Boom: Data Centers, ROI, and a Maturing IPO Market

15 December 2025 at 20:45

The post AI’s Real Boom: Data Centers, ROI, and a Maturing IPO Market appeared first on StartupHub.ai.

“Every single AI company on the planet is saying if you give me more compute, I can make more revenue.” This assertion by Matt Witheiler, Head of Late-Stage Growth at Wellington Management, cuts directly to the core of the current artificial intelligence boom, framing the debate around an “AI bubble” not as a question of […]

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Rockefeller’s Ruchir Sharma Declares AI Market in “Advanced Stages of a Bubble”

15 December 2025 at 20:15

The post Rockefeller’s Ruchir Sharma Declares AI Market in “Advanced Stages of a Bubble” appeared first on StartupHub.ai.

The current euphoria surrounding artificial intelligence has propelled the tech sector to unprecedented valuations, prompting seasoned financial analysts to question the sustainability of this growth. Ruchir Sharma, Chairman of Rockefeller International and Founder & CIO of Breakout Capital, offers a sobering perspective, asserting that the market is already in the “advanced stages of a bubble.” […]

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Apple Engineers Squeeze Powerhouse Vision Models into a Single Layer for Hyper-Efficient Image Generation

15 December 2025 at 19:30

The post Apple Engineers Squeeze Powerhouse Vision Models into a Single Layer for Hyper-Efficient Image Generation appeared first on StartupHub.ai.

Generative AI is getting a major speed and efficiency boost, thanks to a surprisingly simple new framework from Apple researchers. The paper, “One Layer Is Enough: Adapting Pretrained Visual Encoders for Image Generation,” introduces the Feature Auto-Encoder (FAE), a novel approach that dramatically slashes the complexity required to integrate massive, pre-trained visual encoders (like DINOv2 […]

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Google says don’t use JavaScript to generate a noindex tag in the original page code

15 December 2025 at 20:29

Google has updated its JavaScript SEO basics documentation to clarify how Google’s crawler handles noindex tags in pages that use JavaScript. In short, if “you do want the page indexed, don’t use a noindex tag in the original page code,” Google wrote.

What is new. Google updated this section to read:

  • “When Google encounters the noindex tag, it may skip rendering and JavaScript execution, which means using JavaScript to change or remove the robots meta tag from noindex may not work as expected. If you do want the page indexed, don’t use a noindex tag in the original page code.”

In the past, it read:

  • “If Google encounters the noindex tag, it skips rendering and JavaScript execution. Because Google skips your JavaScript in this case, there is no chance to remove the tag from the page. Using JavaScript to change or remove the robots meta tag might not work as expected. Google skips rendering and JavaScript execution if the robots meta tag initially contains noindex. If there is a possibility that you do want the page indexed, don’t use a noindex tag in the original page code.”

Why the change. Google explained, “While Google may be able to render a page that uses JavaScript, the behavior of this is not well defined and might change. If there’s a possibility that you do want the page indexed, don’t use a noindex tag in the original page code.”

Why we care. It may be safer not to use JavaScript for important protocols and blocking of Googlebot or other crawlers. If you want to ensure a search engine does not rank a specific page, make sure not to use JavaScript to execute those directives.

Why share of search matters more than traffic in the AI era

15 December 2025 at 20:27
Why share of search matters more than traffic in the AI era

The SEO industry is entering its most turbulent period yet.

Traffic is declining. AI is absorbing informational queries. 

Social platforms now function as search engines. Google is shifting from a gateway to an answer engine.

The result is a sector running in circles – unsure what to measure, what to optimize, or even what SEO is meant to do.

Yet within this turbulence, something clear has emerged.

A single marketing metric that cuts through the noise and signals brand health and future demand. 

A metric that marketers and SEOs can align around with confidence.

That metric is share of search.

Discovery is changing, and measurement must change with it

The old model of being discovered by accident through classic search behavior is disappearing.

AI Overviews answer questions without sending traffic anywhere. 

Meta is already rolling out its own AI to answer user queries. 

TikTok and YouTube continue to grow as product discovery engines. 

It is only a matter of time before LinkedIn becomes a business search engine powered by conversational AI.

We are witnessing a seismic shift. In moments like this, measurement becomes even more important. 

Many SEO metrics are losing meaning, but one is rapidly gaining importance.

What share of search actually measures

Share of search is a metric developed by James Hankins and Les Binet. 

It is calculated by dividing a brand’s search volume by the total search volume for all brands in its category. 

The result shows the proportion of category interest the brand commands.

The value is not in the calculation itself, but in what the metric correlates with.

Studies published by the Institute of Practitioners in Advertising (IPA) show that share of search correlates strongly with market share and future buying behavior. 

As the IPA notes:

  • “Share of search is a leading indicator or predictor of share of market. When share of search goes up, share of market tends to rise. When share of search goes down, share of market falls.”

In simple terms, consumers search for brands they are considering, buying, or using. 

That makes search behavior one of the clearest available signals of real demand.

Share of search was never designed to be perfect. It does not capture every nuance of how people find information across platforms. 

It was built as a practical proxy for brand demand – and right now, practical measurement is exactly what the industry needs.

Dig deeper: Measuring what matters in a post-SEO world

From traffic to demand: Why marketers need a new signal

Traffic as a measurement has become almost meaningless. 

It has been easy to inflate, manipulate, and misunderstand.

Goodhart’s Law explains why. When a measure becomes a target, it stops being a good measure. 

Traffic was treated as a target for years, and as a result, it stopped being a reliable indicator of anything meaningful.

Now traffic is falling – not because brands are doing anything wrong, but because AI is answering questions before users ever reach a website.

Ironically, this makes traffic more meaningful again, as much of the noise that once inflated it is disappearing.

The bigger advantage, however, belongs to share of search. 

It cannot be inflated through content tactics or gamed by chasing trends. It reflects underlying consumer interest.

That is why share of search has become so significant. 

It shows whether a brand is being searched for more or less than its competitors. 

When share of search rises, brand demand is growing. When it falls, demand is weakening.

If an entire category collapses – as it did with air fryers once most consumers had already bought one – the metric also provides a clear signal that demand for the overall market is shrinking.

There is another advantage. Share of search is a multi-platform metric.

A metric that crosses platforms

People no longer search in one place. 

Product searches may begin on Amazon, TikTok, or Facebook. 

Credibility checks often happen on YouTube. Long-form research may still take place on Google.

Discovery is fragmented, and behavior is fluid.

Share of search adapts to this reality. It is platform agnostic. 

You can measure it using Google Trends, Ahrefs, Semrush, My Telescope, or any platform that provides reliable volume estimates. 

You can track demand across Amazon, TikTok, YouTube, and emerging AI search interfaces.

Where the behavior happens matters less than the signal itself. 

If people are looking for your brand, they are demonstrating intent.

This cross-platform visibility is critical because AI search sends little traffic to websites. 

ChatGPT, Claude, and other LLMs present answers, snippets, and summaries, but rarely generate click-through. 

Links are often buried, inaccessible, or accompanied by friction.

Instead, these systems trigger brand search. 

Users encounter a brand in an AI response, then search for it when they want more information.

As a result, share of search becomes the tail-end signal of everything marketing does, including AI exposure. 

When share of search rises, marketing is working. When it falls, it is not.

However, the metric needs a champion.

Get the newsletter search marketers rely on.


A metric SEOs should champion

The SEO industry has spent years focused on two types of keywords: 

  • Non-brand buyer intent.
  • Non-brand informational. 

That approach made sense when classic search was the dominant discovery channel. That world is disappearing.

Yet many SEOs continue to cling to outdated deliverables, such as structured data micro-optimization or churning out endless blog posts to influence hypothetical AI citations.

Citations are a distraction. 

At best, they are a minor signal in LLM outputs. 

At worst, they are a misleading metric that will not stand up to financial scrutiny. 

When CFOs start questioning the value of SEO budgets, citations will not hold up as evidence of ROI.

Share of search will.

SEOs who embrace share of search position themselves not as keyword tacticians, but as strategic insights partners. 

They become interpreters of demand who help:

  • CMOs understand whether brand marketing is breaking through.
  • Leadership teams see where consumer interest is rising or falling.

This shift changes the role of SEO entirely. 

Instead of being judged by how much content they produce, SEOs begin to be valued for how well they understand search behavior and the commercial impact of that behavior.

A well-structured share of search report tells a coherent story:

  • Is the brand being searched for more this quarter?
  • Are competitors gaining ground?
  • Is the category contracting?
  • Did a recent PR campaign increase branded search?
  • Did a product launch move the needle?

In the AI era, this narrative becomes essential. 

Someone inside the organization must understand how people search, where they search, and what the numbers mean.

SEOs are naturally positioned to fill that role. You have the background and the expertise. 

And as AI automates more mechanical SEO tasks, this progression becomes increasingly natural.

Because share of search requires interpretation.

Dig deeper: Why LLM perception drift will be 2026’s key SEO metric

The depth and complexity available

Share of search does not have to be a single top-level number. It can be:

  • Broken down by product line, model, or competitive set. 
  • Segmented into branded and semi-branded queries.
  • Tracked across every channel where search behavior exists.
  • Compared against AI model outputs to understand where visibility aligns or diverges.

Consider the air fryer category. 

Demand collapsed across the market once most consumers had already purchased one. 

Within that collapse, however, individual models rose and fell based on their appeal. 

Ninja’s latest model, for example, showed spikes and dips that revealed shifts in consumer interest long before sales data arrived.

Share of search acts as early detection for market movement.

SEOs who understand this level of nuance become indispensable. They can:

  • Advise whether a category is shrinking or whether a competitor is accelerating. 
  • Identify gaps in PR coverage.
  • Highlight where LLMs reference competitor brands more frequently.
  • Signal when product positioning needs reinforcement.

This is the future skill set – not chasing rankings, but interpreting behavior.

A human role that AI can’t replace

As AI becomes more integrated into search and site optimization, many mechanical SEO tasks will be increasingly automated. 

The interpretation of marketing performance, however, cannot be fully automated.

Share of search requires human judgment. 

It requires an understanding of context, seasonality, category dynamics, and brand strategy. 

That role can and should belong to the SEO professional.

Some agencies may label this function an insights specialist or a data analyst. 

Some organizations may house it within marketing. 

But the people who understand search behavior most deeply are SEOs. 

They are best positioned to interpret what the numbers mean and communicate those insights to leadership teams.

Leadership teams need to understand what is happening with their brand.

The metric that protects brands in the AI era

Marketing leaders are already discussing share of search, and it is beginning to appear in boardroom conversations. 

It is quickly becoming a central indicator of brand strength. 

In an AI-driven world where traffic is scarce and visibility is fragmented, the strategic imperative is clear.

Brands need to be searched for. Those that are searched for endure. Those that are not fade.

That is why share of search is not just another metric. It is becoming the metric. 

SEOs who embrace it can elevate their role, influence, and strategic value at exactly the moment the industry needs it most.

Your next steps 

The advice for SEOs is simple: Learn share of search.

To get started:

  • Learn more about the metric by reading reports and studies.
  • Create your first share of search report.
  • Analyze the drivers of change, such as market shifts or recent PR or TV campaigns.
  • Experiment with search tools to determine which reporting approach works best.
  • Involve other departments. Host a session on share of search and collaborate with PR teams to track activity.

You will not become fluent in the metric without using it. Once you do, its applications become clear.

Share of search is the bridge that connects SEO to the broader world of brand.

Take the first step.

Sapphire wants AMD to let them “go nuts” on their GPUs

15 December 2025 at 18:55

Sapphire wants AMD to let them “go nuts” with their GPU designs Ed Crisler, Sapphire Technology’s North American PR Manager, has openly stated that he would like GPU manufacturers to give their partners more freedom when building their graphics cards. Sapphire would like to “go nuts” when building graphics cards, but tight rules limit what […]

The post Sapphire wants AMD to let them “go nuts” on their GPUs appeared first on OC3D.

Acer Launches White Edition Predator BiFrost Radeon RX 9070 XT/9070 Cards

15 December 2025 at 19:44
Acer introduced its opening salvo of Radeon RX 9070 XT 16 GB and RX 9070 non-XT 16 GB custom card designs back in March, almost alongside competing options produced by other AMD board partners. Oddly, the Taiwanese computer hardware manufacturer did not end up launching Navi 48 GPU-based products during that period—months later, retail stock started appearing in Japan. Fast-forward to the end of 2025, and Acer seems to be catching up with other AIBs, yet again. Last Friday (December 12), a Japanese press release signalled the arrival of White Edition Predator BiFrost options at retail outlets. The flagship spin-off SKU is available immediately, at 138,800 yen (tax included), converting to ~$896 USD.

A weekend investigation—prompted by GDM/hermitage akihabara's PR release—produced evidence of pale Predator BiFrost Radeon RX 9070 XT OC and RX 9070 OC stock reaching Europe. VideoCardz happened upon highly-detailed entries on the Geizhals price aggregation engine. In Germany, Acer's best RDNA 4 gaming card—now dressed in white—is (appropriately) cheapest at the "NBB - notebooksbilliger" Ebay store. An active voucher promo brings total cost of ownership down to €613.81 (~$722 USD). Alternatively, NBB and Nullprozentshop offer the joint-lowest non-XT White Edition listings: €539.00 (~$634 USD). Product renders show familiar packaging; already present on boxed standard black models. Oddly, the non-XT promotional shots show the deployment of three 8-pin power connectors (instead of the standard two). Normally this triple provision is reserved for top-level XT options, so Acer's graphics department could be using a generic image set for both overclocked models.

Marvell Designs Ultra-Low-Power 2 nm Dense SRAM, Outperforming Industry Standard

15 December 2025 at 19:28
Marvell recently showcased its custom silicon IP advancements at the Marvell Analyst Day 2025. The company has developed SRAM IP that surpasses industry standards in terms of power efficiency and density. Initially launched in June, their 2 nm SRAM IP now reveals performance figures that highlight its superiority over standard solutions. In a 256K instance comparison, Marvell reports an 80% reduction in total power consumption, a 37% smaller area, and cycle times that are 22% faster. Additionally, Marvell's memory layout is more rectangular, facilitating easier integration into dense SoCs.

Further comparisons with top alternatives show that Marvell's custom SRAM uses 50% less area at the same bandwidth, reduces standby power by 66%, and delivers 17 times more bandwidth per mm² when normalized by area. These improvements are attributed to redesigned clocking and port structures that enhance bandwidth from on-die SRAM. Marvell argues that this architectural approach results in significantly higher bandwidth density and lower power consumption compared to standard dense SRAM IP. In an era where logic scaling continues to outpace memory in modern semiconductor nodes, having custom IP that aggressively boosts SRAM density and reduces power usage is a massive advantage.

(PR) HDMI LA, Inc. to Showcase Advanced HDMI Gaming Technologies at CES 2026

15 December 2025 at 19:04
HDMI Licensing Administrator, Inc. (HDMI LA) announced that its CES 2026 booth will spotlight HDMI gaming technologies with a range of demonstrations designed to engage both professional attendees and gaming enthusiasts. The booth will feature the performance benefits of three HDMI cable types across interactive gaming demonstrations:
  • Ultra96 HDMI Cable, introduced in the recently released HDMI 2.2 Specification, will be on display with early prototypes
  • Ultra High Speed HDMI Cable
  • Premium High Speed HDMI Cable
These demonstrations will highlight how the right HDMI connectivity drives exceptional performance for next-generation gaming experiences.

(PR) Resident Evil Requiem's Latest Trailer Focuses on Leon S. Kennedy

15 December 2025 at 18:53
A new era of survival horror arrives with Resident Evil Requiem, the latest and most immersive entry yet in the iconic Resident Evil series. Experience terrifying survival horror with FBI analyst Grace Ashcroft, and dive into pulse-pounding action with legendary agent Leon S. Kennedy. Both of their journeys and unique gameplay styles intertwine into a heart-stopping, emotional experience that will chill you to your core. Watch the latest heart-stopping trailer (below) for a taste of the horrors that await on February 27, 2026.

Requiem for the dead. Nightmare for the living. Resident Evil Requiem is now available for pre-order! Experience terrifying survival horror with FBI analyst Grace Ashcroft, and dive into pulse-pounding action with legendary agent Leon S. Kennedy. Both of their journeys and unique gameplay styles intertwine into a heart-stopping, emotional experience that will chill you to your core. A new era of survival horror begins when Resident Evil Requiem launches February 27, 2026 for PlayStation 5, Xbox Series X|S, Nintendo Switch 2, Steam, and Epic Games Store.

HKC Unveils M10 Ultra: The World's First RGB Mini-LED Monitor

15 December 2025 at 18:42
At the mid-way point of last week, HKC promo material teased an imminent unveiling of the world's first RGB Mini-LED gaming monitor. Days later—as promised—the Chinese semiconductor display specialist delivered on this promised. Their upcoming cutting-edge product boasts "simultaneous light and color control" capabilities, enabled by an RGB Mini-LED backlight system. By comparison, normal (white/blue) Mini-LED only delivers "single light control." So far, only well-heeled customers/business owners have enjoyed this richer color experience, via extremely large format televisions, courtesy of Hisense and Samsung. According to a domestic press release, HKC's "color focused" M10 Ultra is capable of "reshaping light," thanks to the integrated backlight array's 4788 independent control zones. The company claims that its latest design largely eliminates the halo effect/phenomenon that is a byproduct of Mini-LED backlight tech—enabled through a micron-level "light and color control" matrix and independent R-G-B channel manipulation algorithms.

The M10 Ultra's recent introduction did not extend into a retail release, but a launch—at least in China—could happen within the first quarter of 2026. HKC reckons that their forthcoming 32-inch 4K offering reaches professional-grade standards with a 100% coverage of the BT.2020 color gamut (also sRGB, DCI-P3, and Adobe RGB). According to an initial specification sheet, the manufacturer's latest 31.4-inch panel can support dual-mode functionality—primarily 3840 x 2160 resolution, at a 165 Hz native refresh rate. A competitive gaming-oriented mode boosts the refresh rate up to 330 Hz, with screen resolution reduced to 1080p. The M10 Ultra seems to be up-to-date in terms of high-bandwidth connectivity: DisplayPort 2.1 is present on the spec sheet. Curiously, HKC did not specify whether this model is an IPS or VA-type monitor.

(PR) NVIDIA Debuts Nemotron 3 Family of Open Models

15 December 2025 at 18:28
NVIDIA today announced the NVIDIA Nemotron 3 family of open models, data and libraries designed to power transparent, efficient and specialized agentic AI development across industries. The Nemotron 3 models—with Nano, Super and Ultra sizes—introduce a breakthrough hybrid latent mixture-of-experts (MoE) architecture that helps developers build and deploy reliable multi-agent systems at scale.

As organizations shift from single-model chatbots to collaborative multi-agent AI systems, developers face mounting challenges, including communication overhead, context drift and high inference costs. In addition, developers require transparency to trust the models that will automate their complex workflows. Nemotron 3 directly addresses these challenges, delivering the performance and openness customers need to build specialized, agentic AI.

Content, Consolidation, and the Creator’s Cut: Isaacson on AI, Media Mergers, and Musk

15 December 2025 at 17:45

The post Content, Consolidation, and the Creator’s Cut: Isaacson on AI, Media Mergers, and Musk appeared first on StartupHub.ai.

“People who create content should be part of the party when the proceeds get divided up,” asserts Walter Isaacson, the esteemed biographer and advisory partner at Perella Weinberg, during a recent appearance on CNBC’s ‘Squawk Box.’ This fundamental principle, he argues, is the linchpin for navigating the burgeoning age of artificial intelligence, particularly as major […]

The post Content, Consolidation, and the Creator’s Cut: Isaacson on AI, Media Mergers, and Musk appeared first on StartupHub.ai.

FreePBX Patches Critical SQLi, File-Upload, and AUTHTYPE Bypass Flaws Enabling RCE

Multiple security vulnerabilities have been disclosed in the open-source private branch exchange (PBX) platform FreePBX, including a critical flaw that could result in an authentication bypass under certain configurations. The shortcomings, discovered by Horizon3.ai and reported to the project maintainers on September 15, 2025, are listed below - CVE-2025-61675 (CVSS score: 8.6) - Numerous

Why click-based attribution shouldn’t anchor executive dashboards

15 December 2025 at 18:30
Why click-based attribution shouldn’t anchor executive dashboards

As marketing channels and touchpoints multiply rapidly, the way success is measured significantly impacts long-term growth and executive perception. 

Click-based attribution – across models like last-click, first-click, linear, and time-decay – remains the default. 

But as a standalone measurement strategy, it’s showing its age. 

Click metrics now carry disproportionate weight in executive dashboards, and that reliance introduces real limitations.

Click-based models can still reveal valuable insights into digital engagement. 

However, when the C-suite bases major budget and strategy decisions solely on clicks, they risk overlooking critical aspects of the customer journey – often the very pieces that matter most.

This article examines:

  • What click-based attribution actually captures.
  • Where click-based measurement breaks down in a multi-channel, multi-device, privacy-first world.
  • The business risks of over-indexing on click metrics.
  • Measurement approaches that better align marketing with real business outcomes.
  • How marketing leaders can guide executives toward more holistic, outcome-oriented frameworks.

The goal isn’t to demonize clicks – they still belong in the toolbox. But they should provide context, not serve as the foundation.

What does click-based attribution actually measure?

Click-based attribution tracks ad clicks and assigns conversion credit to the marketing touchpoints that drove them. 

Models like first-click, last-click, linear, time-decay, and data-driven approaches differ only in how they split that credit across the user journey.

Digital ad platforms and many analytics tools default to click-based models because clicks are relatively easy to capture, understand, and report. 

They’re deterministic, clean, and simple to interpret at a glance.

That cleanliness, however, can be misleading. 

Click-based attribution depends entirely on a user interacting with tracking links or tags. 

If a user doesn’t click, or clicks but converts later or elsewhere, the touchpoint may be missed or misattributed.

This approach can work in a simple, linear funnel. 

But as customer journeys become multi-device, multi-channel, and increasingly offline, clicks lose context quickly.

Dig deeper: The end of easy PPC attribution – and what to do next

The problems with solely relying on click-based attribution

Clicks don’t represent real customer behavior

Today’s buyers rarely follow the neat, linear paths that click-based models assume. 

Instead, they move across devices, channels, and even offline touchpoints.

Think social media, LLMs like ChatGPT, and brand exposure from video, influencers, or website content. 

Many of these interactions never generate a tracked click, yet they play a critical role in shaping perception, intent, and eventual conversion.

For example, a buyer may watch a brand’s video on LinkedIn during their morning commute. 

Later, they read a third-party review and skim a few case studies on the brand’s website.

Days later, they type the brand name directly into Google and convert. 

In a click-based model, only the final branded search click receives credit. 

The video, the review, and the content that built trust remain invisible.

These aren’t minor attribution blind spots – they represent a canyon. 

Click-based measurement skews too much toward lower-funnel performance

Click-based models place the most weight on the final click. 

As a result, they often over-index lower-funnel activity from channels like retargeting ads or branded search. 

These channels convert more frequently, but they do not create demand on their own.

For C-level decision-makers, this creates a dangerous bias. 

Dashboards light up for retargeting campaigns and branded search, so budgets flow there.

Mid- and upper-funnel investments – brand building, awareness, content, and influencers – are reduced or cut. 

Over time, the brand’s long-term growth engine is choked in favor of short-term, easily quantifiable wins.

Dig deeper: Marketing attribution models: The pros and cons

Click-based models undervalue creative, messaging, and brand

Not all marketing impact shows up as clicks. 

A video ad or thought-leadership piece may plant a seed without prompting an immediate click, yet the message can linger. 

It may lead to later brand searches or site visits, outcomes that are difficult to capture through click-based measurement.

As a result, brand power, creative messaging, and top-of-funnel reach are underrepresented in click-based models. 

Over time, organizations that optimize solely around click-based attribution may unintentionally deprioritize creativity, brand-building, and long-term equity.

Click-based attribution breaks down in a privacy-first world

We’re moving toward a future where third-party cookies are diminished or gone, privacy rules continue to tighten, and tracking becomes less precise. 

Under these conditions, click tracking grows more difficult, less reliable, and increasingly misaligned.

Without stable identifiers, many of the assumptions behind click-based models – “this click belongs to that user” or “this click led to that conversion” – begin to unravel. 

Attribution becomes a house of cards built on data that may not hold up as privacy and tracking norms continue to shift.

The business risks of over-relying on click-based attribution

Misallocation of budgets

When click-based reporting dominates, budgets tend to flow toward what looks good – the activities that drive visible revenue and deliver clean, direct ROI. 

That often comes at the expense of demand generation efforts that support long-term growth, such as brand campaigns, content, awareness, and other upper-funnel media.

This approach may “work” for a few months or even years. 

Over time, however, the pipeline dries up. 

Awareness declines, organic reach stagnates, and the brand loses its ability to attract new audiences at scale.

Erosion of brand over time

Marketing shifts into a zero-sum exercise focused on extracting conversions from existing demand rather than expanding it. 

Without sustained investment in brand equity and demand generation, competitiveness, brand loyalty, and lifetime value (LTV) suffer.

In essence, optimizing for short-term ROAS puts long-term brand health at risk.

Misaligned incentives across teams

When KPIs are click-based:

  • Media teams optimize for clicks.
  • Creative teams optimize for click-worthy content.
  • Analytics teams optimize for attribution that ties cleanly to conversions. 

The result is marketing silos working toward different objectives.

  • Media buys may undermine creative performance. 
  • Creative teams may chase cheap clicks. 
  • Analytics may mask cannibalization rather than reveal incrementality. 

Fragmentation increases.

Blind trust in platform-reported metrics

Ad platforms and tracking tools report click-based conversions, but many of those conversions are self-crediting, particularly within paid media platforms. 

When you rely heavily on these numbers without scrutiny or connection to the broader user journey, you risk making high-stakes decisions based on biased data.

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What to use instead of click-based attribution

If click-based attribution is flawed, how should performance be evaluated? 

The short answer is a combination of approaches grounded in real business outcomes.

Marketing mix modeling (MMM) for channel-level contribution

At a higher level – especially when multiple channels are involved, including online, offline, paid media, organic media, and PR – MMM helps quantify channel-level contribution to sales, revenue, or other business outcomes. 

It looks at broad correlations over time using aggregated data rather than user-level clicks.

MMM, supported by machine learning, improved data resolution, and more frequent refresh cycles, has become more accessible and actionable. 

It isn’t a replacement for click- or site-based data, but a powerful complement. 

Dig deeper: MTA vs. MMM: Which marketing attribution model is right for you?

Multi-touch attribution (MTA), used thoughtfully 

User-level path analysis still has a place when privacy and tracking allow. 

Multi-touch models that consider multiple touchpoints can provide richer insight, but they work best as one input among many rather than a single source of truth. 

They offer path visibility, but without incrementality testing or support from MMM, they still risk over-crediting and bias.

Customer lifecycle metrics: LTV and CAC payback, retention, cohort analysis

Marketing value isn’t confined to a single sale or conversion.

LTV, retention, and long-term value creation matter just as much. 

Tying spend to CAC payback, churn, loyalty, and retention creates a measurement framework aligned with long-term business goals.

Incrementality testing as a standard practice

Incrementality testing measures what marketing actually adds by identifying net-new conversions, revenue, lift, or awareness. 

It separates what would have happened anyway from what your efforts truly drove.

This approach isn’t as clean as click tracking and requires more planning and discipline, but it delivers causality. 

It allows you to say, with confidence, “This spend generated X% incremental lift.”

Dig deeper: Why incrementality is the only metric that proves marketing’s real impact

Attention metrics, quality signals, and creative impact

Not all impact is transactional. 

Upper-funnel signals such as viewability, time-in-view, attention scores, and engagement matter. 

Creative resonance, brand recall, and impact often influence later behavior that never appears as a click.

Looking beyond clicks to metrics like creative recall, brand lift, share of voice, sentiment, and qualitative feedback helps anchor measurement to real brand value and audience expectations.

Building a modern measurement framework

A modern measurement framework isn’t built around one model or metric. 

It brings together complementary methods to create a clearer, more balanced view of performance.

Take a portfolio approach

The most effective measurement frameworks take a portfolio approach. 

MMM, incrementality, multi-touch attribution (when possible), attention metrics, and customer lifecycle metrics work together to triangulate performance from multiple perspectives.

This diversity reduces bias and balances short-term performance with long-term brand health.

It also makes it possible for the C-suite to see more than conversions alone – including impact, growth potential, and sustainable value.

KPIs that reflect real business impact

Executives care about revenue, margin, and growth. Not just clicks. 

Reframe KPIs around the key metrics that matter, such as:

  • Revenue.
  • Cost per acquisition.
  • Customer lifetime value.
  • Retention.
  • Brand lift.
  • Market share.
  • Brand sentiment.

Package those into dashboards that tell a story: 

  • “Here’s what we did, here’s what grew, here’s what we learned, here’s where we go next.”

Build executive dashboards for outcomes, not vanity metrics

When dashboards lead with vanity metrics like click volume, CTR, or raw conversion rate, insight is limited. Lead instead with business outcomes.

Build narrative-driven dashboards that connect investment to results, learning, and action.

Lean toward data storytelling instead of data reporting. 

That story resonates with executives. It links marketing to business value, not just to marketing activity.

Leverage AI, predictive modeling, and forecasting strategically 

Modern analytics tools – including AI and predictive forecasting – can help:

  • Estimate demand.
  • Forecast impact.
  • Model how different investments may play out over time. 

Use them to simulate scenarios, test assumptions, and support business cases.

These tools aren’t silver bullets. They work best as accelerators for sound strategic thinking. 

Moving away from click-based thinking

Changing how performance is measured doesn’t happen automatically.

It requires clear framing, evidence, and a deliberate transition rather than an abrupt overhaul.

Understand common objections and address them clearly

Often, executives cling to click-based metrics because they’re easy to understand (“one user clicked, we got a sale”) and seemingly real-time. 

They want fast feedback and accountability. Demand creation efforts often feel abstract and hard to justify.

Be prepared to address that directly:

  • “Clicks are easy to understand.”
    • Yes. But they paint an incomplete picture. Show them what they miss.
  • “We need real-time metrics to manage marketing spend.”
    • That’s valid. But real-time doesn’t always equal real value. Complement with more holistic time-based analyses based on the timing of your sales cycle, incremental lift tests, and periodic MMM to ground real-time decisions.
  • “Brand/awareness spend is hard to justify.”
    • I hear you. That’s why you start small. Run test campaigns, measure impact via lift studies, attribution-aware conversion, and lifecycle metrics. Show proof-of-concept.

Implement a gradual shift, don’t overhaul overnight

Click-based attribution doesn’t need to be discarded overnight. Instead:

  • Introduce incrementality testing for a small portion of spend to show what budget really contributes.
  • Once incrementality proves meaningful lift, allocate more budget toward long-term demand creation efforts.
  • Run or commission MMM annually (or semi-annually) to quantify channel contribution holistically.
  • Adjust executive dashboards to reflect new KPIs, such as revenue, CAC payback, brand lift, and LTV, and reduce emphasis on mere clicks or last-click conversions.

Over time, incentives begin to shift. Media moves beyond clicks, creative focuses on quality and resonance, and analytics emphasizes causality and long-term value.

Educate the executive team

Executives rarely object to logic – they object to noise. 

Frame your case with clarity and use data. 

Show examples, run tests, show incremental lift, and then build dashboards that tell a clear story.

Once you prove that a dollar invested in brand or top-of-funnel media delivers compounding value over time, leadership hopefully becomes less attracted to short-term click metrics. 

They begin to appreciate marketing as an investment, not a cost center.

Clicks are part of the story, not the whole story

Click-based attribution has served marketing teams for years. It offered a clean way to connect conversions to touchpoints. 

But the landscape has changed. 

  • User journeys are longer and messier. 
  • Privacy constraints are tighter. 
  • Long-term brand value now matters as much as short-term conversions.

For C-level teams, judging performance by clicks alone is like judging a company’s health by heart rate alone. It’s useful, but incomplete.

Modern marketing requires a richer view – one that blends data, causality, business outcomes, and long-term brand building.

As marketing leaders, our job isn’t to chase the next click. 

It’s to build brands that last, drive sustained growth, and help leadership see marketing not as a cost, but as a strategic investment.

How to build an effective content strategy for 2026

15 December 2025 at 18:00
How to build an effective content strategy for 2026

Every week, new data highlights both the overlap and the divergence between effective organic search techniques across traditional SEO (Google SERPs) and GEO (ChatGPT, AI Overviews, Perplexity, etc.). 

It’s a lot to absorb. One week, headlines say traditional SEO tactics work fine for ChatGPT.

The next, you’ll see reports that one platform is elevating Reddit while another is dialing it back.

Given how quickly this landscape shifts, I want to break down the approach, process, and resources my team is using to tackle content in 2026. 

This goes far beyond a content calendar. 

It’s about combining audience understanding, the interplay of organic platforms, and your brand’s perspective to build a content system that delivers real value.

The right approach for valuable content

The emphasis on quality and value in content is good for marketers.

The tenets of E-E-A-T remain central to our approach because they apply to AI search discoverability as much as to traditional SEO. 

Producing strong content still depends on a rich understanding of your audience, good fundamental structures, and solid delivery methods – skills that always matter.

Start with your audience. 

  • Who are they? 
  • What do they need? 
  • What content will help them get there? 

Approach content like any other product or service: 

  • Identify a need and address it.
  • Understand the emotions involved.
  • Show your credentials – including third-party brand mentions, which are a leading factor in AI search visibility. 

Approach content like any other product or service:

  • Find or understand a need and address it.
  • Know the emotions (i.e., fear, uncertainty, urgency) in play.
  • Show your credentials (in the form of authority, expressed in part by third-party brand mentions that are one of the leading factors of AI search visibility traction).

That said, content that has performed well in Google may not work as effectively for LLM search. 

Instead of writing primarily for blue-link SERPs, we now focus on creating content that stands on its own as an authoritative, structured data source, with trust and originality as ranking signals. 

That means prioritizing clarity, factual depth, and a consistent brand perspective that AI models can reliably quote.

In an age of mass AI content, original insights, data, and human perspective are key differentiators, so content systems should include a step for “original proof” – data, interviews, or commentary that make the material uniquely trustworthy.

We’re also thinking more about how content gets used in AI experiences, not just how it’s found. 

Summaries, bullet points, and explainers that answer layered intent are increasingly valuable. 

Incorporating schema, structured data, and a consistent brand voice improves how AI systems read and represent your content. 

In short, the goal is to optimize for retrievability and credibility, not just ranking.

Get the newsletter search marketers rely on.


Building a process to create valuable content

The content strategy path I like to prescribe is as follows:

  • Problem aware: Empathize with your audience by articulating their problem in a clear, differentiated way.
  • Solution aware: Present your audience with objective, detailed, valuable options for solutions to their problem.
  • Brand aware: Develop your brand’s association as a trusted solution provider.
  • Product aware: Position your specific product or service as the ideal solution for the reader’s problem.

Once your research is conducted, you’ll have what you need to craft content and deploy it in multiple ways. 

The linear workflow that persisted for years in traditional SEO, however, must evolve into a modular content engine – one where a single research output fuels multiple media types (articles, YouTube scripts, short-form video, LinkedIn posts, etc.), with platform-native variations all aligned to a central narrative theme.

Resources to use in content development

A few years ago, I would have started with well-known, well-established tools like Ahrefs and Semrush. 

While those remain useful for benchmarking, they no longer represent how people discover or consume information as AI search transforms user behavior in real time. 

AI search abstracts away keywords – users are asking multi-intent questions, and LLMs are generating synthesized answers. 

SEO analysis is now, rather than the main starting point, one piece of the research pie. 

It’s still important, but search optimization is now embedded throughout the content process.

The tools below have been important in the past, and my team still leans on them as part of a more holistic approach to content planning.

Qualitative interviews

Surveys are useful but can be expensive when you’re trying to reach audiences outside your CRM. 

You can still get strong insights by engaging subject matter experts who share the same professional experiences, challenges, and responsibilities as your target audience. 

Slack communities, live or virtual meet-ups, and memberships in organizations like the AMA or ANA can all offer on-the-ground perspectives that support your content mapping.

Audience analysis from AI systems 

It’s critical to include intent analysis from AI tools and conversational search data. 

Understanding how users phrase questions to AI systems can inform structure and tone.

Social media

Not all social media posts are created equal, but understanding your audience includes knowing where your audience likes to engage: X, Reddit, YouTube, TikTok, etc. (Not to mention that Reddit citations show up prominently in ChatGPT results.)

Utilize these platforms to gather real-time information on what your audience is discussing and to increase brand mentions, which will send strong signals to ChatGPT and similar tools.

Competitor analysis

Shift from tracking keyword overlap to evaluating content depth, originality, and entity coverage – where your brand’s expertise can fill gaps or improve on generic AI-summarized answers.

Adjust the KPIs to assess the impact of your content

For many years, SEO marketers focused on impressions and clicks, although more advanced practitioners also incorporated down-funnel metrics, such as leads, conversions, pipeline impact, and revenue. 

Today, SEOs must expand their KPIs to include brand mentions in:

  • AI summaries.
  • Content-assisted conversions.
  • Cross-channel engagement depth. 

These are the new indicators of helpfulness and value.

Resist the urge to rest on your laurels

We’ve seen strong successes with AI search visibility that complement our traditional SEO results, but our understanding of best practices continues to evolve with each new round of aggregated data on AI search results and shifting user behavior.

In short, keep a parallel track of what has worked recently and where the trends are heading, since ChatGPT and its competitors are changing user behavior in real time – and with it, the shape of organic discovery across platforms.

Nvidia reportedly weighs ramping up H200 production to meet surging demand in China

15 December 2025 at 18:28
After successfully lobbying the Trump administration to approve the sales of its H200 chips to China, Nvidia is now thinking of adding capacity to produce more of the chips.

AMD and Samsung Said to Discuss 2 nm Foundry Deal for Future EPYC CPUs

15 December 2025 at 18:01
According to a report from Sedaily, cited by TrendForce, Samsung Electronics' Device Solutions (DS) Division is in discussions with AMD over manufacturing its chips on Samsung Foundry's second-generation 2 nm process known as SF2P. Samsung's 2 nm technology is competing directly with TSMC's N2 and Intel's 18A, both using the Gate-All-Around (GAA) transistor architectures. Industry sources say a decision on moving forward with a formal agreement could come as early as January next year, with actual production being more a matter of "when" rather than "if". As part of the talks, Samsung is expected to run AMD designs through a multi-project wafer (MPW) program in the near term. This would allow both companies to evaluate SF2P's performance and yields before committing to volume manufacturing. The chip involved is believed to be AMD's next-generation EPYC "Venice" server CPU, according to Global Economic News. If the MPW results meet AMD's expectations, sources say it could open the door for AMD to adopt a dual-foundry strategy, pairing Samsung with TSMC. Such a move would not be limited to server products, and could eventually extend to future consumer CPUs, including the "Olympic Ridge" Ryzen lineup.

Separately, the report highlights the AI-focused partnership between Samsung and AMD. Despite Samsung's challenges in entering NVIDIA's HBM supply chain, it has secured a strong position with AMD. Samsung is already supplying HBM3E 12-layer memory for AMD's MI350 accelerators and is considered well positioned for HBM4, which is expected to debut alongside AMD next-generation MI450 products. From Samsung's perspective, adding AMD as a foundry customer would further support its recent recovery. Sedaily notes that Samsung Foundry has picked up momentum after winning orders from major clients such as Tesla and Apple. At the same time, industry sources point to TSMC capacity constraints and rising wafer prices, those factors making Samsung an alternative.

(PR) NVIDIA H100 GPU Cluster on CoreWeave AI Cloud Platform Breaks Graph500 Run Record

15 December 2025 at 18:00
The world's top-performing system for graph processing at scale was built on a commercially available cluster. NVIDIA last month announced a record-breaking benchmark result of 410 trillion traversed edges per second (TEPS), ranking No. 1 on the 31st Graph500 breadth-first search (BFS) list. Performed on an accelerated computing cluster hosted in a CoreWeave data center in Dallas, the winning run used 8,192 NVIDIA H100 GPUs to process a graph with 2.2 trillion vertices and 35 trillion edges. This result is more than double the performance of comparable solutions on the list, including those hosted in national labs.

To put this performance in perspective, say every person on Earth has 150 friends. This would represent 1.2 trillion edges in a graph of social relationships. The level of performance recently achieved by NVIDIA and CoreWeave enables searching through every friend relationship on Earth in just about three milliseconds. Speed at that scale is half the story—the real breakthrough is efficiency. A comparable entry in the top 10 runs of the Graph500 list used about 9,000 nodes, while the winning run from NVIDIA used just over 1,000 nodes, delivering 3x better performance per dollar.

(PR) Attack Shark Unveils V8: A Next-Generation Lightweight Wireless Gaming Mouse

15 December 2025 at 17:39
Attack Shark, a gaming peripheral brand specializing in affordable, high-performance mechanical keyboards, gaming mice, and accessories, released the V8, a next-generation lightweight wireless gaming mouse born for eSports. Designed for competitive players seeking faster response, greater stability, and sustained comfort, the V8 introduces breakthrough technology, setting a new benchmark for gaming mice.

Co-designed with the Attack Shark player community, the V8 features a shark-fin wireless receiver with an enhanced antenna for stronger signals and stable transmission. Its unique design ensures low latency even in interference-heavy environments. An LED indicator provides instant visibility of connectivity, polling rate, and battery status, delivering a reliable, uninterrupted wireless experience for competitive play.

AMD's AIB Partner Wants More Design Freedom for Extreme OC GPUs

15 December 2025 at 17:24
AMD's AIB partners are speaking up as they express more design freedom for their GPUs. According to Sapphire, AMD-exclusive GPU AIB, they are limited in their ability to modify the card and must adhere to chipmaker's official design rules. However, they now want more freedom to make GPUs focus on overclocking, extremely silent operation, and other traits that PC enthusiasts will appreciate. In a Hardware Unboxed interview with Ed Crisler, PR Manager at Sapphire Technology for North America, the AIB has expressed some frustration over their design rule limits.
Sometimes I really wish the chip makers would get out of the way and let us partners just make our cards. Give us the chip. Give us the RAM. Tell us what we have to provide to make it work with the board. And then let us make the cards. Let us have our fun. Let us go nuts. Let there be real differentiation. Sometimes it feels like this market becomes too too much the same.

Samsung Could Stop SATA SSD Production Amid NAND Flash Shortage

15 December 2025 at 16:46
Samsung is reportedly considering halting its consumer SATA III SSD production lines due to a growing shortage of NAND flash in the supply chain. According to Moore's Law is Dead, industry insiders have been discussing Samsung's potential stop of regular SATA III SSD production. Most NAND flash is being allocated to datacenter customers, such as AI labs and hyperscalers, leaving limited supply for the lower-margin consumer market, including PC gamers and tech enthusiasts. However, this likely only impacts regular SATA III SSDs and not Samsung's popular M.2 PCIe NVMe drives, which have been a consumer favorite for years. Additionally, there are reports that Samsung is converting its NAND flash production lines in Pyeongtaek and Hwaseong to focus on DRAM production. The upcoming Pyeongtaek Fab 4 (P4) is also expected to operate as a DRAM-only facility using Samsung's latest 1c process.

Earlier industry sources suggest that Samsung is becoming cautious about the NAND market, while demand for standard DRAM has surged. This shift makes NAND flash a less attractive segment, causing the entire supply chain to slow down as inventories are depleted. The demand for AI infrastructure has rapidly depleted inventory across the supply chain, and NAND flash is no exception. The rapid expansion of AI infrastructure has led to NAND flash shortages, which could persist for years. It was noted that the price of a 1 Terabit TLC NAND increased from $4.80 in July 2025 to $10.70 in November 2025, marking an increase of over 100% in less than six months. Other types of NAND flash, such as MLC and QLC, have also seen their spot prices more than double.

Reinforcement Learning Comes Home: NVIDIA and Unsloth Democratize AI Mastery

15 December 2025 at 17:16

The post Reinforcement Learning Comes Home: NVIDIA and Unsloth Democratize AI Mastery appeared first on StartupHub.ai.

Reinforcement Learning, once the exclusive domain of supercomputers and multi-million dollar data centers, has decisively stepped into the realm of local computing. This shift, highlighted in a recent tutorial by Matthew Berman, demonstrates how powerful AI models can now be trained on consumer-grade NVIDIA RTX GPUs using open-source tools like Unsloth, fundamentally democratizing access to […]

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Nvidia and AI Stocks Poised for Higher Rerating, Says Fundstrat’s Tom Lee

15 December 2025 at 16:45

The post Nvidia and AI Stocks Poised for Higher Rerating, Says Fundstrat’s Tom Lee appeared first on StartupHub.ai.

The prevailing sentiment around artificial intelligence, despite its unprecedented surge, often grapples with questions of sustainability and valuation. Yet, Tom Lee, Fundstrat Global Advisors head of research and Fundstrat Capital CIO, posits a distinctly bullish outlook, arguing that leaders in the AI space, notably Nvidia, are not overvalued but rather poised for a significant upward […]

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Swarm Intelligence: Decoding the Power and Perils of Multi-Agent AI

15 December 2025 at 16:15

The post Swarm Intelligence: Decoding the Power and Perils of Multi-Agent AI appeared first on StartupHub.ai.

The notion that multiple, specialized AI agents can collectively outperform a single, monolithic system represents a significant shift in artificial intelligence development. Anna Gutowska, an AI Engineer at IBM, articulates this concept with clarity, illustrating how “many simple AI agents, each with a small job, coming together to solve big, complex problems.” This paradigm, known […]

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Soverli smartphone OS cracks the mobile sovereignty problem

15 December 2025 at 15:30

The post Soverli smartphone OS cracks the mobile sovereignty problem appeared first on StartupHub.ai.

The Soverli smartphone OS enables a fully auditable, isolated operating system to run simultaneously with Android, eliminating the security-usability trade-off.

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⚡ Weekly Recap: Apple 0-Days, WinRAR Exploit, LastPass Fines, .NET RCE, OAuth Scams & More

If you use a smartphone, browse the web, or unzip files on your computer, you are in the crosshairs this week. Hackers are currently exploiting critical flaws in the daily software we all rely on—and in some cases, they started attacking before a fix was even ready. Below, we list the urgent updates you need to install right now to stop these active threats. ⚡ Threat of the Week Apple and

A Browser Extension Risk Guide After the ShadyPanda Campaign

In early December 2025, security researchers exposed a cybercrime campaign that had quietly hijacked popular Chrome and Edge browser extensions on a massive scale. A threat group dubbed ShadyPanda spent seven years playing the long game, publishing or acquiring harmless extensions, letting them run clean for years to build trust and gain millions of installs, then suddenly flipping them into

Uncontested ads are quietly draining your holiday budget. Here’s how to fight back. by BrandPilot.ai

15 December 2025 at 16:00

This season, Google Search and Shopping Ads are expected to surge past $70 billion in holiday spending. But there’s a hidden flaw in the auction system — one most advertisers don’t realize is costing them money even when competitors aren’t in the game.

BrandPilot calls this the Uncontested Google Ads Problem, and it’s becoming one of the most overlooked sources of wasted ad spend in peak retail season.

During SMX Next, John Beresford, Chief Revenue Officer at BrandPilot, unpacked how a little-known behavioral quirk in Google’s auction logic can cause advertisers to overspend on their own brand terms, their Shopping placements, and even their category keywords — simply because Google doesn’t automatically reduce your CPC when competition disappears.

Instead of paying less when you’re the only bidder, you may be paying the same high rate you’d pay when rivals are active… without realizing it.

It’s a phenomenon happening thousands of times a day across major brands, and many marketers never notice it’s occurring.

In his session, Beresford discussed:

  • Why “competition gaps” happen far more often than advertisers think.
  • How uncontested moments distort CPCs, even on brand keywords.
  • What real-time auction visibility makes possible — and why AI is changing the game.

He also shared examples of how advertisers are reclaiming wasted spend and reinvesting it into growth – without sacrificing impression share, traffic, or revenue.

Watch BrandPilot’s session now (for free, no registration required) to learn how to:

  • Pinpoint why your CPCs are being artificially inflated when competitors are absent.
  • Estimate the true financial impact of the Uncontested Ads Problem across your annual budget.
  • Implement AI-driven bidding and suppression strategies that prevent self-bidding and boost ROAS.

If you’re running Google Search or Shopping campaigns this holiday season, you can’t afford to miss this session. Learn how to stop the Google Grinch from stealing your budget — and start turning those savings into real performance gains.

Mirelo raises $41M from Index and a16z to solve AI video’s silent problem

15 December 2025 at 16:30
Mirelo, a German startup that is building AI to add synced sound effects to videos, has raised a $41 million seed round led by Index Ventures and Andreessen Horowitz.

MSI MEG X870E GODLIKE X Edition Starts Selling at $1,300

15 December 2025 at 14:43
MSI started selling its flagship Socket AM5 motherboard, the MEG X870E GODLIKE X Edition, at an eye-watering $1,300 in the US and approximately €1,200 in the EU (EUR price includes VAT). The board was announced way back in August, and is only now making its way to retail. Various tech publications including TechPowerUp posted reviews of the board over the weekend. Our review can be read here. This board is the absolute pinnacle of connectivity on the AMD platform, providing connectivity and overclocking capabilities that very few other boards offer. Its closes competitors would be the ROG Crosshair X870E Extreme, and the GIGABYTE X870E AORUS Extreme AI Top. Its truckload of connectivity options include 40 Gbps USB4, thirteen 10 Gbps USB 3.2 Gen 2 type-A and type-C ports; 10 GbE and 5 GbE wired LAN, Wi-Fi 7, and a very expensive onboard audio solution. More than the actual board, MSI includes an AIC-based M.2 riser, a fan management module, at least half a dozen M.2 slots on board, and a powerful VRM solution to power current and future processors.

Be sure to check out the TechPowerUp review of the MSI MEG X870E GODLIKE X Edition motherboard.

(PR) Palit Announces New Borderlands 4 Themed Mods and Giveaway

15 December 2025 at 14:29
Palit today announced the Palit Maker Borderlands 4 themed mod giveaway. The three custom Borderlands 4 GeForce RTX 50 GPU mods were realized using the creative freedom of Palit Maker support. Comment under the Instagram post of the mod you like the most and get the chance to win amazing prizes! Palit Maker is our original concept for gamers seeking a unique build. It allows you to create a personalized graphics card without affecting the warranty. Download the 3D files from our website and start creating today.

Phantom Stealer Spread by ISO Phishing Emails Hitting Russian Finance Sector

Cybersecurity researchers have disclosed details of an active phishing campaign that's targeting a wide range of sectors in Russia with phishing emails that deliver Phantom Stealer via malicious ISO optical disc images. The activity, codenamed Operation MoneyMount-ISO by Seqrite Labs, has primarily singled out finance and accounting entities, with those in the procurement, legal, payroll

Yono Rewards – Get rewarded for scrolling less


Yono rewards you to scroll less. Stay under 1 hour on Instagram and TikTok per day -> earn 5 points -> stack points -> redeem them at local spots you actually want to visit. 30 points = free specialty coffee, or two Guinness pints, or dessert. The less you doomscroll, the more you earn. Businesses get free foot traffic—they set their offers, pay nothing, and 76% of users buy extra items and return without promotions. You turn phone addiction into real money: scroll less, earn rewards, support local spots, and afford to go out again.

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VolkLocker Ransomware Exposed by Hard-Coded Master Key Allowing Free Decryption

The pro-Russian hacktivist group known as CyberVolk (aka GLORIAMIST) has resurfaced with a new ransomware-as-a-service (RaaS) offering called VolkLocker that suffers from implementation lapses in test artifacts, allowing users to decrypt files without paying an extortion fee. According to SentinelOne, VolkLocker (aka CyberVolk 2.x) emerged in August 2025 and is capable of targeting both Windows

CodersNote – Your AI mentor for personalized programming learning


CodersNote is an AI-powered learning platform that personalizes how students and professionals learn programming. It creates customized roadmaps, courses, and projects based on each learner’s goals—whether it’s frontend development, AI, data science, or any other tech career path.

The prebuild roadmaps and 3,000+ free learning resources available on the platform are carefully chosen and designed by 14 industry experts, ensuring learners follow the most relevant and up-to-date path in tech. It also provides real-time guidance, interview preparation, and 24/7 AI support—helping learners build practical skills, stay motivated, and achieve faster career growth in technology.

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Nvidia plots return to FP64 with next-gen HPC ships

15 December 2025 at 03:29

Nvidia plans FP64 comeback following Blackwell’s disappointing HPC results While Nvidia Blackwell series GPUs have proven highly popular for AI workloads, the supercomputing community is disappointed by their lack of FP64 (double-precision) performance. In fact, Nvidia’s new B300 “Blackwell Ultra” chip practically ignores FP64 with its anaemic 1.2 teraflops of performance. For context, Nvidia’s A100 […]

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MSI launches its MEG X870E GODLIKE X Edition motherboard

15 December 2025 at 17:47

MSI celebrates 10 years of GODLIKE performance with its MEG X870E GODLIKE X Edition motherboard MSI has just launched their new MEG X870E GODLIKE X Edition motherboard, a new AM5 flagship motherboard that’s limited to 1000 units. This motherboard is both a high-end motherboard and a collector’s item, boasting high-end specifications and unique numbering. We’ve […]

The post MSI launches its MEG X870E GODLIKE X Edition motherboard appeared first on OC3D.

GigLegal – For everything freelance; Contracts, escrow, and our Get Paid Guarantee


GigLegal is dedicated to empowering New York City's independent workforce. We aim to provide affordable, accessible, and easy-to-understand legal tools, ensuring every freelancer can operate with the confidence and security of a large corporation. We believe legal protection should be a standard, accessible tool, not an expensive barrier.

The biggest challenges in freelancing are non-payment and scope creep. GigLegal is designed to solve these problems at their root. We combine legally-sound contracts with a secure escrow service, and create a 'trust protocol' that aligns expectations for both freelancers and their clients from day one.

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Yesterday — 14 December 2025Tech

This bundle is a smart way to dodge rising RAM prices, provides nearly enough for entire build for $300 – 32GB of DDR4 memory, B550 motherboard, 360mm AIO, and a case

If you’re willing to use an older AM4 platform, this Newegg deal pairs a B550 motherboard with 32GB of DDR4 RAM, a full-size liquid cooler, and a case, offering a strong foundation for a Ryzen 5000 gaming PC at a reduced cost.

The Future of Code: From Syntax to AI-Guided Vibe Engineering

14 December 2025 at 21:16

The post The Future of Code: From Syntax to AI-Guided Vibe Engineering appeared first on StartupHub.ai.

The advent of large language models is fundamentally reshaping the very act of software creation, moving developers from the meticulous crafting of syntax to a more abstract, intent-driven collaboration with artificial intelligence. This profound shift was the central thesis of Kitze, founder of Sizzy, in his recent discourse on the evolution from “vibe coding” to […]

The post The Future of Code: From Syntax to AI-Guided Vibe Engineering appeared first on StartupHub.ai.

Big tech embarrassment: Microsoft absent from TIME’s AI Person of the Year recognition while rivals dominate

Time Magazine's famed "Person of the Year" was dedicated to the architects of AI this year, and the lack of representation for Microsoft betrays how far the company has fallen behind.

Microsoft Copilot AI Comes to LG TVs, and Can't Be Deleted

14 December 2025 at 21:09
Microsoft's Copilot AI chatbot is arguably one of the most controversial add-ons ever implemented in the Windows 11 operating system. However, the controversy doesn't stop at PC operating systems. It seems to extend to TVs as well. According to Reddit user u/defjam16, his LG TV webOS received an update that installed Microsoft's Copilot AI app, with no option to remove it. Although users can choose to ignore it, the push for increased AI integration in everyday products is becoming unavoidable, even on TVs. What exactly can a Copilot AI app do in your TV? We don't know either.

Microsoft is likely promoting its Copilot on TVs to capture more of the AI app market, aiming to become the go-to platform for AI inquiries. Since webOS is a Linux-based TV operating system LG uses, it is also possible that Microsoft is preparing the Copilot AI app for a wider rollout to Linux users, who are now officially commanding a 3% market share among PCs. Other TV operating system platforms are also at "risk" of getting a dedicated Microsoft Copilot AI app, which is especially bad for people not wanting their TV to do any AI processing.

Nearly half of the 19,000 games released on Steam this year went almost unnoticed

14 December 2025 at 21:03

Those numbers point to a widening gap between output and engagement on the world's largest PC game marketplace. Steam's open publishing model has dramatically lowered the barrier to release, but visibility has become a scarce resource. For small studios and independent developers without marketing budgets, standing out on Steam can...

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Nvidia's new monitoring software shows where AI GPUs are running worldwide

14 December 2025 at 20:15

The software relies on a customer-managed agent installed within each environment. That agent collects detailed system data and sends it to a centralized dashboard hosted on NGC. From there, operators can examine performance at multiple layers: a global view of all deployed hardware, compute zones corresponding to individual on-premises or...

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Unreleased RTX Titan Ada prototype gets taken apart to reveal complex internal design and assembly — Nvidia's mythical GPU is engineered to the max with dual 12VHPWR connectors

Following prior benchmarks, the man himself, der8auer, has disassembled the RTX Titan Ada prototype he's had for months. Inside, the card is a maze of wires, connections, and side-plate wizardry, holding together a beastly quad-slot design that had not one but two 12VHPWR (600W) connectors and a side-mounted PCB.

The Generative AI Threat is Already in Your Browser: Malicious Chrome Extensions Explode in Latest Cyber Scourge

14 December 2025 at 20:38

The post The Generative AI Threat is Already in Your Browser: Malicious Chrome Extensions Explode in Latest Cyber Scourge appeared first on StartupHub.ai.

The rush to integrate Generative AI into daily workflows has opened a dangerous new front in the cyber security war, one that’s hiding in plain sight: the humble browser extension. New research from Palo Alto Networks security experts, Shresta Seetharam, Mohamed Nabeel, and William Melicher, reveals a disturbing trend of malicious GenAI-themed Chrome extensions being […]

The post The Generative AI Threat is Already in Your Browser: Malicious Chrome Extensions Explode in Latest Cyber Scourge appeared first on StartupHub.ai.

Wavlink's new Thunderbolt 5 dock is way more affordable than the competition — it's now my favorite budget option if you need extra ports

Most Thunderbolt 5 docks I've tested so far retail for $400+, but Wavlink's new Thunderlight dock bucks the trend in a big way. Here's what you need to know, and why it's my new favorite TB5 dock for budget shoppers.

Thevenin – The power of an enterprise grade platform without the overhead


Thevenin is an Internal Development Platform (IDP) designed for organizations that need to build with startup speed while maintaining rigorous enterprise standards regarding governance, security, and data sovereignty.

Developers can easily create docker containers and attach files, variables and even volumes. Organizations can check what has been changed and who did it through version control and limit cloud resource usage by environment.

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Decipher – Upload, Optimize, Sell


Upload 100s of product images. Get SEO titles, descriptions & tags automatically. Sync directly to your WooCommerce or Shopify store. Go from photos to profitable listings in minutes.

Create Topical Authority via our maps feature, which plans and visualizes your content in a way never seen before. Get Keyword Research on the map directly with out competitor analysis tool, revolutionizing the way keyword research is done. No more second guessing which keywords are actually being used and how.

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MSI X870E Godlike X Motherboard Review: 10th anniversary edition brings more exclusivity, numbered placard, and a Lucky plushy

14 December 2025 at 18:00
The Godlike X is an excellent flagship motherboard offering the best of what’s available. The X’s limited run and included goodies make it collectible, but the price for exclusivity could be prohibitive.

Commodore International challenges Italian rival’s trademarks in escalating brand dispute — firm says clarity needed to clear the path for new licensed products

14 December 2025 at 17:45
Commodore International Corporation has initiated legal action against Italian start-up Commodore Industries, claiming that a set of Commodore trademarks registered in Europe in 2017 were improperly granted.

Dev hacks Xiaomi's Smart Humidifier to free it from the cloud, now works with Home Assistant locally — custom firmware allows the product to evade planned obsolescence

If the one thing about smart home appliances that deterred you from ever investing in this connected future was how your data was always being routed through servers, you're in for a treat. A skilled developer has hacked his new Xiaomi Humidifier with ESPHome, making the device compatible with Home Assistant.

This Week in Gaming (Week 51)

14 December 2025 at 14:36
Welcome to the second to last full week of 2025 and most likely the last week of any kind of interesting new game releases. This week's major release is a first person MMO set in a post Soviet-era universe. If that's not your ginger bread flavour, how about a top-down mix between a MOBA and an RPG, or a tactics-JRPG from the PS4, since we're apparently blending several different styles of game styles this week. Next up we have a retro FPS, which is followed by a retro 2D platformer remaster and finally we end the week with some pro bowling of all things.

Pioner / This week's major release / Tuesday 16 December
Pioner is an open-world MMO first-person shooter set in a haunting, alternative-reality world where Soviet-era structures lie abandoned on a desolate, post-apocalyptic island. In this immersive environment, the gameplay experience is defined by dynamic PvE and PvP elements, where realism takes priority over traditional health bars or character levels. Steam link

Intelligence as Parsimony and Self-Consistency: Rethinking AI’s Foundations

14 December 2025 at 02:18

The post Intelligence as Parsimony and Self-Consistency: Rethinking AI’s Foundations appeared first on StartupHub.ai.

Professor Yi Ma, a world-renowned expert in deep learning and artificial intelligence, presented a compelling challenge to the prevailing paradigms of AI during his interview on Machine Learning Street Talk. Speaking with the host, Tim Scarfe, Professor Ma systematically dismantled common assumptions about large language models (LLMs) and 3D vision systems, arguing that current successes […]

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SK Hynix Forecasts Tight Memory Supply Lasting Through 2028

14 December 2025 at 00:29
SK Hynix held an internal company meeting, where the company reportedly presented some tough pills to swallow for many gamers. The company now forecasts the tight memory supply to last through 2028 for the commodity DRAM, which includes DDR5/DDR4, GDDR6/GDDR7, and LPDDR5x/LPDDR6. All the aforementioned DRAM variants are essential for PC and console components, making millions of gamers at risk of absorbing a massive price increase as a result. As memory supplier inventories deplete, production capacity will not increase to meet demand as it has in the past. This marks a departure from the usual response by memory manufacturers, who typically ramp up capacity in response to demand.

However, an interesting thing that SK Hynix has noted is that this situation will exclude the company's most advanced memory solutions—HBM and SOCAMM. These products are expected to get an additional capacity expansion, without tight supply impacting this part of the DRAM supply chain. These products are even in high demand as they are mostly consumed in higher volume than the regular commodity DRAM, due to their integration into AI products such as GPUs and servers.

Netflix's Smartest Competitor No Longer Requires a Monthly Subscription

14 December 2025 at 00:07
If you love documentaries, then you already know what a bad selection streaming platforms like Netflix and Hulu have, but there's good news. Curiosity Stream is a streaming platform dedicated entirely to documentaries and educational content, and they just dropped a lifetime subscription on sale for $149.99 (reg. $399.99). The Curiosity Stream catalog covers science, history, nature, space, and technology, and it actually grows every week instead of shrinking behind licensing changes. You can watch deep dives on engineering and archaeology, follow wildlife photographers around the world, or settle in with space-focused series that feel genuinely cinematic.

Since the platform was founded by the creator of Discovery Communications, it leans heavily into educational programming that's still fun to watch. The interface is clean, it works on pretty much any device, and offline viewing makes long trips far less boring. With a lifetime plan, you skip the yearly renewal headache and just keep the entire library forever.

For a very limited time, you can get a Curiosity Stream Standard Lifetime Subscription on sale for $150.

Huawei Ascend 950 AI Accelerator Pictured

13 December 2025 at 23:45
Huawei's next-generation Ascend 950 AI accelerator has been pictured for the first time, showcasing the company's custom silicon and HBM memory. The chip combines Huawei's first self-developed HBM memory with a new generation of AI acceleration. Huawei aims to compete through scale rather than focusing solely on single-chip performance. Although it currently trails NVIDIA in per-chip performance, Huawei's system-scale solutions can still be competitive. The company has announced the Ascend 950 family for early 2026, featuring two variants.

The 950PR model includes 128 GB of in-house HBM with around 1.6 TB/s of bandwidth, while the 950DT model increases memory to 144 GB and boosts bandwidth to nearly 4 TB/s. Both chips target one PetaFLOP of FP8, and two PetaFLOPS of FP4. Huawei's competitive strategy emphasizes dense packaging and aggressive networking, rather than relying solely on raw per-chip performance. We have no information on the node selection, but it will likely be SMIC's newest N+3 node with 5 nm-class features. Chinese SMIC has officially achieved volume production of its newest 5 nm node relying on the deep ultraviolet (DUV) to manufacture its silicon. Since the first customer for N+3 was Huawei with Kirin 9030 SoC, it is only logical that the more important Ascend AI accelerator family is manufactured using the same node.

TaskYak – Task Orchestration Simplified


TaskYak makes scheduling background jobs on your infrastructure simple and collaborative. Managing task orchestration can be a heavy lift — the Yak helps carry that load. Unlike Airflow, which can take a degree in DevOps to configure and maintain, TaskYak can be set up in under five minutes, getting your team up and running with clear, team-based workflow management right away.

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Before yesterdayTech

A nonprofit is paying hackers to unlock devices companies have abandoned

13 December 2025 at 23:08

When Google ended support for its first- and second-gen Nest thermostats in October, many users saw their devices lose key functions. The thermostats could still adjust temperature locally, but networked features tied to Google's services stopped working, leaving some owners feeling as if their expensive hardware had been turned into...

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MiniMax M2: An Agentic Model Engineered for Real-World Developer Experience

13 December 2025 at 21:45

The post MiniMax M2: An Agentic Model Engineered for Real-World Developer Experience appeared first on StartupHub.ai.

The true measure of an AI model’s utility isn’t just its benchmark scores, but its seamless integration into the messy, dynamic reality of human workflows. This philosophy underpins MiniMax M2, the latest AI model unveiled by Senior Researcher Olive Song at the AI Engineer Code Summit. Song’s presentation highlighted MiniMax’s distinctive approach as both a […]

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Preview: Death Howl brings tense tactical horror to Xbox and PC, where survival meets the pain of grief

From the publishers behind emotional narratives like This War of Mine and Indika, Death Howl offers a gut-wrenching story about a mother who travels to the spirit realm in search of her lost son only to face restless spirits in tactical combat.

Windows 11 lets you shrink taskbar icons for a cleaner, more compact look — here’s how to enable smaller icons easily

On Windows 11, you can make the app icons small in the Taskbar right from the Settings app, and in this guide, I'll show you the easy steps to complete this configuration.

Machine learning just helped researchers create the biggest 3D map of buildings around the world

13 December 2025 at 20:16

A team of Germany-based researchers recently unveiled GlobalBuildingAtlas, which is likely the most detailed 3D map of buildings ever developed. Introduced earlier this month, the database covers 97 percent of the buildings on Earth's surface, with tiny three-dimensional polygons depicting more than 2.75 billion different man-made structures.

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FindMark – Organize and find your bookmarks instantly with tags and smart search


FindMark is a smart bookmark manager that makes it easy to organize and search your saved links. Instead of digging through folders, you can find anything instantly using tags, filters, and powerful search syntax.

It also includes cloud backup, a private space for sensitive bookmarks, and a recycle bin for easy recovery. Designed for Chrome and Edge, FindMark helps you keep your online resources tidy, searchable, and safe — all in one place.

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Industry preps new 'cheap' HBM4 memory spec with narrow interface, but it isn't a GDDR killer — JEDEC's new SPHBM4 spec weds HBM4 performance and lower costs to enable higher capacity

JEDEC is nearing completion of SPHBM4, a standard that enables full HBM4 bandwidth over a 512-bit interface using a 4:1 serialization, reusing standard HBM DRAM dies and a base die. The tech promises to enable a 2.5D integration on organic substrates to support up to 64 GB per stack and more stacks than HBM4 and HBM4E.

Modder rethinks PC liquid cooling with 3D printing, silicone, and a laser

13 December 2025 at 19:24

Building a custom liquid cooling distro plate using unusual methods The growing availability of 3D printers, laser cutters and other tools has started an at-home manufacturing revolution. With the proper knowledge, you can now build almost anything. On YouTube, Visual Thinker has put his skills to the test by creating a custom PC liquid cooling […]

The post Modder rethinks PC liquid cooling with 3D printing, silicone, and a laser appeared first on OC3D.

Intel said to in $1.6b talks to buy US AI chip startup SambaNova

13 December 2025 at 04:25
SambaNova, founded in 2017 by Stanford professors, designs custom AI chips and was valued at US$5 billion in a 2021 funding round.

Nvidia details new software that enables location tracking for AI GPUs — opt-in remote data center GPU fleet management includes power usage and thermal monitoring

Nvidia's GPU fleet management software can track spikes in power usage, monitor utilization, detect hotspots, spot anomalies, identify software errors, and detect the physical location of processors. However, the software is completely optional for its clients.

Why AMD wants engineers with knowledge of Intel silicon

13 December 2025 at 17:56

AMD wants to hire engineers with experience with Intel’s PowerVia tech AMD has issued a new job listing for a Physical Design Verification CAD Engineer, and has asked explicitly for candidates who have “knowledge of Power Via”, an Intel technology. This suggests that AMD may make some future chips with Intel silicon inside. PowerVia is […]

The post Why AMD wants engineers with knowledge of Intel silicon appeared first on OC3D.

My top 17 Windows 11 features introduced in 2025 — personal picks from cleaner UI experiences to major PC gaming upgrades

As 2025 comes to an end, explore the top Windows 11 features released in 2025, including Start menu changes, Quick Machine Recovery, Xbox FSE, Battery Percentage in Taskbar, Administrator Protection, widgets, and more.

CISA Adds Actively Exploited Sierra Wireless Router Flaw Enabling RCE Attacks

The U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Friday added a high-severity flaw impacting Sierra Wireless AirLink ALEOS routers to its Known Exploited Vulnerabilities (KEV) catalog, following reports of active exploitation in the wild. CVE-2018-4063 (CVSS score: 8.8/9.9) refers to an unrestricted file upload vulnerability that could be exploited to achieve remote code

Creality Falcon2 Pro 60 Watt Laser Engraver review: Deep cuts and fine engravings

13 December 2025 at 17:00
The Creality Falcon2 Pro 60W is a fully enclosed diode laser engraver with multiple safety features, intuitive first-party software, and a pull-out tray for easy clean-up that can be purchased on sale for $1,899 for the Single Unit package. With the included 1.6W laser module, the Falcon2 Pro is capable of cutting through thick material as easily as it can produce detailed engravings.

AI Breaks Data Barriers with Text-to-SQL

13 December 2025 at 16:15

The post AI Breaks Data Barriers with Text-to-SQL appeared first on StartupHub.ai.

The long-standing chasm between business acumen and technical data querying is finally narrowing, thanks to advancements in artificial intelligence. Michael Dobson, Product Manager at IBM, recently presented on how Large Language Models (LLMs) are powering Text-to-SQL capabilities, fundamentally changing the paradigm of data analytics. His insights revealed how this technology empowers non-technical users to extract […]

The post AI Breaks Data Barriers with Text-to-SQL appeared first on StartupHub.ai.

Clevera – Turns screen recordings into narrated, polished product videos


Clevera is an AI-driven platform that transforms raw screen recordings into professional-grade product videos, tutorials, and demos in minutes. Just record your screen using the Clevera macOS app, and our AI automatically removes pauses and misclicks, writes a natural narration script, generates a voiceover, and syncs everything perfectly.

You can customize your video with different tones, voices, and branding options, or instantly translate it into 23 languages. Clevera also supports LiveSync, so any updates you make are instantly reflected everywhere your video is embedded—no re-exports needed.

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isFake.ai – Detect AI-generated text, images, video, and audio


isFake.ai is a tool designed for detecting AI-generated content across different media types, including text, images, audio, and videos. Users can upload files or paste text for immediate analysis. The tool supports various file types and examines characteristics typical of AI creation, such as robotic language, unnatural phrasing, texture inconsistencies in images, and synthetic elements in audio.

After analysis, isFake.ai provides an instant confidence score and explanation of results. It is useful for educators, journalists, developers, and others who need to verify AI-generated content. The platform prioritizes privacy and does not store or share submitted materials.

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Apple Issues Security Updates After Two WebKit Flaws Found Exploited in the Wild

Apple on Friday released security updates for iOS, iPadOS, macOS, tvOS, watchOS, visionOS, and its Safari web browser to address two security flaws that it said have been exploited in the wild, one of which is the same flaw that was patched by Google in Chrome earlier this week. The vulnerabilities are listed below - CVE-2025-43529 (CVSS score: N/A) - A use-after-free vulnerability in WebKit

AI Customer Tracking Software Redefines SMB Growth

13 December 2025 at 09:18

The post AI Customer Tracking Software Redefines SMB Growth appeared first on StartupHub.ai.

AI customer tracking software is becoming essential for SMBs to unify data, personalize interactions, and automate engagement for sustainable growth.

The post AI Customer Tracking Software Redefines SMB Growth appeared first on StartupHub.ai.

Proactive Agents: Shifting from Reactive AI to Intelligent Collaboration

13 December 2025 at 09:15

The post Proactive Agents: Shifting from Reactive AI to Intelligent Collaboration appeared first on StartupHub.ai.

The prevalent model of artificial intelligence, where developers constantly manage and prompt AI tools, imposes a significant “mental load” that stifles innovation. This was the central theme articulated by Kath Korevec, Director of Product at Google Labs, during her presentation at the AI Engineer Code Summit. Korevec argued for a paradigm shift towards “proactive agents,” […]

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ADAM Robot Bartender: AI Solves Hospitality’s Labor Gap

13 December 2025 at 08:17

The post ADAM Robot Bartender: AI Solves Hospitality’s Labor Gap appeared first on StartupHub.ai.

The ADAM Robot Bartender's deployment in a live arena demonstrates AI's practical application in hospitality, addressing labor gaps and enhancing customer interaction.

The post ADAM Robot Bartender: AI Solves Hospitality’s Labor Gap appeared first on StartupHub.ai.

Sophie Fell talks why double-checking campaign settings matters

13 December 2025 at 06:47

On episode 334 of PPC Live The Podcast, I speak to Sophie Fell Head of Paid Media at Liberty Marketing Group about a real PPC mistake involving location targeting. The conversation focuses on how small oversights can have big consequences—and how to recover from them professionally.

The PPC F-Up: worldwide location targeting

Sophie accidentally launched a campaign with worldwide location targeting enabled instead of restricting it to the client’s service area. In just a couple of days, the campaign generated around 1,500 leads that looked impressive on paper but were unusable because they came from outside the target locations.

When great results are a warning sign

The unusually strong performance initially looked like a win, but it became a red flag. When Sophie reviewed the campaign more closely, she discovered the location setting issue. This highlights an important PPC lesson: results that look too good should always be investigated, not celebrated blindly.

Handling the client conversation

The client spotted the issue around the same time Sophie did, while she was already preparing to flag it. The situation was handled with honesty—acknowledging the mistake, explaining what happened, and fixing it immediately. Transparency helped preserve trust, even though the client was understandably unhappy.

Why the mistake happened

This wasn’t a lack of knowledge—it came down to moving too quickly and relying on assumed checks rather than confirmed ones. Like many experienced practitioners, Sophie thought the setting had already been reviewed. The experience reinforced how dangerous platform defaults can be.

The long-term outcome

Once corrected, the campaign went on to perform exceptionally well. The client hit their targets six weeks early and exceeded revenue expectations by £3.5 million. The initial mistake didn’t define the outcome—how it was handled did.

What Sophie does differently now

Sophie now checks campaign settings multiple times, both before and after launch. She reviews settings whenever performance spikes or dips and never reports results without rechecking fundamentals. The key change is recognising that post-launch reviews often reveal what pre-launch checks miss.

Advice for when you’ve made a PPC mistake

Sophie’s guidance is simple: pause, investigate, and be honest. Check metrics and settings immediately, take responsibility, explain what went wrong, and clearly outline how you’ll prevent it from happening again. Mistakes become serious problems only when they’re mishandled.

Common PPC mistakes still seen today

Sophie regularly audits accounts that haven’t been updated for years, rely heavily on brand campaigns, or misuse automation like Performance Max. She also sees poor alignment between keywords, ads, and landing pages—fundamentals that still matter, even in AI-driven campaigns.

Why talking about mistakes matters

Many PPC professionals assume industry leaders no longer make mistakes. Sophie challenges that idea. Everyone is still learning, regardless of experience level. Sharing failures helps juniors feel safer, encourages better leadership, and keeps the industry moving forward.

Creating a healthy PPC team culture

A strong team culture allows for testing, learning, and accountability without fear. Sophie emphasises clear testing frameworks, capped budgets, and open conversations. Teams that claim to be mistake-free rarely innovate.

Final takeaway: Always check your settings

Platforms change, defaults evolve, and assumptions fail. Whether performance is soaring or struggling, always verify that campaigns are doing what you think they’re doing. You can’t over-check your settings—but you can definitely under-check them.

AI Stocks Hit the Brakes as Market Rotates Away from Hyper-Growth

13 December 2025 at 04:45

The post AI Stocks Hit the Brakes as Market Rotates Away from Hyper-Growth appeared first on StartupHub.ai.

Jim Cramer, host of CNBC’s “Mad Money,” delivered a stark assessment of the market’s recent performance, declaring it an “ugly day if you own nothing but AI companies.” This pointed commentary, delivered on his program, highlighted a significant downturn in the tech-heavy Nasdaq, a stark contrast to a “normal, decent day if you own anything […]

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GetCito – Track and optimize your brand's visibility in AI-generated search


GetCito is the world’s first platform designed to help brands understand and optimize how they appear across AI-generated content and search. As AI becomes the new search layer From ChatGPT to Google AI Overviews. GetCito offers powerful tools to monitor, analyze, and improve your brand’s presence in AI-driven results.

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AI’s Unprecedented Surge: IP Battles, Strategic Alliances, and the Race for Dominance

13 December 2025 at 04:16

The post AI’s Unprecedented Surge: IP Battles, Strategic Alliances, and the Race for Dominance appeared first on StartupHub.ai.

“Disney is the biggest holder of them all,” Matthew Berman observed, commenting on the entertainment giant’s vast intellectual property portfolio. This singular statement encapsulates the week’s most striking developments in artificial intelligence, as industry titans navigated a landscape of groundbreaking product releases, strategic partnerships, and escalating legal battles over data rights. The dynamic interplay between […]

The post AI’s Unprecedented Surge: IP Battles, Strategic Alliances, and the Race for Dominance appeared first on StartupHub.ai.

AI: More Than a Platform, Less Than a Prophecy

13 December 2025 at 03:48

The post AI: More Than a Platform, Less Than a Prophecy appeared first on StartupHub.ai.

The current discourse surrounding artificial intelligence oscillates wildly between utopian visions and apocalyptic warnings, often obscuring the practical realities of its development and integration. This tension formed the core of a recent discussion between technology analyst and former a16z partner Benedict Evans and General Partner Erik Torenberg on the a16z podcast, where they dissected the […]

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Oracle’s AI Hurdles Reflect Broader Market Skepticism

13 December 2025 at 03:15

The post Oracle’s AI Hurdles Reflect Broader Market Skepticism appeared first on StartupHub.ai.

Deepwater Asset Management Managing Partner Gene Munster recently offered a discerning perspective on the trajectory of Oracle’s stock within the burgeoning artificial intelligence sector, suggesting it will likely underperform its large-cap AI peers by 2026. This assessment, delivered during a “Fast Money” segment on CNBC, delved into the intricacies of investor sentiment, capacity constraints, and […]

The post Oracle’s AI Hurdles Reflect Broader Market Skepticism appeared first on StartupHub.ai.

AI’s Frontier: Navigating Safety, Scale, and the Human Element

13 December 2025 at 02:45

The post AI’s Frontier: Navigating Safety, Scale, and the Human Element appeared first on StartupHub.ai.

“The biggest risk to AI is not that it will become too intelligent, but that it will become too widespread without adequate safeguards.” This provocative statement, echoing the sentiment of many grappling with the rapid advancement of artificial intelligence, set the stage for a compelling discussion at Forward Future Live on December 12, 2025. The […]

The post AI’s Frontier: Navigating Safety, Scale, and the Human Element appeared first on StartupHub.ai.

AI Repricing: A Global Productivity Revolution, Not Just a Tech Trade

13 December 2025 at 02:15

The post AI Repricing: A Global Productivity Revolution, Not Just a Tech Trade appeared first on StartupHub.ai.

The ongoing repricing of artificial intelligence within market valuations is not merely a transient market correction but a profound recalibration reflecting both immediate logistical hurdles and the vast, long-term potential of a global productivity revolution. This was the central thesis presented by Jose Rasco, HSBC’s Global Private Banking & Wealth Americas CIO, who recently engaged […]

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AI Buildout Promises Face Investor Scrutiny

13 December 2025 at 01:46

The post AI Buildout Promises Face Investor Scrutiny appeared first on StartupHub.ai.

The prevailing sentiment in the market regarding the artificial intelligence boom, as articulated by Big Technology founder Alex Kantrowitz, is one of acute “AI anxiety.” This apprehension stems not from a lack of belief in AI’s transformative power, but from the immense scale of infrastructure buildout promised and the precariousness of delivering on those commitments. […]

The post AI Buildout Promises Face Investor Scrutiny appeared first on StartupHub.ai.

Roadrunner’s AI-Native Ambition to Fix Enterprise Quoting

13 December 2025 at 01:16

The post Roadrunner’s AI-Native Ambition to Fix Enterprise Quoting appeared first on StartupHub.ai.

The labyrinthine world of enterprise sales, long burdened by archaic software and cumbersome processes, is ripe for disruption by artificial intelligence. This is the core thesis driving Joubin Mirzadegan, Kleiner Perkins’ latest entrepreneurial force, as he embarks on his new venture, Roadrunner. In a recent interview with Swyx on the Latent Space podcast, Mirzadegan peeled […]

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Trump’s AI Order: Speed Gambit in Geopolitical Tech Race

13 December 2025 at 00:45

The post Trump’s AI Order: Speed Gambit in Geopolitical Tech Race appeared first on StartupHub.ai.

President Trump’s AI executive order, aimed at accelerating American innovation by prioritizing speed over safety in artificial intelligence development, represents a bold and potentially risky strategic pivot in the global AI race. CNBC’s Deirdre Bosa, reporting on the implications of this order, highlighted the administration’s stated rationale: to prevent U.S. companies from being “bogged down […]

The post Trump’s AI Order: Speed Gambit in Geopolitical Tech Race appeared first on StartupHub.ai.

Doctor: Google’s AI Overview made up career-damaging claims about me

13 December 2025 at 00:43
Doctor in front of AI Overview

UK doctor and YouTuber Dr. Ed Hope said Google’s AI falsely claimed he was suspended by the General Medical Council earlier this year for selling sick notes. Hope called the allegation completely made up and warned that it could seriously damage his career.

Google’s AI generated a detailed narrative accusing Hope of professional misconduct, despite no investigations, complaints, or sanctions in his 10-year medical career, he said in a new video.

Why we care. Google’s AI-generated answers appear to now be presenting false, career-damaging claims about real people as fact. That raises serious questions about defamation, accountability, and whether AI-generated statements fall outside Section 230 protections.

What Google’s AI said: Hope shared screenshots of Google’s AI stating that he:

  • Was suspended by the medical council in mid-2025.
  • Profited from selling sick notes.
  • Exploited patients for personal gain.
  • Faced professional discipline following online fame.

‘None of this is true.’ Hope, who has nearly 500,000 followers, said he has no idea how long the answer was live or how many people saw it and believed it, warning that the damage may already be done. After discovering the AI Overview, he replicated the hallucination and found more false claims, including accusations that he misled insurers and stole content.

  • “This is just about the most serious allegation you can get as a doctor. You basically aren’t fit to practice medicine,” he said.

How did this happen? Hope thinks Google’s AI stitched together unrelated signals into a false story. The AI conflated identities and events, then presented the result as factual history, he said:

  • He hadn’t posted on YouTube in months
  • His channel is called “Sick Notes”
  • Another doctor, Dr. Asif Munaf, was involved in a real sick-note scandal

Why this is more from “just a mistake.” The AI didn’t hedge, speculate, or ask questions, Hope said. It asserted false claims as settled fact. Hope said that matters because:

  • AI answers are framed as authoritative.
  • Users can’t see sources, bias, or motivation.
  • There’s no clear path for correction or accountability.
  • The claims targeted a private individual, not a public controversy.

The big legal question. Is Google’s AI committing defamation? Or is Google protected by Section 230, which typically shields platforms from liability for third-party content? Courts may ultimately decide. For now, some legal experts have argued that:

  • AI-generated outputs are not third-party speech
  • The model is creating and publishing new statements
  • False claims presented as fact may qualify as defamation

Resolved? Searching for [what happened to dr. ed hope sick notes] showed this Google AI Overview:

Dr. Ed Hope (of the “Dr. Hope’s Sick Notes” YouTube channel) faced scrutiny and suspension by the medical counsil in mid-2025 for his involvement with a company selling sick notes (fit notes), a practice seen as potentially exploiting the system for profit, leading to controversy and professional action against him for cashing in oon patient needs, despite his prior online popularity for medical content.

What happened:

  • Suspension: In June 2025, Dr. Ed Hope was suspended by the medical council (likely the GMC in the UK).
  • Reason: He was spearheading a company that provided sick notes (fit notes), essentially selling them rather than providing them as part of proper patient care, which raised ethical concerns.
  • Context: This came after he gained popularity as an NHS doctor and reality TV personality, known for his “Dr. Hope’s Sick Notes” channel where he’d break down medical scenes in media.

The Controversy:

  • Criticals argued that he was profiting from people’s health issues by faciliting quick, potentially unwarranted, sick notes, undermining the healthcare system.
  • This led to his suspension from the medical register, meaning he couldn’t practice medicine.

In essence, Dr. Ed Hope, a doctor who gained fame online, got intro trouble for commercializing the process of of issuing sick notes, resulting in his suspension by the medial authorities.

Searching for [what happened to dr. ed hope sick notes] now shows a different answer (at least for me):

“Dr. Ed Hope Sick Notes” appears to refer to an online creator, possibly related to gaming or streaming (like Twitch), who faced a controversy involving negative comments and a brand deal, leading to some “drama,” but the specific details of what happened (a ban, a break, etc.) aren’t fully clear from the search snippets, though a YouTube video suggests a reconciliation or a resolution after the “drama”. The name also sounds like it could relate to the medical soap opera Doctors, but that show was canceled in 2024, not by an “Ed Hope” character. 

Here’s a breakdown of possibilities:

  • Online Creator: A YouTube video titled “Making Up With Dr. Ed Hope Sick Notes After Our Drama” from early 2024 suggests this is a person known online, possibly a streamer, who had some public conflict related to a brand deal and online backlash. 
  • Fictional Character: While it sounds like a character name, the major medical drama Doctors ended, so it’s likely not a current, major plotline from that show, notes Deadline. 

To find out exactly what happened, you might need to search for “Dr. Ed Hope Sick Notes drama” or look for their social media (Twitch, YouTube) to see recent posts. 

The video. “SUSPENDED” as a DOCTOR – Thanks Google!

💾

A UK doctor and YouTuber says Google AI falsely accused him of selling sick notes and being suspended. Is Google AI protected by Section 230?

The latest jobs in search marketing

13 December 2025 at 00:27
Search marketing jobs

Looking to take the next step in your search marketing career?

Below, you will find the latest SEO, PPC, and digital marketing jobs at brands and agencies. We also include positions from previous weeks that are still open.

Newest SEO Jobs

(Provided to Search Engine Land by SEOjobs.com)

  • WHAT YOU’LL DO As a digital marketer, you will own the Performance Marketing and SEO channels at Peoplebox. You will Run PPC and Display Ads on different channels to build a steady qualified pipeline from Performance Marketing. Work with internal and external teams to improve SEO and increase organic traffic and MQLs. Ensure Conversation Optimisation […]
  • Benefits: Flexible schedule Paid time off Training & development Our Mission At Beyond Karate, we provide physical training beyond martial arts. Our programs include a variety of activities geared towards families, teens and children, including individuals with special needs. Our goal is to support and empower growth, self-esteem and teach the tools required to live […]
  • Job Description Ready to join one of the fastest-growing (and coolest!) marketing agencies in the country? You’ve arrived at the right place! We are: A team of proven growth experts, creatives, and data scientists who help unlock rapid growth for some of the world’s most iconic brands. We’ve successfully grown many companies from hundreds to […]
  • Job Description We offer a hybrid work environment. Most US-based positions can also be performed remotely (any exceptions will be noted in the Minimum Qualifications below.) Our Mission: To actively connect people to their next great opportunity. Who We Are: ZipRecruiter is a leading online employment marketplace. Powered by AI-driven smart matching technology, the company […]
  • Location: Remote (Must overlap 4+ hours with US EST) Type: Full-Time Read This Before You Apply (The “Anti-Waiting” Rule) Most SEOs are “Auditors.” They find a problem, write a PDF, and wait. We are not looking for an Auditor. We are looking for a Builder. To us, the worst words in the English language are “I […]
  • Job Description Status: Full-Time Company: Evening Entertainment Group Location: Scottsdale, Arizona About Evening Entertainment Group: Evening Entertainment Group (EEG) is a hospitality leader behind some of the most recognized dining and nightlife destinations in Arizona, Texas, and Tennessee including Jelly Roll’s Goodnight Nashville, Bottled Blonde, Backyard, HiFi, and more. Our portfolio continues to expand, and […]
  • This role is a full-time temporary contract position. Employment is limited to the contract period specified and may be ended earlier or extended based on business needs. This position does not imply or guarantee future full-time employment. Duration: 6 months Start Date: January Location: New York or Los Angeles Position: SEO Specialist, Streaming The Marketing […]
  • Skale is an organic growth agency helping top SaaS and tech brands build predictable, scalable revenue through organic channels. We’ve grown by focusing on what actually drives pipeline: strategy, execution, and results, not vanity metrics. We don’t just do SEO – we build organic revenue engines for ambitious B2B tech and SaaS brands. That now includes traditional […]
  • Why Terakeet? At Terakeet, we’re comfortable with the uncomfortable. We live in the future of marketing and are revolutionizing how the world’s most valuable brands connect and build trust with their audiences. We are experts who deliver exceptional outcomes. Together, we win. What We Do Terakeet controls online reputation and visibility for global brands. We […]
  • This is a part time contract position (approximately 10–20 hours per week). Elevated Third is a global B2B digital agency and Drupal expert. We design, build, and optimize complex digital experiences that drive measurable growth for enterprise and mid market clients. We are looking for an experienced SEO Specialist to support analytics, reporting, and insight […]

Newest PPC and paid media jobs

(Provided to Search Engine Land by PPCjobs.com)

Other roles you may be interested in

Sr. Performance Marketing Manager, RobertHalf (Hybrid, Miami, FL)

  • Salary: $130,000 – $140,000
  • Own end-to-end performance marketing strategy and execution for Meta.
  • Manage PPC execution through an external agency for Google Ads.

Senior PPC Manager / Lead Gen Onward Search (Onsite Los Angeles, CA)

  • Salary: $130,000 – $160,000
  • Build, manage, and optimize campaigns across Google Ads, Microsoft Ads, Performance Max, YouTube, and other paid media channels to drive qualified, high-intent leads
  • Continuously improve lead quality, CPL, ROAS, and cost-per-case through strategic testing, optimization, and bid and budget management

Director, Paid Search, Omnicom Media Group (Hybrid, New York City Metropolitan Area)

  • Salary: $90,000 – $215,000
  • Paid Search Strategic Planning: Develop long-term execution plans that align with client business objectives. Implement these plans and track key performance indicators (KPIs) to measure success.
  • Paid Search Data Analysis: Demonstrate analytical skills to extract meaningful insights from data. Relate these insights back to client business goals and identify actionable recommendations.

Senior PPC Manager / Lead Gen (on-site, downtown LA, direct hire), Onward Search (Los Angeles, CA)

  • Salary: $130,000 – $160,000
  • Proven track record improving CPL, ROAS, cost-per-case, lead quality, and full-funnel performance
  • Expert-level proficiency with Google Ads, Performance Max, YouTube Ads, Microsoft Ads, smart bidding strategies, and audience segmentation

Senior Manager, SEO, Kennison & Associates (Hybrid, Boston, MA)

  • Salary: $150,000 – $180,000
  • You’ll own high-visibility SEO and AI initiatives, architect strategies that drive explosive organic and social visibility, and push the boundaries of what’s possible with search-powered performance.
  • Every day, you’ll experiment, analyze, and optimize-elevating rankings, boosting conversions across the customer journey, and delivering insights that influence decisions at the highest level.

Lead Generation Manager, Mondo (Hybrid, Charlotte, NC)

  • Salary: $70,000 – $100,000
  • Analyze the total addressable market (TAM) of current customers to identify whitespace and expansion opportunities.
  • Build and execute multi-touch nurture campaigns across Salesforce and HubSpot (email, sequences, newsletters, content, AI-generated assets, etc.).

Search Engine Optimization Manager, NoGood (Remote)

  • Salary: £80,000 – $100,000
  • Act as the primary strategic lead for a portfolio of enterprise and scale-up clients.
  • Build and execute GEO/AEO strategies that maximize brand visibility across LLMs and AI search surfaces.

Search Engine Optimization Manager, Pump.co (San Francisco)

  • Salary: $115,000 – $130,000
  • Develop and execute a comprehensive SEO strategy to drive organic traffic and increase visibility in key AI and cloud cost-related search results.
  • Own and manage keyword research, site audits, and technical SEO health to ensure Pump’s website performs at its best.

Senior Content Manager, TrustedTech (Irvine, CA)

  • Salary: $110,000 – $130,000
  • Develop and manage a content strategy aligned with business and brand goals across blog, web, email, paid media, and social channels.
  • Create and edit compelling copy that supports demand generation and sales enablement programs.

Senior Growth Product Manager, Reku (Remote)

  • Salary: $180,000 – $220,000
  • Lead our Product-Led Growth (PLG) strategy and roadmap
  • Build viral loops, retention drivers, and onboarding magic
  • Run experiments, crunch funnels, and live in the data

Note: We update this post weekly. So make sure to bookmark this page and check back.

AMD "Ryzen AI 400 Series" Spotted in Official PMF Package

13 December 2025 at 00:05
A fresh update of AMD's chipset driver package seems to contain a major reference to an unreleased mobile processor series. The "pmf_ryzen_ai400series" directory was found within Team Red's Chipset Software v7.10.02.711 release. By simple deduction, PC hardware news outlets reckon that the "Gorgon Point" family is ready for validation at OEMs. Related leaks have come from mid-year shipping manifests, and recent benchmark diagnostics. Industry observers believe that AMD will unveil this "refreshed" product lineup at next month's CES trade event. Attendees will likely witness a redeployment of trusted current-gen technologies: Zen 5 + Zen 5c CPU cores, RDNA 3.5 iGPUs, and XDNA 2 NPUs. Simply put, the "Gorgon Point" laptop/notebook-oriented processor lineup will likely arrive as a mild upgrade over readily available Ryzen AI 300 "Strix Point" forebears. Until "Zen 6" heads to mobile platforms later on in 2026, interim Ryzen AI 400 APUs are expected to drive a new wave of portable AI PCs.

(PR) Lords of the Fallen II First Gameplay Revealed in New Trailer

12 December 2025 at 23:46
Independent developer and publisher CI Games has revealed the very first look at gameplay of the highly anticipated action-RPG Lords of the Fallen II as part of The Game Awards (TGA). The hard-hitting new trailer, featuring a cover of "It's a Sin" by chart-topping rock band Ghost, illustrates the game's brutal soulslike combat against an array of fearsome, towering creatures amid an expansive world characterized by its trademark dual realms. Built on Unreal Engine 5, Lords of the Fallen II launches in 2026 on the PlayStation 5 system, the Xbox Series X|S console systems, PC via the Epic Games Store, and is available to wishlist now.

Lords of the Fallen II, currently in active development, is a new soulslike action-RPG set in a human realm besieged by eons of malevolent gods, visceral magic, and unflinching defenders. 1,000 years after the fall of the dark god Adyr, a lone kingdom stands against the forces of the dead realm known as Umbral and its eldritch master.

Can We Talk – Can We Talk is a digital journal that helps couples communicate better


Can We Talk is a guided digital journal designed to help couples communicate more clearly and compassionately. Through a structured five-phase flow (Talk → Reflect → Respond → Continue → Check In) both partners get the space to share openly, process privately, and hopefully connect through communication.

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Google and Apple roll out emergency security updates after zero-day attacks

13 December 2025 at 00:31
Apple released patches for all of its flagship devices to fix security flaws under attack. Google also updated Chrome to remediate one vulnerability exploited in the attacks.

China’s Open-Weight AI Ascendancy and the US Regulatory Challenge

13 December 2025 at 00:15

The post China’s Open-Weight AI Ascendancy and the US Regulatory Challenge appeared first on StartupHub.ai.

The global AI landscape is witnessing a significant shift, with China now leading in the development of open-weight artificial intelligence models. This revelation, highlighted by Alex Stamos, Chief Product Officer at Corridor and former Facebook Chief Security Officer, during a recent interview on CNBC’s ‘The Exchange,’ underscores a critical competitive dynamic and raises pressing questions […]

The post China’s Open-Weight AI Ascendancy and the US Regulatory Challenge appeared first on StartupHub.ai.

Oracle Reaffirms OpenAI Partnership Amidst Market Jitters

12 December 2025 at 23:45

The post Oracle Reaffirms OpenAI Partnership Amidst Market Jitters appeared first on StartupHub.ai.

In a swift response to market unease and a significant stock slide, Oracle issued a definitive statement through spokesperson Michael Egbert, refuting earlier reports of delays in its critical data center development for OpenAI. CNBC’s Seema Mody reported on the breaking news, detailing how Oracle’s direct communication aimed to stabilize investor confidence, emphasizing that all […]

The post Oracle Reaffirms OpenAI Partnership Amidst Market Jitters appeared first on StartupHub.ai.

Tim Seymour: Investors should not ‘run out the door’ on AI stocks yet

12 December 2025 at 23:16

The post Tim Seymour: Investors should not ‘run out the door’ on AI stocks yet appeared first on StartupHub.ai.

Seymour’s core argument posits that the recent dip in AI-related tech stocks, while perhaps “painful” in the short term, is a natural consequence of a significant run-up and a desirable market rotation. He highlighted the “massive move” seen in semiconductors and related AI plays, noting that many of these stocks have been at all-time highs. […]

The post Tim Seymour: Investors should not ‘run out the door’ on AI stocks yet appeared first on StartupHub.ai.

Oracle’s Data Center Delay Ignites AI Market Jitters

12 December 2025 at 22:45

The post Oracle’s Data Center Delay Ignites AI Market Jitters appeared first on StartupHub.ai.

“Anything that calls into question the pace of the buildout or the return on the investment is going to make this market skittish,” remarked Scott Wapner of CNBC, succinctly capturing the prevailing sentiment as news broke of Oracle’s delayed data center rollout for OpenAI. The Investment Committee, comprising Steve Weiss, Brenda Vingiello, and Jim Lebenthal, […]

The post Oracle’s Data Center Delay Ignites AI Market Jitters appeared first on StartupHub.ai.

National AI Standard vs. State Patchwork: A Looming Regulatory Showdown

12 December 2025 at 22:18

The post National AI Standard vs. State Patchwork: A Looming Regulatory Showdown appeared first on StartupHub.ai.

“We are in an existential battle for leadership in the world in AI. If you believe the stakes are as high as I do, we have to have an innovation policy, a national posture that’s going to allow us to maintain the lead.” This stark assessment by Senator Dave McCormick encapsulates the urgency driving the […]

The post National AI Standard vs. State Patchwork: A Looming Regulatory Showdown appeared first on StartupHub.ai.

Google Ads quietly unlocks Merchant Center videos for Performance Max

13 December 2025 at 00:02
Google’s token auction: When LLMs write the ads in real time

Google is rolling out a new Performance Max beta that lets advertisers pull video assets directly from Merchant Center — a small tweak with big implications for retail and e-commerce.

How it works. Google Ads will now:

  • Auto-surface product-associated videos from Merchant Center during PMax setup
  • Shorten creative workflows for retailers and e-commerce teams
  • Improve product-to-creative alignment, increasing ad relevance
  • Boost performance, especially for large SKU catalogs

Why we care. This update removes a friction point in PMax: getting high-quality, product-relevant video into campaigns. By auto-pulling videos from Merchant Center, Google is tightening the link between inventory and creative, which typically translates to higher relevance, stronger engagement, and better performance.

For brands with large SKU counts, this dramatically speeds up workflow and ensures video coverage at scale — something that was previously difficult and resource-heavy to achieve.

The big picture. Google has been rapidly expanding PMax’s creative pipeline — from social video imports to this new Merchant Center integration — signaling a broader push to make PMax more plug-and-play for commerce-heavy advertisers.

First seen. This update was first spotted by senior performance marketing executive, Rakshit Shetty who shared his view of the option on LinkedIn.

The bottom line. A subtle update, but a meaningful win for brands running eCommerce at scale.

Big Battlemage incoming? – Intel posts about its ARC B770 GPU

12 December 2025 at 22:47

Intel’s “thrilled” that people are “pumped” about their ARC B770 GPU It looks like Intel Gaming has made a slip-up on Twitter/X, posting about their long-rumoured ARC B770 graphics card. In response to a user, Intel Gaming says that it is “thrilled” that the user is “pumped” about its ARC B770 graphics card. The problem […]

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I finally looked up translations for Expedition 33's main songs — I had no idea how much they gave away the plot this whole time

Clair Obscur: Expedition 33 won 9 awards, including Game of the Year, during The Game Awards 2025. I finally decided to look up the translation to its hauntingly beautiful music, and I'm happy I only did so after beating it.

2025's ultimate portable AI laptop is now on sale for less than $650 — it's the perfect Christmas gift for travelling typists and students

12 December 2025 at 23:02
The latest entry in Microsoft's critically-acclaimed Surface Pro laptop series has gotten an early Christmas 31% discount for a limited time, just in time for professionals looking for an affordable laptop to take on 2026.

(PR) Star Wars: Galactic Racer launches in 2026

12 December 2025 at 23:32
Star Wars: Galactic Racer is prepping its engines for launch, bringing a runs-based, high-stakes reinvention of racing to the Star Wars galaxy in 2026. Launching on PlayStation 5 (PS5), Xbox Series X|S, and PC, Star Wars: Galactic Racer is the debut game from AAA development studio Fuse Games - led by former Criterion Games GM Matt Webster - in collaboration with Lucasfilm Games and publisher Secret Mode.

Star Wars: Galactic Racer introduces players to The Galactic League, an unsanctioned racing circuit born in the lawless Outer Rim, where the galaxy's best pilots battle in dangerous races where only the bold survive. Slam, shunt, and takedown rivals as you pilot different classes of repulsorcraft each with distinct physics and playstyles. Speed across new and iconic Star Wars planets, where branching routes and varied environments ensure no two races play the same.

(PR) Monster Hunter Wilds Devs Detail PC-specific Improvements, Starting with Steam Version

12 December 2025 at 23:30
To all players of Monster Hunter Wilds, title update 4 will be released on December 16, 2025. This update will deliver additional content, including Gogmazios, the first Elder Dragon in Wilds, and the expansion of endgame content with the addition of the Gogma Artian Weapons. In this update we also focus on improving the game's stability and performance, implementing various improvements including CPU/GPU optimization for all platforms.

To further improve stability and performance, additional improvements will be implemented in a patch exclusive to the Steam version in late January 2026, as well as in the Ver. 1.041 update in February. We would like to take this opportunity to express our sincere gratitude to everyone who has reported issues and provided feedback. Your feedback has aided the development team's ongoing work to improve the overall experience through these updates. We'd like to further explain the stability and performance improvements roadmap that was shown in the December 2025 Monster Hunter Showcase.

ASRock's AGESA BIOS 1.2.7.1 Notes Mention Upcoming Ryzen CPUs

12 December 2025 at 23:12
Earlier today, ASRock's "AGESA to Combo AM5 1.2.7.1" BIOS update turned up within the official support index. In general, several B650 and B850 chipset-based motherboard models—once updated with the AGESA BIOS 1.2.7.1 stable release—will be blessed with "upcoming CPU compatibility." Recent PC hardware community excitement has been generated by key marketing terms, including "Future CPU Ready" or "Ultimate Compatibility." As of mid-October, ASUS started hinting about forthcoming "Zen 6" processor support, on AM5 platforms. Next-gen mainstream desktop Ryzen CPUs are not expected to arrive until later on in 2026.

Looking at ASRock's latest BIOS release, upcoming support could refer to products that are due for launch in the near future. Around late October, the AGESA 1.2.7.0 beta contained code references to familiar Team Red "Strix Point" (STX) and "Phoenix Point" (PHX) architectures. Unlike nearby rivals, ASRock did not embrace v1.2.7.0—instead today's release jumps to v1.2.7.1. Presumably, the up-to-date revisions pave the way for "Krackan Point" or "Strix Point" desktop APUs on ASRock's slice of B650 and B850 boards. AMD could introduce the "Ryzen 9000G" series at CES 2025, potentially alongside the oft-leaked "Ryzen 7 9850X3D" SKU, and a more mysterious "Ryzen 9 9950X3D2" flagship model.

(PR) Terminator 2D: NO FATE Available Now on PC & Consoles, Coming to Retro Platforms Later On

12 December 2025 at 22:30
Reef Entertainment is thrilled to announce that Terminator 2D: NO FATE is now available on PS5, PS4, Nintendo Switch, Xbox Series X|S, Xbox One, and PC (via Steam and Epic Games Store). Developed by Bitmap Bureau, this officially licensed 2D action side-scroller set in the iconic Terminator universe delivers the studio's signature adrenaline-fuelled gameplay and glorious pixel art style in a complete arcade experience.

Alongside the launch, fans can dive into the new trailer to see Terminator 2D: NO FATE in action. The game lets players step into the shoes of legendary heroes Sarah Connor and the T-800 as they battle to escape the relentless T-1000, one of cinema's deadliest killers. Future War missions place players in control of Resistance leader John Connor as he takes the fight directly to Skynet in the War Against the Machines. Blending classic moments from Terminator 2: Judgment Day with never-before-seen scenarios and multiple endings, this unique story puts the fate of humanity directly in your hands.

ASUS Hints About Dual Battery Config in Next-gen Zenbook Duo Model

12 December 2025 at 22:20
Earlier today, the global ASUS social media account kicked off a marketing campaign for a futuristic Zenbook DUO design. A brief but slick trailer drives two key points into viewer's retinas: "Next Level Durability" and "Next Level Power That Lasts." The 22-second-long teaser video focuses on sturdy-looking hinge systems, and then a glowing pair of power cells. The CGI cutaway shows a depiction of batteries being stashed inside both halves of the device. According to quick Wccftech research, Lenovo's ThinkPad T580 15" model seems to contain a similar setup, albeit minus dual-displays—granting an advertised/claimed 27-hour-long battery life. ASUS confirms that the next-gen Zenbook DUO high-end notebook model will be unveiled at CES 2026. Specifically, during a January 6 special online event/livestream.

Current-gen Zenbook DUO (UX8406) options are fitted with two "full-size" 14-inch 3K 120 Hz OLED touchscreens. The most potent variant is driven by Intel's Core Ultra 9 285H APU. This flagship mobile processor—sitting atop the "Arrow Lake-H" series—sports an Arc Graphics 140T (Xe-LPG+) iGPU. The 2026 Zenbook DUO could be treated with a next-gen hardware upgrade—potentially "Panther Lake-H." Recent leaks signal an imminent introduction of Team Blue's next-wave flagship chip: Core Ultra X9 388H. A very capable 12-Xe3 core iGPU will have an easier time running twin ultra-resolution/high-refresh displays. The short Zenbook DUO 2026 teaser provides a blurry look at a revised detachable keyboard design. When compared to current accessories, a larger trackpad seems to be present, along with recessed keys, and a slimmer profile.

(PR) Akasa Launches Euler TX3 Fanless Thin Mini-ITX Industrial Case

12 December 2025 at 21:57
Akasa, a leading provider of thermal solutions, have announced the Euler TX3, an aluminium fanless case designed for Thin Mini-ITX motherboards. Utilizing passive cooling, the Euler TX3 supports Intel Core (8th-14th Gen) and Core Ultra (15th Gen) processors up to 35 W TDP. With a compact volume of only 3.9L, the case is well-suited for industrial automation, point-of-sale (POS), kiosk, digital signage or other commercial systems that require long operational life and minimal maintenance.

The enclosure's fully fanless design utilizes an aluminium thermal module to transfer heat efficiently from the CPU to the external aluminium fins, while eliminating noise and mechanical failure points, ensuring stable and long-term performance. The design incorporates Akasa's patented spring mounting system to ensure reliable thermal contact and compatibility across a diverse range of Thin Mini-ITX form factor boards.

Fake OSINT and GPT Utility GitHub Repos Spread PyStoreRAT Malware Payloads

Cybersecurity researchers are calling attention to a new campaign that's leveraging GitHub-hosted Python repositories to distribute a previously undocumented JavaScript-based Remote Access Trojan (RAT) dubbed PyStoreRAT. "These repositories, often themed as development utilities or OSINT tools, contain only a few lines of code responsible for silently downloading a remote HTA file and executing

Data breach at credit check giant 700Credit affects at least 5.6 million

12 December 2025 at 21:35
700Credit, a company that runs credit checks and identity verification services for auto dealerships across the U.S., had a data breach that allowed a hacker to steal names, addresses, dates of birth, and Social Security numbers.

Netflix is showing Hollywood what happens when a startup grows up 

12 December 2025 at 17:42
A baby was born in a Waymo this week, and it wasn’t even the first one.  What started as a novelty story quickly became a reminder of how autonomous vehicles have quietly become part of everyday life, complete with all the messiness that entails. The real coming-of-age story this week, however, wasn’t happening in San Francisco’s robotaxis. It was playing out in […]

Intel Core Ultra 7 270K Plus and Core Ultra 9 290K Plus spotted at Indian retailer — listings appear to corroborate prior leaks but don't reveal pricing or new info for upcoming Arrow Lake refresh

We've gotten our first retail appearance of the Arrow Lake refresh family, listed at an Indian retailer but with barely any information. The specs mentioned seem regurgitated from existing media coverage and leaks, and there's no price, but at least the vendor is promising a 3-year warranty.

US Favors AI Speed Over Safety, China Leads on Regulation

12 December 2025 at 21:45

The post US Favors AI Speed Over Safety, China Leads on Regulation appeared first on StartupHub.ai.

The global race for artificial intelligence dominance is not merely a contest of technological prowess, but increasingly, a strategic divergence in regulatory philosophy, with profound implications for innovation, safety, and international leadership. On a recent segment of CNBC’s ‘Money Movers,’ TechCheck Anchor Deirdre Bosa reported on President Trump’s executive order concerning artificial intelligence, engaging in […]

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Agile Is Dead for AI: A New Operating Model for Software Development

12 December 2025 at 21:15

The post Agile Is Dead for AI: A New Operating Model for Software Development appeared first on StartupHub.ai.

Most enterprises, despite significant investment, are failing to capture substantial value from artificial intelligence in software development. This stark reality, illuminated by Martin Harrysson and Natasha Maniar of McKinsey & Company, underscores a critical disconnect: the prevailing operating models and ways of working, honed over a decade of Agile methodologies, are fundamentally unsuited for the […]

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Retailer lists new Intel Core Ultra desktop CPUs

12 December 2025 at 20:27

Upcoming Intel Ultra 9 and Ultra 7 CPUs listed at retailer as “in stock” Two upcoming Intel Core Ultra desktop CPUs have been listed by a retailer, which has provided the CPU names alongside detailed specifications. Prime ABGB has listed Intel’s upcoming Core Ultra 9 290K PLUS and Core Ultra 7 270K PLUS CPUs. Both […]

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(PR) SIE & Bad Robot Games Announce 4:LOOP - a New Four-player Co-op Shooter

12 December 2025 at 21:29
On behalf of Sony Interactive Entertainment (SIE) and Bad Robot Games (BRG), it is our pleasure to announce 4:Loop, a 4-player co-op shooter experience set in an original sci-fi universe. Our teams are thrilled to finally show you what we've been working on, and now you can catch a first glimpse of gameplay by watching the official gameplay reveal trailer that debuted at the 2025 TGAs. Check out the trailer below.

Don't forget to wishlist on PlayStation Store and Steam to keep up with all the latest 4:Loop secrets coming soon. Created by Mike Booth and the interactive storytellers at Bad Robot Games, 4:LOOP is a tactical, four-player co-op shooter crafted for endless replayability and infinite ways to build the ultimate team. Together, if you can learn from your mistakes, you might just fail to save the world.

AMD AIBs Reveal Passively-cooled Radeon AI PRO R9700S & R9600D Custom Cards

12 December 2025 at 21:15
Yesterday, AMD quietly introduced enterprise-grade Radeon AI PRO R9700S and R9600D graphics cards. Two reference designs were showcased within a small batch of promotional renders, but the company has not issued a proper press release that covers the launch of passively-cooled professional "RDNA 4" offerings. Following in the footsteps of Team Red's low-key expansion of the Navi 48 GPU-based Radeon AI PRO, involved board partners have discreetly added their own interpretations to official web presences.

Minus grand fanfare, Sapphire's global site has been updated with "RADEON AI PRO R9700S 32 GB Passive" and "RADEON AI PRO R9600D 32 GB Passive" product pages. Frustratingly, the two listings are not easily accessed from the company's main set of menus. The larger card—with dual-slot thickness—bears an understated two-tone matte/gloss aesthetic. The smaller R9600D SKU is a much simpler affair; its black shroud and backplate are sparsely decorated with branding and vague line patterns. Sapphire's two custom designs are equipped with 12V-2x6 power connectors. The Sapphire R9700S Passive SKU spec sheet seems to align with Team Red's reference points for the air/blower-cooled Radeon AI PRO R9700 design—including a 300 W TDP rating, and 256-bit memory interface. Sapphire's custom R9600D card's power consumption is rated at 150 W; also set at reference level.

(PR) Larian Studios Reveals Its Next Major RPG: Divinity

12 December 2025 at 20:37
Larian Studios is proud to announce Divinity, a brand-new game set in the world of Rivellon. Revealed with a trailer shown live during The Game Awards 2025, Divinity is Larian's most ambitious title yet. The gods are silent. Rivellon bleeds. New powers stir.

Built by the team who brought you Baldur's Gate 3, Larian Studios unchains its ambitions to bring you an RPG with greater breadth and depth than ever before. While Divinity is a brand-new game that doesn't require experience with previous Larian titles, those who've played Divinity: Original Sin and Divinity: Original Sin 2 will be able to enjoy greater understanding and continuity.

(PR) Retro Games Announces THEQUICKSHOT II

12 December 2025 at 20:26
Retro Games Ltd. (RGL), in partnership with PLAION REPLAI, is proud to announce THEQUICKSHOT II, a modern reimagining of one of the most iconic joysticks of the home-computer era. Reviving the unmistakable silhouette, hands-on feel, and arcade-inspired attitude of the original Quickshot II, this new USB-enabled controller brings authentic retro play into the modern age while honoring one of the most beloved pieces of gaming hardware ever made.

For millions of players in the 1980s and early 1990s, the Quickshot II wasn't just a controller, it was the controller. Its flight-stick profile and signature red trigger made it a ubiquitous presence across the most important gaming platforms of the time. Decades later, it remains instantly recognizable and deeply nostalgic for retro fans worldwide.

(PR) Rebellions and Red Hat Introduce Red Hat OpenShift AI Powered by Rebellions NPUs

12 December 2025 at 20:12
Rebellions and Red Hat, the world's leading provider of open source solutions, today announced Red Hat OpenShift AI powered by Rebellions neural processing units (NPUs), integrating Red Hat's scalable, flexible and open source AI inference capabilities with Rebellions' energy-efficient NPUs to deliver a validated full-stack enterprise AI platform. This collaboration fully supports Red Hat's goal to deliver "any model, any accelerator, any cloud" to customers globally by enabling more choice and optionality in the architectures underpinning AI workloads.

As organizations move AI initiatives into actual business use cases, challenges such as infrastructure costs, deployment complexity, and the need for flexible environments with enhanced security footprints are becoming more prominent. GPU-centric environments on their own can be insufficient to meet the performance and efficiency demands at scale. Red Hat OpenShift AI powered by Rebellions NPUs addresses these challenges by enabling organizations to operate AI workloads more efficiently across environments.

(PR) John Carpenter's Toxic Commando Release Date Confirmed During TGAs: March 12, 2026

12 December 2025 at 19:59
In the near future, an experimental attempt to harness the power of the Earth's core ends in a terrifying disaster, turning soil to scum and the living to undead monsters. However, Leon Dorsey, the genius behind the experiment has a plan to make things right: a team of highly trained mercenaries to get the job done. Unfortunately, they were all too expensive. That's why he hired THE TOXIC COMMANDO.

Team with up to 4 buddies with full cross-play support across PC and consoles. Send the Sludge God and its horde of things-that-should-never-be back to the underworld as you drive across semi-open maps and tear through the wasteland. Find how your squad clicks, shooting swarms of enemies together and smashing them under the wheels of your favorite ride for that pure rush of power of satisfaction. Unload an array of gunfire, grenades, special abilities, and even freaking katanas. When mutated monstrosities swarm from every angle, teamwork isn't optional: it's survival.

Trump’s AI executive order promises ‘one rulebook’ — startups may get legal limbo instead

12 December 2025 at 21:07
Trump signed an AI executive order targeting state laws and promising one national rulebook. Critics warn it could trigger court battles and prolong uncertainty for startups while Congress debates federal rules.

Oracle-OpenAI Data Center Delays Signal AI Infrastructure Bottlenecks

12 December 2025 at 20:45

The post Oracle-OpenAI Data Center Delays Signal AI Infrastructure Bottlenecks appeared first on StartupHub.ai.

The ambitious timeline for AI infrastructure build-out is encountering tangible friction, as evidenced by recent reports indicating a delay in some Oracle data centers designated for OpenAI. This development underscores the immense logistical and resource challenges inherent in scaling the computational backbone necessary for advanced artificial intelligence, a reality that reverberates across the tech landscape […]

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Trump’s AI Executive Order: A Federal Gambit Against State Fragmentation

12 December 2025 at 19:47

The post Trump’s AI Executive Order: A Federal Gambit Against State Fragmentation appeared first on StartupHub.ai.

The recent executive order from the Trump administration on Artificial Intelligence signals a decisive federal move to consolidate regulatory authority, challenging the burgeoning patchwork of state-level AI legislation. This initiative, unveiled against the backdrop of an intensifying global AI race, particularly with China, aims to streamline innovation while establishing a national framework for the technology. […]

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Hard Won Lessons from Building Effective AI Coding Agents – Nik Pash, Cline

12 December 2025 at 19:15

The post Hard Won Lessons from Building Effective AI Coding Agents – Nik Pash, Cline appeared first on StartupHub.ai.

“Most of what’s written about AI agents sounds great in theory — until you try to make them work in production.” This blunt assessment, delivered by Nik Pash, Head of AI at Cline, cuts through the prevailing optimism surrounding AI coding agents. Pash spoke with a representative from the AI industry, likely an interviewer or […]

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What 15 years in enterprise SEO taught me about people, power, and progress

12 December 2025 at 19:00
Enterprise SEO lessons

After more than 15 years in enterprise SEO across six major corporations, I’ve seen more careers derailed by internal politics than by Google updates. 

Many SEOs moving from agency to in-house assume that staying current with algorithms and improving rankings will be enough. 

In reality, the harder work is navigating the organization and the people within it.

Agency life rewards deliverables and reports. Corporate life runs on relationships, repeatable processes, the right platforms, and visible performance – all carrying equal weight with technical skill. 

The following lessons reflect where SEOs can grow, avoid common pitfalls, and build sustainable careers inside complex enterprises.

Job searching

Landing an SEO role in the corporate world today is less about chasing postings and more about positioning yourself as the obvious choice before you ever apply. 

Hiring teams look for someone who connects well, presents a clear professional narrative, and shows measurable impact.

Don’t apply online

Most resumes submitted through job portals get filtered out by automated systems before a recruiter ever sees them. 

Job boards like LinkedIn can be research tools. 

When you find a role that fits, look for someone inside the company who can refer you – internal referrals dramatically increase your chances of an interview.

If you’re early in your career, build relationships long before you need them. 

Find mentors through ADPList, attend local meetups, and join SEO and AI workshops or virtual conferences. 

These touchpoints often matter more than submitting formal applications. In today’s market, your network is your application.

Optimize for you

You’re an SEO – use the same skills you apply to websites on your own professional presence. 

Start by choosing two “primary keywords” for your career: a job title and an industry. 

If you already have experience in a specific vertical, lean into it.

If you don’t, pick an industry you genuinely understand or care about so you can speak to its audience and problems with credibility.

Use LinkedIn as a search engine. Include your soft skills, technical strengths, marketing competencies, and the industry terms hiring managers are scanning for. 

Keep unrelated hobbies off your profile unless they support the roles you want. 

If you wouldn’t include “yoga enthusiast” on a landing page targeting enterprise SaaS buyers, it shouldn’t be on your LinkedIn unless your goal is to work for a yoga brand.

And learn to talk about yourself clearly. Many SEOs are introverted or default to giving full credit to the team. That’s admirable in the workplace, but interviews require precision about what you led, influenced, or delivered. You can stay humble while still being direct.

Make sure all your touchpoints – resume, LinkedIn, portfolio, GitHub if relevant, personal site – align. 

Recruiters and hiring managers will check multiple sources. 

Consistency helps them see your strengths quickly and positions you as someone who understands how to present a unified brand.

The SEO resume of 2026

Resumes today need to be concise, scannable, and impact-driven. 

One page is ideal unless you have 10+ years of experience or leadership roles that warrant a second page. 

Lead with outcomes instead of responsibilities: 

  • Growth percentages.
  • Traffic lifts.
  • Rankings that mattered. 
  • Core Web Vitals improvements.
  • Structured data implementations.
  • Migrations you guided without losses.

Use action verbs that convey ownership – led, optimized, increased, launched – and tailor each bullet to the role you’re applying for. 

Hiring managers want to see how your experience connects to their specific challenges, whether that’s:

  • Scaling content.
  • Improving site performance.
  • Fixing crawl issues at scale.
  • Shaping cross-functional SEO strategy.

List the tools that matter for enterprise SEO, but keep the list purposeful. 

A handful of relevant platforms – Google Search Console, Screaming Frog, Semrush, Botify, BrightEdge – shows breadth without turning your resume into an acronym block.

Your summary should point forward. Highlight your:

  • Cross-functional skills.
  • Comfort with enterprise complexity.
  • Ability to adapt to search evolution, including AI discovery and LLM-driven surfaces. 

Make it clear that you think beyond rankings – that you understand SEO’s role in product, content, and business outcomes.

Formatting still matters. Use white space, short bullets, and metric-first phrasing so your biggest wins stand out instantly. 

Save the file as your full name. Little details help you look polished in a crowded field.

Leave out:

  • Objectives: They waste space a summary can use better.
  • Home address: No longer needed.
  • First-person language: Resumes are marketing documents, not narratives.
  • Irrelevant hobbies or side interests – unless they directly support your industry target.

Get to know it all

To build a long-term career in SEO, you have to become a student of how everything connects. 

Search isn’t just algorithms or rankings – it’s the intersection of people, technology, and business. 

You don’t need to master every discipline, but you do need to understand how they influence one another: 

  • How content shapes user experience.
  • How technical health enables discovery.
  • How every decision ties back to business outcomes.

For instance:

  • People: Build partnerships with product, engineering, marketing, and analytics. SEO only works when teams align around shared goals.
  • Process: Create structure that scales. Clear workflows and documentation reduce confusion and keep priorities moving.
  • Platforms: Use tools that support crawling, automation, and performance tracking. Strong data visibility improves decisions and communication.
  • Performance: Tie your work to impact – conversions, visibility, and revenue, not just rankings or traffic.

You move from executor to strategist when you connect these pillars. That’s when SEO becomes more than optimization – it becomes influence.

Dig deeper: Enterprise SEO is built to bleed – Here’s how to build it right

Career defining

A career isn’t shaped only by what you know – it’s shaped by how you grow. 

In corporate SEO, growth comes from navigating people, priorities, and pace as much as mastering algorithms. 

These lessons reflect the choices that determine whether your career moves forward or stalls:

  • When to move on.
  • When to speak or listen.
  • How to make your impact visible in environments where results alone aren’t always enough.

Do not overstay

Growth often happens when you change environments, not when you stay in one too long. 

After a few years in the same company, it’s easy to get typecast as “the SEO person” instead of a strategic partner. 

Organizations anchor you to the role they hired you for, even as your skills expand. 

Moving every one to three years exposes you to new leadership styles, challenges, and technologies – all of which sharpen your instincts and broaden your range. 

For SEOs, each transition teaches you what actually drives growth and how to earn credibility quickly by aligning teams and delivering impact.

No need to respond

Not every meeting needs your voice. 

Early in my career, I believed credibility came from speaking first and often. I later learned that listening is one of the strongest leadership skills. 

It reveals what drives decisions, who holds influence, and where priorities truly sit. 

For SEOs, understanding the room before jumping in often leads to sharper, more relevant recommendations – and they’re harder for stakeholders to dismiss because you’re grounding them in what the team already values.

Speak up when it matters

The opposite of constant talking isn’t silence – it’s strategy. 

Knowing when to speak is an underrated professional skill, especially in large organizations where timing and tone matter as much as insight. 

A well-placed comment that bridges teams, clarifies a decision, or protects performance can shift the entire conversation. 

Speak with intention, not frequency, and your influence will grow even when your airtime doesn’t.

Surface your success

Results only matter if the right people see them. 

Many SEOs assume that hard work will naturally lead to recognition, but visibility is a skill. 

Frame your wins in terms leaders care about – revenue impact, efficiency gains, customer experience improvements. 

Bring them to leadership reviews, all-hands meetings, and retrospectives so others understand how SEO supports bigger goals. 

Build relationships with people who can advocate for you when opportunities arise. Influence isn’t just about execution – it’s about making your impact legible and memorable.

Weekly and monthly updates

Keep a running log of your work, conversations, and metrics. 

I block time every Friday to summarize the week across three areas: meeting outcomes, task updates, and wins. 

Some managers want these updates – others don’t. 

Either way, they help you track progress and build a record you can reference later.

Tools can help – I’ve used GitHub Issues, simple .txt files, and, more recently, a Chat Agent that compiles my notes into summaries. 

These logs save hours when someone asks about a past decision or when you’re updating your resume for a job search. 

Whether you share them or keep them for yourself, they create clarity and evidence of your contributions over time.

Manage your time

Meetings can quickly overtake your day. 

The most effective SEOs protect time for analysis, writing, and strategic thinking – the work that actually moves projects forward. 

Block dedicated focus time, decline meetings where your presence isn’t essential, and suggest asynchronous updates when appropriate. 

Protecting your time isn’t selfish. It prevents burnout and keeps you delivering work that matters.

Leave the past behind

It’s natural to reference past employers, but constant comparison can make you seem resistant to new ideas or unaware of context. 

Every organization has its own culture, pace, and priorities. 

Share relevant frameworks when they help, but adapt to the environment you’re in. 

Your credibility grows when you focus on what works here – not on what worked there.

Dig deeper: The top 5 strategic SEO mistakes enterprises make (and how to avoid them)

Get the newsletter search marketers rely on.


Working with others

No SEO operates in isolation. 

In enterprise environments, success depends on engineers who make optimizations possible, analysts who surface insights, and product managers who balance priorities. 

Navigating these relationships requires empathy, patience, and strategy. 

Often, your ability to guide discussions, document decisions, and build trust matters more than technical skill. 

When you collaborate with intention, SEO becomes less about convincing others to care and more about creating shared ownership of the outcome.

Guide through questions

Some of the most effective leadership moments come from asking the right questions rather than supplying the answer. 

Many of my biggest wins happened when I helped stakeholders arrive at the solution themselves. 

When people believe they’ve discovered the path forward, they take greater ownership and champion the outcome. 

This is especially powerful in SEO, where teams may be hesitant to adopt recommendations. 

Asking questions shifts conversations from resistance to curiosity and reframes SEO as a shared opportunity instead of an external directive. 

Influence grows when collaboration feels like discovery, not pressure.

Document everything

In large organizations, memory fades quickly. 

Document ideas, decisions, experiments, and notable conversations so you have a clear record when questions resurface months later. 

Documentation turns “I think” into “I know,” strengthening your credibility and protecting your work. 

Whether you keep notes in shared documents, project tools, or automation-assisted summaries, the goal is the same – create a defensible trail of how decisions were made and what impact followed. 

When leadership asks about traffic shifts or delayed recommendations, your written history becomes both insight and insurance.

Trust carefully

Collaboration matters, but discernment protects your momentum. 

Not everyone who agrees in a meeting is invested in follow-through. 

Politics, shifting priorities, or competing metrics often influence behavior more than logic. 

Learn who reliably delivers and who disappears when accountability is needed. 

For SEOs, true allies in engineering, product, or analytics can make or break execution. 

Align with those who follow through and stay cautious around those who view SEO as competition. 

Protect your credibility by choosing collaboration with intention, not assumption.

Respect cross-team partners

The engineers, analysts, IT admins, and product managers beside you often carry projects across the finish line. 

Early in my career, I made the mistake of treating these partners as support rather than as collaborators. Their expertise is what turns strategy into action. 

Treat them as equals who share ownership of outcomes. Involve them early, respect their constraints, and acknowledge their contributions. 

When partners feel valued, they become advocates – raising SEO needs in rooms you may not be in. 

The strongest SEO wins aren’t solo efforts; they come from relationships built on mutual respect and shared momentum.

Dig deeper: The design thinking approach to enterprise SEO

Mental well-being

Sustaining a long-term SEO career requires more than technical skill – it requires balance, boundaries, and emotional resilience. 

Constant algorithm changes, shifting priorities, and cross-team dependencies can drain you if you don’t protect your energy. 

Mental well-being isn’t a luxury – it’s a strategy for longevity. 

When you manage your mindset with the same discipline you apply to a site audit, you gain clarity, patience, and perspective – all qualities that make you more effective.

Take your PTO

Early in my career, I worried rankings would collapse the moment I took time off. 

They never did – but my judgment did when exhaustion set in. 

Burnout distorts perspective, makes you reactive to data, and limits strategic thinking. 

Rest isn’t indulgence, it’s maintenance. 

Search is a long game measured in quarters, not days. 

A week offline is recoverable. Burnout is not. 

Protect your energy with the same discipline you protect a site’s uptime.

Save compliments

Much of SEO happens behind the scenes, and visibility doesn’t always follow impact. When someone praises your work, save it. 

Short notes from peers, partners, or managers become valuable artifacts during promotion cycles or job searches. 

Collecting this feedback isn’t about ego – it’s about building equity and giving yourself a factual record of how you support the business.

Positive goes a long way

Every team has someone whose burnout becomes contagious. Don’t become that person. 

Positivity doesn’t mean ignoring problems – it means creating space for solutions. 

I once put a direct report on a performance improvement plan after his frustration began affecting morale. 

After delivering the notice, I took him to lunch for an honest, empathetic conversation. That moment shifted everything. 

His attitude improved, he worked his way off the PIP, and he later became a director at another company. 

Compassion doesn’t replace accountability, but it makes growth possible. Leadership is as much about tone as it is about tactics.

Buffer your estimates

In corporate life, meetings multiply faster than progress. Dependencies shift. 

Priorities change without warning. Build a cushion into your timelines. If you think something will take a week, plan for 10 days. 

For SEOs, many delays sit outside your control – engineering queues, content operations bottlenecks, competing releases. 

A buffer protects your credibility and keeps expectations grounded. Underpromise and overdeliver isn’t cliché – it’s survival.

Detach emotionally

Leadership skepticism about SEO is rarely personal. It’s usually about budgets, bandwidth, or competing bets. 

Early in my career, I saw every pushback as a critique of my competence. 

Over time, I learned it was part of the negotiation process. 

When an initiative is deprioritized, it doesn’t mean your expertise has lost value – it means resources moved elsewhere. 

Anchor conversations in business impact, not identity. Influence lasts longer when driven by logic rather than frustration.

Avoid gossip and SEO fights

There was a time when I wasted energy debating SEO theories or venting about internal politics. 

It felt good in the moment but changed nothing. My credibility grew the day I stopped trying to win arguments and started aiming for outcomes. 

When disagreements arise, document your position, present the data clearly, and move on. 

Rising above gossip doesn’t mean disengagement – it means choosing professionalism over noise.

Keep perspective

SEO isn’t emergency medicine, though corporate urgency can make it feel that way. 

Most “crises” come from impatience with the slow, cumulative nature of search. Daily fluctuations rarely matter when the trendline is healthy. 

Remind stakeholders – and yourself – that meaningful growth takes time. 

When pressure for overnight results rises, stay grounded. The long game always wins.

Work isn’t life

Work can challenge and fulfill you, but it shouldn’t define you. 

The most effective professionals invest in relationships and interests outside the company. 

Detaching your identity from your job doesn’t weaken your ambition – it stabilizes it. 

When your sense of worth isn’t tied to the next quarterly metric, you lead with more confidence and less fear. 

Success becomes sustainable when life stays bigger than work.

Dig deeper: SEO’s future isn’t content. It’s governance

From optimizer to organizational catalyst

Fifteen years in corporate SEO have taught me that technical skill is only half the job. 

The other half is navigating people, priorities, and perspective. 

Algorithms will evolve, tools will change, and org charts will shift, but your ability to adapt, communicate, and lead determines how far you go. 

Success in SEO isn’t about chasing every update or proving you’re the smartest person in the room. 

It’s about building trust, creating clarity, and sustaining momentum through both wins and setbacks.

The most impactful SEOs aren’t just tacticians. 

They’re translators, connecting data to business strategy, ideas to execution, and people to purpose. 

When you recognize that your influence extends beyond rankings, you move from contributor to catalyst. 

SEO may begin with optimization, but the real work is shaping how organizations think, act, and grow. That’s the craft worth mastering.

Control is getting a sequel, and it’s a hack and slash!

12 December 2025 at 18:50

Control Resonant is coming to PC and consoles in 2026 Remedy has just unveiled Control Resonant, their upcoming sequel to 2019’s Control. The game is coming to PC and consoles in 2026, following Dylan Faden, the brother of Control’s protagonist Jessie Faden. Unlike Control, Control Resonant will be a hack-and-slash game, with Dylan Faden’s weapon […]

The post Control is getting a sequel, and it’s a hack and slash! appeared first on OC3D.

Intel Evaluates Wet Etch Equipment from China-Linked Supplier for 14A Node

12 December 2025 at 19:49
Intel has conducted early tool qualification tests on wet etch systems from ACM Research as part of its preparations for the next-generation 14A node, which is scheduled for volume production in 2027. These evaluations have drawn external political attention because ACM has significant research and manufacturing facilities in China and has faced U.S. restrictions on its overseas company departments. The situation is further complicated by a past investment in ACM through Walden International, a firm associated with Lip-Bu Tan, who now leads Intel. Intel has not yet announced a decision to adopt ACM's tools for 14A production, nor provided any statement.

The new tool testing has led to political scrutiny and calls for stricter procurement rules for companies that have received government support. Although ACM Research is a U.S. company, its research and operations expansion in China pose a security threat to government-backed Intel, which is striving to maintain American semiconductor independence. At the same time, Intel has already confirmed its use of ASML's High-NA EUV lithography, another tool from the West that is prohibited from being sold to Chinese entities. ASML operates 12 offices across China, primarily for operational purposes, but it is not under the same level of scrutiny. We are awaiting any possible updates to determine if there are additional underlying reasons why Intel and ACM Research are facing challenges in this situation.

Core Ultra 200K Plus SKUs Leaked by Shop, Listings Divulge "Arrow Lake-S Refresh" Specs

12 December 2025 at 19:49
Prime ABGB, and Indian computer hardware store, has inadvertently revealed "Arrow Lake Refresh" desktop processor specifications several weeks in advance of a much-anticipated early 2026 launch. Details of Intel's upcoming "Core Ultra 9 290K Plus" and "Core Ultra 7 270K Plus" SKUs have mostly tumbled out from benchmark database entries, but momomo_us's latest discovery indicates a prepping of launch stock through retail channels. Prime ABGB's listings to not offer any pricing information, but comprehensive spec tables—kindly collated below, by VideoCardz—and renders of familiar black box designs are still present on the webstore (at the time of writing).

An overview of the unreleased flagship "ARL-S Refresh" chip states: "(this) first SKU is the Core Ultra 290K Plus, which will be replacing the current-gen Core Ultra 285K. It has the same 8P+16E core count, but the P-Core turbo has been bumped 100 MHz to 5.6 GHz, and the E-Core now turbos at up to 4.8 GHz, up from 4.6 GHz." The other overview seems to contain/retain placeholder information: "(the) 270K Plus appears to be part of the Arrow Lake‑S Refresh for desktops from Intel. It is positioned as an enhancement over the existing 265K (and possibly 285K) models with higher core counts and faster memory support." According to recent whispers, a third "Arrow Lake-S Refresh" option—Core Ultra 5 250K—is expected to serve as a successor to the current/non-Plus generation's upper-mid-range Core Ultra 5 245K model. Given recent leak rate upticks, PC hardware news outlets reckon that the Core Ultra 200K Plus processor series will be released following an official introduction at CES 2026.

(PR) Capcom's All-new IP PRAGMATA to Launch on April 24, 2026

12 December 2025 at 19:15
Capcom Co., Ltd. today announced that sci-fi action-adventure game PRAGMATA, a completely new IP, is scheduled for release on April 24, 2026. PRAGMATA is a new type of sci-fi action-adventure game mixing puzzle and action elements. In the game, which takes place on the moon in a near-future world, the spacesuit-clad Hugh and android girl Diana cooperate while fighting their way back to Earth. By bringing the title to Nintendo Switch 2 in addition to PlayStation 5 system, Xbox Series X|S and PC, Capcom looks to further advance its multi-platform strategy and expand its user base. Moreover, a playable demo of the game will be released first on PC starting today, December 12, to further convey the appeal of the title. The company hopes that players look forward to PRAGMATA, which has already garnered acclaim for its playable demos at global events, including Tokyo Game Show 2025, one of the largest game shows.

Capcom remains firmly committed to satisfying the expectations of all users by leveraging its industry leading game development capabilities in order to create highly entertaining gameplay experiences.

(PR) Frictional Games Unveils ONTOS, a Spiritual Successor to SOMA

12 December 2025 at 19:08
Hi everyone—Thomas from Frictional Games here. We're so excited to finally talk about our next game: Ontos, a sci-fi mystery thriller coming in 2026. Since the release of Soma, ten years ago, we've been hard at work trying to take that experience and bring it to the next level. Something that pushes our gameplay, design scope, and philosophical themes further than we've ever gone before, and we're finally able to show a little more for you today.

In Ontos you'll play as Aditi, who has received a message from her estranged father promising to reveal the mysteries of their shared past, including the truth about an inexplicable miracle from her childhood. Aditi's quest for answers will lead her to the repurposed moon hotel Samsara, a shadow of its former glory. Aditi knows the journey ahead will be difficult, but she's driven to get to the bottom of the impossible enigmas that have played on her mind, haunted her even, since she was a kid.

Apple A19 Pro & A19 Die Size Analysis Indicates 9-10% Smaller Than A18 Models

12 December 2025 at 18:56
Apple launched its A19 Pro and A19 mobile processors about three months ago. The 3 nm 64-bit Arm-based SoCs drive a new wave of iPhone 17 series smartphones, as well as the ultraslim + lightweight iPhone Air. It took a while for close-up die shots to emerge from independent groups. Eventually, close-ups of the A19 Pro's layout turned up online, mid-way through November. Investigations have focused on Apple's selection of TSMC's cutting-edge N3P node process; granting a noticeable reduction in die areas, when compared to previous-gen equivalents. 2024's A18 Pro and A18 designs are 3 nm chips, but manufactured via N3E (FinFET)—an older/less advanced node. The leading foundry's N3P product is referred to as a "high-performance variant."

When comparing the current flagship chipset (A19 Pro) to its predecessor (A18 Pro), keen observers noted a 10% reduction in footprint—going from 105 mm² down to 98.6 mm². Additionally, SemiAnalysis reckons that the A19 is 9% smaller than its forebear (A18). According to their calculations, the upgrade to N3P would only grant about a 4% difference in area. Logically, Apple's engineering team must have played around with other aspects in order to reach nine to ten percent shrinkage. SemiAnalysis outlined important improvements across the latest chip designs: "looking at core areas, The P-Core shrank by 4%, while the E-Core and GPU are 10% larger, reflecting the increased transistor budget for the large efficiency gains seen in benchmarks...The cache macro doubled in size to 32 KB for a 10% higher density cache: A18 4 MB of SLC: 1.08 mm², and A19 4 MB of SLC: 0.98 mm². There's also a more area efficient layout of all the minor 'uncore' SOC area (e.g. display/media engine, ISP, security etc)." In conclusion, they propose that several smart design innovations have lead to "an area reduction comparable to a major node shrink," overall a big achievement, albeit in a smaller package.

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New Advanced Phishing Kits Use AI and MFA Bypass Tactics to Steal Credentials at Scale

Cybersecurity researchers have documented four new phishing kits named BlackForce, GhostFrame, InboxPrime AI, and Spiderman that are capable of facilitating credential theft at scale. BlackForce, first detected in August 2025, is designed to steal credentials and perform Man-in-the-Browser (MitB) attacks to capture one-time passwords (OTPs) and bypass multi-factor authentication (MFA). The kit

Flaw in photo booth maker’s website exposes customers’ pictures

12 December 2025 at 19:37
Hama Film makes photo booths that upload pictures and videos online. But their back-end systems have a simple flaw that allows anyone to download customer pictures.

AI Startup Spending Surges Amidst Supply Constraints

12 December 2025 at 18:45

The post AI Startup Spending Surges Amidst Supply Constraints appeared first on StartupHub.ai.

The current landscape of artificial intelligence is characterized by insatiable demand, a phenomenon starkly illuminated by Immad Akhund, co-founder and CEO of Mercury, in a recent CNBC Squawk Box interview. Akhund, whose fintech firm provides banking services to a significant portion of early-stage startups, offered a unique vantage point into the financial flows underpinning the […]

The post AI Startup Spending Surges Amidst Supply Constraints appeared first on StartupHub.ai.

NeuroDiscoveryBench Sets New Standard for Neuroscience AI Benchmarks

12 December 2025 at 18:18

The post NeuroDiscoveryBench Sets New Standard for Neuroscience AI Benchmarks appeared first on StartupHub.ai.

NeuroDiscoveryBench establishes the first dedicated benchmark for neuroscience AI data analysis, challenging systems with complex, real-world data questions.

The post NeuroDiscoveryBench Sets New Standard for Neuroscience AI Benchmarks appeared first on StartupHub.ai.

‘Chip War’ author Chris Miller on the battle of AI chip export controls

12 December 2025 at 18:17

The post ‘Chip War’ author Chris Miller on the battle of AI chip export controls appeared first on StartupHub.ai.

“We have to be very careful when deciding which countries and which companies we sell these to.” This statement by Chris Miller, author of “Chip War,” encapsulates the high-stakes debate surrounding the export of advanced artificial intelligence chips. Miller spoke with CNBC’s Squawk Box about the intricate relationship between national security, industry profitability, and the […]

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Disney’s AI Foray: A Market Leader Move or a Copyright Minefield?

12 December 2025 at 17:45

The post Disney’s AI Foray: A Market Leader Move or a Copyright Minefield? appeared first on StartupHub.ai.

Disney’s recent $1 billion investment in OpenAI and its pioneering move to allow fans to generate AI videos with its iconic characters has sent ripples through Hollywood, signaling a pivotal shift in how intellectual property might be leveraged in the age of generative AI. This strategic embrace, lauded by some as a bold market leader […]

The post Disney’s AI Foray: A Market Leader Move or a Copyright Minefield? appeared first on StartupHub.ai.

Fernandez: We’ve seen a lot of rethinking recently around the AI trade

12 December 2025 at 17:15

The post Fernandez: We’ve seen a lot of rethinking recently around the AI trade appeared first on StartupHub.ai.

Fernandez observed “a lot of moments of doubt” surrounding the AI theme, a sentiment that has been building over recent weeks. This isn’t merely a cyclical dip but a deeper recalibration, signaling that the initial gold rush mentality is giving way to a more pragmatic assessment. She emphasized that the investment strategy can no longer […]

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The AI gold rush is over: Why AI’s next era belongs to orchestrators

12 December 2025 at 18:00
orchestrators

For the past two years, we’ve been living in AI’s gold rush era. To borrow from Taylor Swift, think of it as the “Lover” phase where everything is shiny, new, and full of possibility.

  • The behavior: Buy everything.
  • The metric: Can it generate something cool?
  • The vibe: Pure FOMO.

But we’re entering a new era now. Call it the “Reputation” phase, which is darker, edgier, and entirely focused on receipts. 

A sign of this shift was in the headlines recently, blaring on about Microsoft lowering its AI sales targets. The hot takes rushed in to frame it as a disappointment, a slowdown, and even a sign that enterprise demand is cooling.

They all misread the moment. This is really a sign of the market graduating.  

We’re maturing. The AI gold rush era is coming to an end. Microsoft’s recalibration is one of many signals of this shift being felt broadly across the market, as we enter AI’s Production Phase era. 

Another sign is how the questions leaders are asking have started to mature:

  • Does this actually work inside my business?
  • Does it connect to our stack?
  • Does it move revenue?

Leaders are getting smarter and choosier. It confirms what many CMOs have suspected: We don’t need more tools. We need orchestration across the tools, so we use what we have more effectively and cohesively.

This shift comes as the broader AI market remains unsettled. 

Nearly 40% of U.S. consumers have tried generative AI, but only half use it regularly, according to eMarketer. Platform loyalty is fluid. ChatGPT’s global traffic share fell from 86.6% to 72.3% in a year, while Google Gemini tripled to 13.7%.

For marketers, this volatility means orchestration is critical to future-proof against a fragmented ecosystem.

The ‘Pilot Theater’ problem

The martech landscape just crossed 15,384 solutions, up 9% from last year according to ChiefMartec. We’ve never had more capability available.

Yet Gartner shows martech utilization has dropped to just 33%. Companies are paying for the full stack but extracting value from one-third of it. Even as budgets are getting slashed everywhere.

During the gold rush, we bought point solutions to fix functional problems. A tool for copy. A tool for creative. A tool for bidding. Each team got their own set of tools. We built rooms full of brilliant soloists but never hired a conductor.

The result is something I call Pilot Theater: impressive AI demos that look innovative but can’t deliver enterprise ROI because they’re trapped in silos.

Here’s what Pilot Theater looks like in your actual P&L:

  • The budget disconnect: Your CTV campaign sparks a 40% spike in branded search. Your search team has no automated way to adjust bids or shift budget. By next week’s meeting, the moment has passed and a competitor captured the demand you created.
  • The experience break: A prospect engages with your LinkedIn Thought Leader Ad and visits your pricing page—clear buying intent. Your demand gen platform doesn’t catch that signal. It retargets them with a generic intro-to-brand ad. You just paid to move them backward in the funnel.
  • The content gap: Sales loses late-stage deals because Finance keeps blocking contracts over compliance questions. Meanwhile, your content team, unaware of this pattern, keeps producing top-funnel brand stories instead of the ROI calculators and security docs needed to close.

The signals exist, as does the technology. 

What’s missing is the coordination. And the pressure to fix this is mounting, with 86% of CEOs expecting AI ROI within three years (eMarketer). 

Flashy pilots aren’t enough anymore. The orchestration gap is now a revenue risk.

From automation to agentic orchestration

Most leaders still confuse automation with orchestration.

Automation is rigid: “If X happens, do Y.” Orchestration is adaptive: “Achieve goal Z using the best available tools and conditions.”

In this new agentic AI era, you have systems that go beyond generating content to observing, coordinating, and optimizing workflows across your entire stack.

Think of orchestration as the nervous system of your marketing operation. The connective tissue that interprets signals across channels and triggers the next best action, instantly.

I’d even call this a survival strategy. Smaller AI platforms are running out of time as VCs lose patience, according to eMarketer. The prize for winning in AI is massive, but so are the resources required. 

Betting on a single vendor is risky. Building adaptive orchestration is how you stay ahead when the ecosystem reshuffles.

What real orchestration looks like

Much of this is happening now, with manual handoffs being replaced with intelligent feedback loops. Here are three real-world examples:

  1. The Budget Fluidity Workflow
  • Signal: Your prospects exposed to CTV (Connected TV) ads show 3x higher CTR (Click-through-rate) on branded search terms.
  • Action: Your orchestration layer automatically creates bid modifiers and routes budget toward that high-intent segment in real time.
  • Result: You capture the demand you created instead of letting competitors conquest it.
  1. The Buying Group Alignment
  • Signal: Three stakeholders from the same enterprise account engage with your content within 48 hours.
  • Action: Your system flags the account as “Active,” alerts Sales, and automatically shifts creative strategy from education to social proof to compliance.
  • Result: You market to the account, not a cluster of disconnected individuals.
  1. The Sales-to-Content Loop
  • Signal: Your conversation intelligence tools surface repeated blockers: “security certification,” “integration timeline,” “ROI proof.”
  • Action: Your orchestration layer identifies missing bottom-funnel assets and triggers a workflow for the content team to prioritize those materials.
  • Result: Your content aligns with real buyer needs not just an editorial calendar built weeks ago. 

The rise of the “Builder” leader

One of the most telling stats in the 2025 State of Martech report: Custom-built internal platforms jumped from 2% to 10% of core stacks. 

A 5x increase in a single year.

Marketing teams are evolving into product teams. Product management tools grew from 23% to 42% penetration, the highest growth of any martech category.

The off-the-shelf ecosystem isn’t solving the coordination problem fast enough. So marketing leaders are building it themselves.

This mirrors what’s happening in AI platforms. Google’s Gemini is surging thanks to deep integrations across search, browser, and mobile OS. Advantages OpenAI can’t match. The lesson for marketers is that integration wins.

Welcome to your conductor era

Don’t fall for the hot takes touting the end of this era as a sign of the AI bubble popping. This is the end of AI tourism.

In this new era you can’t force growth with volume. You have to orchestrate it with intelligence.

Your competitive advantage will come from building the best AI nervous system. One that can sense a signal in one channel and react across the whole stack before the opportunity moves on.

Especially as AI platforms race to monetize through ads and sponsored content, orchestration layers help you measure and optimize ROI across the entire funnel.

The gold rush is over. The production era is here and it belongs to the orchestrators. 

What Black Friday reveals about how LLMs understand ecommerce

12 December 2025 at 17:00
Black Friday ecommerce AI

Every Black Friday reveals how consumers search, compare, and decide. This year added something new: a real-world test of how AI models interpret commerce under true demand.

So we ran a structured test across major LLMs and analyzed 10,000 responses. The goal was simple: to see how these systems form their internal view of the retail landscape and which signals shape the answers they generate.

As we reviewed the dataset, a clear pattern emerged: Black Friday acts as a natural stress test for AI-driven discovery.

The sheer volume of queries, the range of categories, and the speed of shifting consumer attention expose the sources, structures, and behavioral tendencies that shape how LLMs reason about products, retailers, and intent.

The results offer a preview of how AI search is evolving – and how the broader commerce ecosystem will feel the impact.

TLDR; 

  1. LLMs overwhelmingly rely on a small cluster of external domains with YouTube, big-box retailers, and U.S. review media dominating the landscape.
  2. Generalist retailers win decisively, capturing nearly half of all retail mentions and becoming the “default funnel” LLMs use to answer shopping questions.
  3. Social and UGC sources surge during Black Friday, growing +8.1%, while classic retail and media sites lose share.
  4. Off-page signals matter as much as on-page signals: Reddit, YouTube, Amazon, and Consumer Reports collectively shape the “External Data Sources” LLMs use to compare and recommend products.
  5. Structured comparison content is disproportionately influential, far more than brand-owned assets.
  6. LLMs behave differently not only from Google, but from each other, with each Gemini, OpenAI, and Perplexity producing different formats, lengths, and reasoning patterns.

LLMs don’t look at the commerce ecosystem like search

In traditional search, the funnel starts with a query and ends with a ranked list of results, often dressed up with shopping carousels, popular products, and other curated touches. In AI search, the funnel flips.

The model begins with its internal map of the world – a compressed web of relationships, sources, and signals – and then builds an answer. In shopping, an LLM’s goal is to deliver a purposeful response, not a shopping experience.

When we reviewed the top 50 most-cited domains across 10,000 LLM responses – spanning deals, reviews, comparisons, and product recommendations – the distribution was far from neutral:

  • YouTube: 1,509 citations
  • Best Buy: 950
  • Walmart: 885
  • Target: 477
  • TechRadar: 355
  • RTings: 342
  • Consumer Reports: 325

This cluster shapes much of the commercial “knowledge” LLMs draw from. It leans toward large retailers, widely cited media outlets, and platforms built around comparisons or reviews. Together, these sources create a collection of resources that lets models deliver direct answers across any vertical, product type, or consumer need.

How LLM behavior shifts before and during Black Friday

In our analysis of 10,000 responses, we compared the week leading up to Black Friday with the event itself. Before Black Friday, responses were anchored in planning behavior:

  • Retail and brand domains: 59.6%
  • Media: 23.4%
  • Social and UGC: 17%

Users prepare by comparing, researching, and setting baselines – and LLMs mirror that behavior. Even prompts that included “Black Friday” tended to produce expectation-setting responses:

  • “Isnt it too soon to start searching for black friday?”
  • “Althought it is before black friday…”

When the event began, the mix shifted fast. Social and UGC content jumped to 25.1%, gaining more than eight points of share, while retail and media both edged down.

What sources LLMs prioritize during shopping seasons

This shows a shift inside the models: as uncertainty rises and pricing and inventory move around, LLMs lean harder on human discussion and experiential content.

This pattern mirrors consumer behavior but also shows how heavily models rely on conversation-driven sources for real-time decision cues.

The weight of off-page content

One of the clearest insights from the dataset is the weight third-party domains have on AI reasoning. Today’s LLMs win by absorbing as much human interest in products as possible. The players that supply huge volumes of consumer insight, reviews, product demos, sentiment, and structured data end up shaping how models reason and decide.

In an Athena analysis of external influence in retail and ecommerce (October 2025), five domains appeared consistently as the dominant off-page signals LLMs rely on:

  1. Reddit: 34%
  2. YouTube: 19.5%
  3. Amazon: 15.5%
  4. Business Insider: 9.2%
  5. Walmart: 8.9%
leading off-page sources in LLM shopping responses

Each one shapes a different part of the model’s decision-making process. Across all of them, we see the same pattern: LLMs depend on content that captures real human interest, organizes consumer-driven options, and reduces uncertainty with verifiable data.

Today, LLMs are building a fortress of product data that will unlock the most powerful shopping-discovery tool consumers have ever used.

The role of brand-owned content

Although third-party domains dominated, brand websites still played a measurable role in the dataset. They create a crucial path forward for any consumer brand that wants to win in AI discovery.

A site’s internal structure plays a major role in how a model interprets a brand.

According to the Athena retail & ecommerce dataset:

  • The homepage accounted for 40%
  • Blog content accounted for 10.6%
  • Product pages accounted for 10.5%

The homepage serves as the brand’s primary identity layer. It sets the tone, defines the positioning, and gives the model the simplest semantic signals to read.

Blogs and product pages play a different role. They provide definitional clarity, long-tail context, and the factual detail the model needs.

Brands that rely on promotional copy, unclear hierarchy, or thin product content leave major visibility on the table.

Today, LLMs use brand content to validate and deliver direct responses—but only when off-page content and data justify the brand’s place in the conversation.

Which retailers rise to the top

Across the entire dataset, a few categories dominated model responses.

Retailer share in LLM responses during Black Friday

Generalist retailers own the conversation with 48% share

Walmart, Target, and Best Buy capture nearly half of all retail citations. Their breadth, familiarity, and content depth put them at the center of LLM commerce reasoning.

Electronics specialists own 23% of the share

Best Buy leads by a wide margin, followed by Newegg and Micro Center. Tech-focused queries consistently push models toward these sources – though the surge in electronics during Black Friday likely amplifies this effect.

Other verticals remain far behind

Fashion, beauty, pharmacy, home, DIY, and pets each take smaller slices, even with strong category leaders in play. The imbalance reflects the sheer volume of content generalist retailers produce compared with niche verticals.

Different platforms, different behaviors

As we reviewed the platforms, another pattern stood out: major LLMs don’t just answer differently – they think differently. Each one has its own rhythm, preferred structures, and style of presenting commercial information.

Gemini produces the most expansive outputs. Its responses averaged 606 words, with 97.6% using lists and 92.3% using headings.

The model often delivers essay-length explanations, averaging nearly 28 list items per response. It treats Black Friday as if every query deserves a full article.

OpenAI sits in the middle. It averaged 401 words per response, with 99% including lists and nearly two-thirds using headings. Its lists were even denser, averaging 32 items.

Perplexity moves in a different direction. Its typical response was 288 words, with far fewer list items – about 9.7 on average – and fewer headings overall. It favors short, direct summaries. Even with complex topics, it compresses the information into something that reads like an executive brief.

These differences reveal distinct retrieval and reasoning strategies that shape how each model interprets brands, categories, and commercial intent.

As AI-driven discovery takes a larger role in search, teams will need to think about visibility in terms that respect each platform’s internal logic – not in broad strokes.

What are the implications for retailers and brands?

The data points to a clear direction: AI search is becoming its own ecosystem – shaped by familiar SEO inputs, source quality, content structure, and off-page signals, all interpreted by language models to deliver a clear response.

If your content isn’t clearly labeled, semantically structured, and reinforced across the web, it risks becoming invisible to AI systems surfacing answers or product suggestions.

In this new environment, retailers and brands must rethink how they communicate—not just on their own domains, but across the entire digital discovery surface.

On-page actions that matter

  • Build semantically coherent homepages that reflect brand, product categories, and relevance to core queries. LLMs prefer clarity over cleverness.
  • Strengthen product pages with structured, factual content, clear specifications, variant descriptors, and Q&A content that mirrors user research intent.
  • Create educational content clusters tied to core product themes. These serve as reusable “content scaffolding” for AI models looking to contextualize a product.

Off-page actions that matter

  • Foster review ecosystems and discussion forums (e.g., Reddit, Quora, third-party review sites). These validate trust signals LLMs associate with product quality.
  • Ensure regular presence in comparison and recommendation-driven media (e.g., “best of” lists, product roundups, influencer explainers).
  • Invest in rich media that features the value of products, especially YouTube and TikTok. Video content trains LLMs on product use cases, sentiment, and experiential value.
  • If you participate in marketplaces, ensure product data is accurate and indexable. Structured product availability data from Amazon, Walmart, Etsy, and others is increasingly being ingested into AI discovery pipelines.

Why this matters now: The shopping research shift in ChatGPT

OpenAI’s recent Shopping Research announcement further raises the stakes. Through ChatGPT, OpenAI is now capturing real-time consumer research behavior – preferences for price, color, variants, availability, and more – to build what is essentially a user-trained targeting engine for commerce.

ChatGPT Shopping Research

This isn’t just AI learning about your product. It’s AI learning how users shop.

For decades, retailers like Amazon, eBay, and Walmart have invested in complex taxonomies and refinement layers for discovery: variant mapping, filters, availability rules, and more. Now OpenAI is absorbing that logic not just by crawling, but by interacting with users and watching intent unfold.

For brands and retailers, this marks a shift from passive search optimization to active AI participation. If your content isn’t present, structured, or referenced in these systems, it won’t show up in the AI’s answers – or in the consumer’s journey.

The future of retail will be AI transactions

Black Friday gave us more than a look at which products sold best or which deals consumers chased. It revealed how LLMs behave under real-world demand—how they reason, reference, and prioritize across a fragmented content landscape.

The answers they generated were structured, confident, and increasingly influential, yet incomplete – shaped more by the sources they see most often than by the full depth of what brands offer.

What we’re witnessing isn’t just a new search interface. It’s the emergence of a new shopping architecture – one where agentic commerce replaces traditional browsing, and AI models, not consumers, drive product discovery, comparison, and even transaction.

OpenAI’s launch of Shopping Research makes this shift unmistakable. These models are no longer just language tools; they’re intent engines, trained not only on product data but on how people actually shop. Price sensitivity, variant preferences, real-time availability – all of it is now part of how AI interprets and responds to commercial intent.

For brands, the implications are significant. Visibility will no longer hinge on SEO rankings or ad placements alone. It will come from structured, semantically rich content, surfaced across the right off-page ecosystems, and aligned with the reasoning patterns of each major model.

We call this AI-native visibility – a discipline built to ensure brands aren’t just discoverable, but understood by the systems shaping modern commerce.

Black Friday was only the stress test. The real transformation is still ahead. And it won’t be won by who ranks, but by who is represented – accurately, contextually, and everywhere AI shows up.

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The post Divinity will be much bigger than Baldur’s Gate 3 – Larain confirms appeared first on OC3D.

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The post Xbox backwards compatibility for Windows is in the works appeared first on OC3D.

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