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- Battlefield 6 Redsec looks like the battle royale game that might finally win me over โ but one missing feature is really killing my buzz
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Nine out of ten Windows games can now run on Linux, data shows
Aggregated data from the Linux community highlights the significant progress made in gaming on Linux. Compatibility between titles originally designed for Windows and the wider free and open source ecosystem (FOSS) built on the Linux kernel is now at an all time high, although the pace of improvement has slowed.
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Wccftech
- Apple Bringing Water Resistance To iPad mini, OLED Displays To The MacBook Air, iPad Air, And iPad mini
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Apple is finally getting ready to introduce OLED displays in a wider range of its products. But don't expect a broad-based debut soon, especially in light of the Cupertino giant's penchant for moving at a glacial pace when it comes to introducing new technology. Apple is gearing up to introduce OLED displays in the future versions of the MacBook Air, iPad Air, and iPad mini, with water resistance added for good measure Bloomberg's legendary tipster, Mark Gurman, is out with another scoop today, focusing on a much-anticipated display overhaul for the MacBook Air, iPad Air, and iPad mini, all of [โฆ]
Read full article at https://wccftech.com/apple-is-testing-oled-displays-for-the-macbook-air-ipad-air-and-ipad-mini-with-water-resistance-also-in-the-offing/

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VentureBeat
- IBM's open source Granite 4.0 Nano AI models are small enough to run locally directly in your browser
IBM's open source Granite 4.0 Nano AI models are small enough to run locally directly in your browser
In an industry where model size is often seen as a proxy for intelligence, IBM is charting a different course โ one that values efficiency over enormity, and accessibility over abstraction.
The 114-year-old tech giant's four new Granite 4.0 Nano models, released today, range from just 350 million to 1.5 billion parameters, a fraction of the size of their server-bound cousins from the likes of OpenAI, Anthropic, and Google.
These models are designed to be highly accessible: the 350M variants can run comfortably on a modern laptop CPU with 8โ16GB of RAM, while the 1.5B models typically require a GPU with at least 6โ8GB of VRAM for smooth performance โ or sufficient system RAM and swap for CPU-only inference. This makes them well-suited for developers building applications on consumer hardware or at the edge, without relying on cloud compute.
In fact, the smallest ones can even run locally on your own web browser, as Joshua Lochner aka Xenova, creator of Transformer.js and a machine learning engineer at Hugging Face, wrote on the social network X.
All the Granite 4.0 Nano models are released under the Apache 2.0 license โ perfect for use by researchers and enterprise or indie developers, even for commercial usage.
They are natively compatible with llama.cpp, vLLM, and MLX and are certified under ISO 42001 for responsible AI development โ a standard IBM helped pioneer.
But in this case, small doesn't mean less capable โ it might just mean smarter design.
These compact models are built not for data centers, but for edge devices, laptops, and local inference, where compute is scarce and latency matters.
And despite their small size, the Nano models are showing benchmark results that rival or even exceed the performance of larger models in the same category.
The release is a signal that a new AI frontier is rapidly forming โ one not dominated by sheer scale, but by strategic scaling.
What Exactly Did IBM Release?
The Granite 4.0 Nano family includes four open-source models now available on Hugging Face:
Granite-4.0-H-1B (~1.5B parameters) โ Hybrid-SSM architecture
Granite-4.0-H-350M (~350M parameters) โ Hybrid-SSM architecture
Granite-4.0-1B โ Transformer-based variant, parameter count closer to 2B
Granite-4.0-350M โ Transformer-based variant
The H-series models โ Granite-4.0-H-1B and H-350M โ use a hybrid state space architecture (SSM) that combines efficiency with strong performance, ideal for low-latency edge environments.
Meanwhile, the standard transformer variants โ Granite-4.0-1B and 350M โ offer broader compatibility with tools like llama.cpp, designed for use cases where hybrid architecture isnโt yet supported.
In practice, the transformer 1B model is closer to 2B parameters, but aligns performance-wise with its hybrid sibling, offering developers flexibility based on their runtime constraints.
โThe hybrid variant is a true 1B model. However, the non-hybrid variant is closer to 2B, but we opted to keep the naming aligned to the hybrid variant to make the connection easily visible,โ explained Emma, Product Marketing lead for Granite, during a Reddit "Ask Me Anything" (AMA) session on r/LocalLLaMA.
A Competitive Class of Small Models
IBM is entering a crowded and rapidly evolving market of small language models (SLMs), competing with offerings like Qwen3, Google's Gemma, LiquidAIโs LFM2, and even Mistralโs dense models in the sub-2B parameter space.
While OpenAI and Anthropic focus on models that require clusters of GPUs and sophisticated inference optimization, IBMโs Nano family is aimed squarely at developers who want to run performant LLMs on local or constrained hardware.
In benchmark testing, IBMโs new models consistently top the charts in their class. According to data shared on X by David Cox, VP of AI Models at IBM Research:
On IFEval (instruction following), Granite-4.0-H-1B scored 78.5, outperforming Qwen3-1.7B (73.1) and other 1โ2B models.
On BFCLv3 (function/tool calling), Granite-4.0-1B led with a score of 54.8, the highest in its size class.
On safety benchmarks (SALAD and AttaQ), the Granite models scored over 90%, surpassing similarly sized competitors.
Overall, the Granite-4.0-1B achieved a leading average benchmark score of 68.3% across general knowledge, math, code, and safety domains.
This performance is especially significant given the hardware constraints these models are designed for.
They require less memory, run faster on CPUs or mobile devices, and donโt need cloud infrastructure or GPU acceleration to deliver usable results.
Why Model Size Still Matters โ But Not Like It Used To
In the early wave of LLMs, bigger meant better โ more parameters translated to better generalization, deeper reasoning, and richer output.
But as transformer research matured, it became clear that architecture, training quality, and task-specific tuning could allow smaller models to punch well above their weight class.
IBM is banking on this evolution. By releasing open, small models that are competitive in real-world tasks, the company is offering an alternative to the monolithic AI APIs that dominate todayโs application stack.
In fact, the Nano models address three increasingly important needs:
Deployment flexibility โ they run anywhere, from mobile to microservers.
Inference privacy โ users can keep data local with no need to call out to cloud APIs.
Openness and auditability โ source code and model weights are publicly available under an open license.
Community Response and Roadmap Signals
IBMโs Granite team didnโt just launch the models and walk away โ they took to Redditโs open source community r/LocalLLaMA to engage directly with developers.
In an AMA-style thread, Emma (Product Marketing, Granite) answered technical questions, addressed concerns about naming conventions, and dropped hints about whatโs next.
Notable confirmations from the thread:
A larger Granite 4.0 model is currently in training
Reasoning-focused models ("thinking counterparts") are in the pipeline
IBM will release fine-tuning recipes and a full training paper soon
More tooling and platform compatibility is on the roadmap
Users responded enthusiastically to the modelsโ capabilities, especially in instruction-following and structured response tasks. One commenter summed it up:
โThis is big if true for a 1B model โ if quality is nice and it gives consistent outputs. Function-calling tasks, multilingual dialog, FIM completionsโฆ this could be a real workhorse.โ
Another user remarked:
โThe Granite Tiny is already my go-to for web search in LM Studio โ better than some Qwen models. Tempted to give Nano a shot.โ
Background: IBM Granite and the Enterprise AI Race
IBMโs push into large language models began in earnest in late 2023 with the debut of the Granite foundation model family, starting with models like Granite.13b.instruct and Granite.13b.chat. Released for use within its Watsonx platform, these initial decoder-only models signaled IBMโs ambition to build enterprise-grade AI systems that prioritize transparency, efficiency, and performance. The company open-sourced select Granite code models under the Apache 2.0 license in mid-2024, laying the groundwork for broader adoption and developer experimentation.
The real inflection point came with Granite 3.0 in October 2024 โ a fully open-source suite of general-purpose and domain-specialized models ranging from 1B to 8B parameters. These models emphasized efficiency over brute scale, offering capabilities like longer context windows, instruction tuning, and integrated guardrails. IBM positioned Granite 3.0 as a direct competitor to Metaโs Llama, Alibabaโs Qwen, and Google's Gemma โ but with a uniquely enterprise-first lens. Later versions, including Granite 3.1 and Granite 3.2, introduced even more enterprise-friendly innovations: embedded hallucination detection, time-series forecasting, document vision models, and conditional reasoning toggles.
The Granite 4.0 family, launched in October 2025, represents IBMโs most technically ambitious release yet. It introduces a hybrid architecture that blends transformer and Mamba-2 layers โ aiming to combine the contextual precision of attention mechanisms with the memory efficiency of state-space models. This design allows IBM to significantly reduce memory and latency costs for inference, making Granite models viable on smaller hardware while still outperforming peers in instruction-following and function-calling tasks. The launch also includes ISO 42001 certification, cryptographic model signing, and distribution across platforms like Hugging Face, Docker, LM Studio, Ollama, and watsonx.ai.
Across all iterations, IBMโs focus has been clear: build trustworthy, efficient, and legally unambiguous AI models for enterprise use cases. With a permissive Apache 2.0 license, public benchmarks, and an emphasis on governance, the Granite initiative not only responds to rising concerns over proprietary black-box models but also offers a Western-aligned open alternative to the rapid progress from teams like Alibabaโs Qwen. In doing so, Granite positions IBM as a leading voice in what may be the next phase of open-weight, production-ready AI.
A Shift Toward Scalable Efficiency
In the end, IBMโs release of Granite 4.0 Nano models reflects a strategic shift in LLM development: from chasing parameter count records to optimizing usability, openness, and deployment reach.
By combining competitive performance, responsible development practices, and deep engagement with the open-source community, IBM is positioning Granite as not just a family of models โ but a platform for building the next generation of lightweight, trustworthy AI systems.
For developers and researchers looking for performance without overhead, the Nano release offers a compelling signal: you donโt need 70 billion parameters to build something powerful โ just the right ones.

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VentureBeat
- Microsoftโs Copilot can now build apps and automate your job โ hereโs how it works
Microsoftโs Copilot can now build apps and automate your job โ hereโs how it works
Microsoft is launching a significant expansion of its Copilot AI assistant on Tuesday, introducing tools that let employees build applications, automate workflows, and create specialized AI agents using only conversational prompts โ no coding required.
The new capabilities, called App Builder and Workflows, mark Microsoft's most aggressive attempt yet to merge artificial intelligence with software development, enabling the estimated 100 million Microsoft 365 users to create business tools as easily as they currently draft emails or build spreadsheets.
"We really believe that a main part of an AI-forward employee, not just developers, will be to create agents, workflows and apps," Charles Lamanna, Microsoft's president of business and industry Copilot, said in an interview with VentureBeat. "Part of the job will be to build and create these things."
The announcement comes as Microsoft deepens its commitment to AI-powered productivity tools while navigating a complex partnership with OpenAI, the creator of the underlying technology that powers Copilot. On the same day, OpenAI completed its restructuring into a for-profit entity, with Microsoft receiving a 27% ownership stake valued at approximately $135 billion.
How natural language prompts now create fully functional business applications
The new features transform Copilot from a conversational assistant into what Microsoft envisions as a comprehensive development environment accessible to non-technical workers. Users can now describe an application they need โ such as a project tracker with dashboards and task assignments โ and Copilot will generate a working app complete with a database backend, user interface, and security controls.
"If you're right inside of Copilot, you can now have a conversation to build an application complete with a backing database and a security model," Lamanna explained. "You can make edit requests and update requests and change requests so you can tune the app to get exactly the experience you want before you share it with other users."
The App Builder stores data in Microsoft Lists, the company's lightweight database system, and allows users to share finished applications via a simple linkโsimilar to sharing a document. The Workflows agent, meanwhile, automates routine tasks across Microsoft's ecosystem of products, including Outlook, Teams, SharePoint, and Planner, by converting natural language descriptions into automated processes.
A third component, a simplified version of Microsoft's Copilot Studio agent-building platform, lets users create specialized AI assistants tailored to specific tasks or knowledge domains, drawing from SharePoint documents, meeting transcripts, emails, and external systems.
All three capabilities are included in the existing $30-per-month Microsoft 365 Copilot subscription at no additional cost โ a pricing decision Lamanna characterized as consistent with Microsoft's historical approach of bundling significant value into its productivity suite.
"That's what Microsoft always does. We try to do a huge amount of value at a low price," he said. "If you go look at Office, you think about Excel, Word, PowerPoint, Exchange, all that for like eight bucks a month. That's a pretty good deal."
Why Microsoft's nine-year bet on low-code development is finally paying off
The new tools represent the culmination of a nine-year effort by Microsoft to democratize software development through its Power Platform โ a collection of low-code and no-code development tools that has grown to 56 million monthly active users, according to figures the company disclosed in recent earnings reports.
Lamanna, who has led the Power Platform initiative since its inception, said the integration into Copilot marks a fundamental shift in how these capabilities reach users. Rather than requiring workers to visit a separate website or learn a specialized interface, the development tools now exist within the same conversational window they already use for AI-assisted tasks.
"One of the big things that we're excited about is Copilot โ that's a tool for literally every office worker," Lamanna said. "Every office worker, just like they research data, they analyze data, they reason over topics, they also will be creating apps, agents and workflows."
The integration offers significant technical advantages, he argued. Because Copilot already indexes a user's Microsoft 365 content โ emails, documents, meetings, and organizational data โ it can incorporate that context into the applications and workflows it builds. If a user asks for "an app for Project Spartan," Copilot can draw from existing communications to understand what that project entails and suggest relevant features.
"If you go to those other tools, they have no idea what the heck Project Spartan is," Lamanna said, referencing competing low-code platforms from companies like Google, Salesforce, and ServiceNow. "But if you do it inside of Copilot and inside of the App Builder, it's able to draw from all that information and context."
Microsoft claims the apps created through these tools are "full-stack applications" with proper databases secured through the same identity systems used across its enterprise products โ distinguishing them from simpler front-end tools offered by competitors. The company also emphasized that its existing governance, security, and data loss prevention policies automatically apply to apps and workflows created through Copilot.
Where professional developers still matter in an AI-powered workplace
While Microsoft positions the new capabilities as accessible to all office workers, Lamanna was careful to delineate where professional developers remain essential. His dividing line centers on whether a system interacts with parties outside the organization.
"Anything that leaves the boundaries of your company warrants developer involvement," he said. "If you want to build an agent and put it on your website, you should have developers involved. Or if you want to build an automation which interfaces directly with your customers, or an app or a website which interfaces directly with your customers, you want professionals involved."
The reasoning is risk-based: external-facing systems carry greater potential for data breaches, security vulnerabilities, or business errors. "You don't want people getting refunds they shouldn't," Lamanna noted.
For internal use cases โ approval workflows, project tracking, team dashboards โ Microsoft believes the new tools can handle the majority of needs without IT department involvement. But the company has built "no cliffs," in Lamanna's terminology, allowing users to migrate simple apps to more sophisticated platforms as needs grow.
Apps created in the conversational App Builder can be opened in Power Apps, Microsoft's full development environment, where they can be connected to Dataverse, the company's enterprise database, or extended with custom code. Similarly, simple workflows can graduate to the full Power Automate platform, and basic agents can be enhanced in the complete Copilot Studio.
"We have this mantra called no cliffs," Lamanna said. "If your app gets too complicated for the App Builder, you can always edit and open it in Power Apps. You can jump over to the richer experience, and if you're really sophisticated, you can even go from those experiences into Azure."
This architecture addresses a problem that has plagued previous generations of easy-to-use development tools: users who outgrow the simplified environment often must rebuild from scratch on professional platforms. "People really do not like easy-to-use development tools if I have to throw everything away and start over," Lamanna said.
What happens when every employee can build apps without IT approval
The democratization of software development raises questions about governance, maintenance, and organizational complexity โ issues Microsoft has worked to address through administrative controls.
IT administrators can view all applications, workflows, and agents created within their organization through a centralized inventory in the Microsoft 365 admin center. They can reassign ownership, disable access at the group level, or "promote" particularly useful employee-created apps to officially supported status.
"We have a bunch of customers who have this approach where it's like, let 1,000 apps bloom, and then the best ones, I go upgrade and make them IT-governed or central," Lamanna said.
The system also includes provisions for when employees leave. Apps and workflows remain accessible for 60 days, during which managers can claim ownership โ similar to how OneDrive files are handled when someone departs.
Lamanna argued that most employee-created apps don't warrant significant IT oversight. "It's just not worth inspecting an app that John, Susie, and Bob use to do their job," he said. "It should concern itself with the app that ends up being used by 2,000 people, and that will pop up in that dashboard."
Still, the proliferation of employee-created applications could create challenges. Users have expressed frustration with Microsoft's increasing emphasis on AI features across its products, with some giving the Microsoft 365 mobile app one-star ratings after a recent update prioritized Copilot over traditional file access.
The tools also arrive as enterprises grapple with "shadow IT" โ unsanctioned software and systems that employees adopt without official approval. While Microsoft's governance controls aim to provide visibility, the ease of creating new applications could accelerate the pace at which these systems multiply.
The ambitious plan to turn 500 million workers into software builders
Microsoft's ambitions for the technology extend far beyond incremental productivity gains. Lamanna envisions a fundamental transformation of what it means to be an office worker โ one where building software becomes as routine as creating spreadsheets.
"Just like how 20 years ago you put on your resume that you could use pivot tables in Excel, people are going to start saying that they can use App Builder and workflow agents, even if they're just in the finance department or the sales department," he said.
The numbers he's targeting are staggering. With 56 million people already using Power Platform, Lamanna believes the integration into Copilot could eventually reach 500 million builders. "Early days still, but I think it's certainly encouraging," he said.
The features are currently available only to customers in Microsoft's Frontier Program โ an early access initiative for Microsoft 365 Copilot subscribers. The company has not disclosed how many organizations participate in the program or when the tools will reach general availability.
The announcement fits within Microsoft's larger strategy of embedding AI capabilities throughout its product portfolio, driven by its partnership with OpenAI. Under the restructured agreement announced Tuesday, Microsoft will have access to OpenAI's technology through 2032, including models that achieve artificial general intelligence (AGI) โ though such systems do not yet exist. Microsoft has also begun integrating Copilot into its new companion apps for Windows 11, which provide quick access to contacts, files, and calendar information.
The aggressive integration of AI features across Microsoft's ecosystem has drawn mixed reactions. While enterprise customers have shown interest in productivity gains, the rapid pace of change and ubiquity of AI prompts have frustrated some users who prefer traditional workflows.
For Microsoft, however, the calculation is clear: if even a fraction of its user base begins creating applications and automations, it would represent a massive expansion of the effective software development workforce โ and further entrench customers in Microsoft's ecosystem. The company is betting that the same natural language interface that made ChatGPT accessible to millions can finally unlock the decades-old promise of empowering everyday workers to build their own tools.
The App Builder and Workflows agents are available starting today through the Microsoft 365 Copilot Agent Store for Frontier Program participants.
Whether that future arrives depends not just on the technology's capabilities, but on a more fundamental question: Do millions of office workers actually want to become part-time software developers? Microsoft is about to find out if the answer is yes โ or if some jobs are better left to the professionals.

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Google DeepMindโs BlockRank could reshape how AI ranks information
Google DeepMind researchers have developed BlockRank, a new method for ranking and retrieving information more efficiently in large language models (LLMs).
- BlockRank is detailed in a new research paper, Scalable In-Context Ranking with Generative Models.
- BlockRank is designed to solve a challenge called In-context Ranking (ICR), or the process of having a model read a query and multiple documents at once to decide which ones matter most.
- As far as we know, BlockRank is not being used by Google (e.g., Search, Gemini, AI Mode, AI Overviews) right now โย but it could be used at some point in the future.
What BlockRank changes. ICR is expensive and slow. Models use a process called โattention,โ where every word compares itself to every other word. Ranking hundreds of documents at once gets exponentially harder for LLMs.
How BlockRank works. BlockRank restructures how an LLM โpays attentionโ to text. Instead of every document attending to every other document, each one focuses only on itself and the shared instructions.
- The modelโs query section has access to all the documents, allowing it to compare them and decide which one best answers the question.
- This transforms the modelโs attention cost from quadratic (very slow) to linear (much faster) growth.
By the numbers. In experiments using Mistral-7B, Googleโs team found that BlockRank:
- Ran 4.7ร faster than standard fine-tuned models when ranking 100 documents.
- Scaled smoothly to 500 documents (about 100,000 tokens) in roughly one second.
- Matched or beat leading listwise rankers like RankZephyr and FIRST on benchmarks such as MSMARCO, Natural Questions (NQ), and BEIR.
Why we care. BlockRank could change how future AI-driven retrieval and ranking systems work to reward user intent, clarity, and relevance. That means (in theory) clear, focused content that aligns with why a person is searching (not just what they type) should increasingly win.
Whatโs next. Google/DeepMind researchers are continuing to redefine what it means to โrankโ information in the age of generative AI. The future of search is advancing fast โ and itโs fascinating to watch it evolve in real time.
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Trust In AI Shopping Is Limited As Shoppers Verify On Websites
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Microsoftโs OpenAI Bet Yields 10x Return, Igniting AI Infrastructure Race
The post Microsoftโs OpenAI Bet Yields 10x Return, Igniting AI Infrastructure Race appeared first on StartupHub.ai.
Microsoftโs staggering ten-fold return on its OpenAI investment, now valued at $135 billion, signals a new era where strategic AI stakes redefine corporate power and valuation. This monumental gain, highlighted by CNBCโs MacKenzie Sigalos, follows a significant corporate restructure at OpenAI that redefines its partnership terms with Microsoft, granting the tech giant a 27% equity [โฆ]
The post Microsoftโs OpenAI Bet Yields 10x Return, Igniting AI Infrastructure Race appeared first on StartupHub.ai.
Desktop Commander raises โฌ1.1M to advance AI desktop automation
The post Desktop Commander raises โฌ1.1M to advance AI desktop automation appeared first on StartupHub.ai.
Desktop Commander raised โฌ1.1 million to develop its AI tool that allows non-technical users to automate computer tasks using natural language.
The post Desktop Commander raises โฌ1.1M to advance AI desktop automation appeared first on StartupHub.ai.
Grasp raises $7M to advance its multi-agent AI for finance
The post Grasp raises $7M to advance its multi-agent AI for finance appeared first on StartupHub.ai.
AI startup Grasp raised $7 million to expand its multi-agent platform that automates complex financial analysis and reporting for consultants and investment banks.
The post Grasp raises $7M to advance its multi-agent AI for finance appeared first on StartupHub.ai.
SalesPatriot raises $5M to advance AI defence procurement
The post SalesPatriot raises $5M to advance AI defence procurement appeared first on StartupHub.ai.
SalesPatriot is developing AI-driven procurement software to help defence and aerospace suppliers automate orders and increase processing speeds.
The post SalesPatriot raises $5M to advance AI defence procurement appeared first on StartupHub.ai.
Dott extends funding to $150M to expand its e-bike fleet
The post Dott extends funding to $150M to expand its e-bike fleet appeared first on StartupHub.ai.
Micro-mobility company Dott extended its funding to over $150 million to expand its e-bike fleet and enter new European markets.
The post Dott extends funding to $150M to expand its e-bike fleet appeared first on StartupHub.ai.
Nokia secures $1B from Nvidia to build AI telecoms networks
The post Nokia secures $1B from Nvidia to build AI telecoms networks appeared first on StartupHub.ai.
Nvidia is investing $1 billion in Nokia to accelerate the development of AI-powered 5G and 6G telecommunications networks.
The post Nokia secures $1B from Nvidia to build AI telecoms networks appeared first on StartupHub.ai.
Socratix AI raises $4.1M to build autonomous AI coworkers
The post Socratix AI raises $4.1M to build autonomous AI coworkers appeared first on StartupHub.ai.
Socratix AI raised $4.1M to build autonomous AI coworkers that automate investigations for fraud and risk teams at financial institutions.
The post Socratix AI raises $4.1M to build autonomous AI coworkers appeared first on StartupHub.ai.
NVIDIA AI Physics Simulation Reshapes Engineering
The post NVIDIA AI Physics Simulation Reshapes Engineering appeared first on StartupHub.ai.
NVIDIA AI physics simulation, powered by the PhysicsNeMo framework, is accelerating engineering design by up to 500x in aerospace and automotive.
The post NVIDIA AI Physics Simulation Reshapes Engineering appeared first on StartupHub.ai.
Energy as the New Geopolitical Currency in the AI Race
The post Energy as the New Geopolitical Currency in the AI Race appeared first on StartupHub.ai.
โKnowledge used to be power, now power is knowledge.โ This stark redefinition, articulated by U.S. Secretary of the Interior Doug Burgum during a CNBC โPower Lunchโ interview, cuts to the core of the contemporary global power struggle. Speaking with Brian Sullivan, Burgum outlined a comprehensive strategy for the United States to secure its position in [โฆ]
The post Energy as the New Geopolitical Currency in the AI Race appeared first on StartupHub.ai.
CoreStory raises $32M to advance AI legacy code modernization
The post CoreStory raises $32M to advance AI legacy code modernization appeared first on StartupHub.ai.
AI startup CoreStory raised $32 million to help enterprises modernize legacy software with its platform that automatically documents and analyzes old code.
The post CoreStory raises $32M to advance AI legacy code modernization appeared first on StartupHub.ai.
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Amazon layoffs reaction: โThought I was a top performer but guess Iโm expendableโ

Reaction to a huge round of layoffs rippled across Amazon and beyond on Tuesday as the Seattle-based tech giant confirmed that it was slashing 14,000 corporate and tech jobs.
Weโve rounded up some of whatโs being said online and/or shared with GeekWire:
โNever been laid off beforeโ
A megathread on Reddit served as a collection of comments by impacted employees who posted about their level, location, org and years of service at Amazon.
Workers across ads, recruitment, robotics, retail, Prime Video, Amazon Games, business development, North American Stores, finance, devices and services, Amazon Autos, and more used the thread to vent.
- โTPM II for Amazon Robotics, 6.5 years there. Still processing this, Iโve never been laid off before.โ
- โL6 SDEIII, started as SDEI 7 years ago. I went L4 to L6 in 3 years. My last performance review I got raising the bar. Thought I was a top performer but guess Iโm expendable.โ
- โNever been laid off before feels overwhelming on VISA! Someone please help me understand next steps in terms of VISA, if I am not able to get H1b sponsoring job in next 90 days will I have to uproot everything here and go back?โ
- โI heard AWS layoffs come after re:invent to avoid customer disruption and bad press.โ
- โItโs heartbreaking how impersonal and abrupt these layoffs have become. People whoโve given years to a company are finding out in minutes that theyโre done.โ
Bad news via text?
Kristi Coulter, author of Exit Interview: The Life and Death of My Ambitious Career, a memoir about what she learned in her 12 years at Amazon, weighed in about the timing of apparent text messages that were sent to impacted employees.
โWait, Iโm sorry: Amazon made people relocate, switch their kidsโ schools, and bookend their days with traffic for RTO only to lay them off via a 3 a.m. text? What happened to the vibe and conversations that only being together at the office could allow?โ Coulter wrote on LinkedIn.
โReduced functionalityโ
Some employees shared how they were quickly locked out of work laptops, expressing confusion about whether that was how they were supposed to learn about being terminated.
โI lost access to everything immediately :( ,โ one Reddit user said.
Others discussed how they should have found time to transfer important work examples or positive interactions related to their performance over to personal computers.
โOne thing I would recommend for everyone is to back up your personal files onto your personal laptop,โ one user said on Reddit. โI used to keep all my accolades and praise in a quip file along with all my 2ร2 write ups and MBR/QBR write ups cataloging my wins. When I found out I got laid off my head was spinning so I went outside for a walk, by the time I returned I was locked out of my laptop and no longer had access to anything.โ
Is this Amazonโs way of saying 100% laid off?
โ Aravind Naveen (@MydAravind) October 28, 2025
Any Amazon folks on the timeline โ seen this before?#Amazon #layoffs #amazonlayoffs pic.twitter.com/1MCxoXjfHQ
Why layoffs now?
Amazon human resources chief Beth Galettiย pinned the layoffs in part on the need to reduce bureaucracy and become more efficient in the new era of artificial intelligence. Others looked for deeper meaning in the cuts.
In a post on LinkedIn, Yahoo! Finance Executive Editor Brian Rozzi said stock price is likely a key consideration when it comes to top execs and the Amazon board signing off on such mass layoffs.
Amazonโs stock was up about 1% on Tuesday to $229 per share.
โIf the layoffs keep jacking up the stock price, maybe I can retire instead,โ one longtime employee told GeekWire.
Entrepreneur and investor Jason Calacanis posted on X about how AI was coming for middle managers and those with โrote jobsโ faster than anyone expected. He encouraged workers to become a founder and do a startup before itโs too late.
Hard-hit divisions
Mid-level managers in Amazonโs retail division were heavily impacted by Tuesdayโs cuts, according to internal data obtained by Business Insider.
More than 78% of the rolesย eliminatedย were held by managers assigned L5 to L7 designations, BI reported. (L5 is typically the starting point for managers at Amazon, with more seniority assigned to higher levels.)
BI also said that U.S.-focused data showed that more than 80% of employees laid off Tuesday worked in Amazonโs retail business, spanning e-commerce, human resources, and logistics.
Bloomberg and others reported that significant cuts are also being felt by Amazonโs video games unit.
Steve Boom, VP of audio, Twitch, and games said in a memo shared with The Verge that โsignificant role reductionsโ would be felt at studios in Irvine and San Diego, Calif., as well on Amazonโs central publishing teams.
โWe have made the difficult decision to halt a significant amount of our first-party AAA game development work โ specifically around MMOs [massively multiplayer online games] โ within Amazon Game Studios,โ Boom wrote.
Current titles in Amazonโs MMO lineup include โNew World: Aeternum,โย โThrone and Liberty,โ andย โLost Ark.โ Amazon also previously announced that it would beย developing aย โLord of the Ringsโย MMO.
โRipple effects throughout the communityโ

Jon Scholes, president and CEO of theย Downtown Seattle Associationย (DSA),ย has previously praised Amazon for its mandate calling for employees to return to the office five days per week, saying that the foot traffic from thousands of tech workers in the city is a necessary element to helping downtown Seattle rebound from the pandemic.
On Tuesday, Scholes reacted to Amazonโs layoffs in a statement to GeekWire:
โAs downtownโs largest employer, a workforce change of this scale has ripple effects throughout the community โย on individual employees and families and our small businesses that rely on the weekday foot traffic customer base. In addition, these jobs buttress our tax base that helps fund the city services we all depend on. Employers have options for where they locate jobs, and we want to ensure downtown Seattle is the most attractive place to invest and grow. We must provide vibrancy and a predictable regulatory environment in a competitive landscape because other cities would welcome the jobs currently based in downtown.โ
RPCS3 GPU recommendations increase due to dropped driver support
AMD and Nvidia have forced RPCS3 to increase its recommended GPU requirements The team behind RPCS3, the PlayStation 3 emulator, has announced that it has increased its recommended GPU requirements for Windows. This is due to AMD and Nvidiaโs decision to drop driver support for older Radeon and GeForce graphics cards. Now, the emulatorโs recommended [โฆ]
The post RPCS3 GPU recommendations increase due to dropped driver support appeared first on OC3D.
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Whatnot Lands $225M Series F, More Than Doubles Valuation to $11.5B Since January
Whatnot, a live shopping platform and marketplace, has closed a $225 million Series F round, more than doubling its valuation to $11.5 billion in less than 10 months.
DST Global and CapitalG co-led the financing, which brings the Los Angeles-based companyโs total raised to about $968 million since its 2019 inception. Whatnot had raised $265 million in a Series E round at a nearly $5 billion valuation in January.
New investors Sequoia Capital and Alkeon Capital participated in the Series F, alongside returning backers Greycroft, Andreessen Horowitz, Avra and Bond. Other investors include Y Combinator, Lightspeed Venture Partners and Liquid 2 Ventures.
As part of the latest financing, Whatnot says it will initiate a tender offer where select current investors will buy up to $126 million worth of shares.
Funding to e-commerce startups globally so far this year totals $7.1 billion, per Crunchbase data. That compares to $11.3 billion raised by e-commerce startups globally in all of 2024. This yearโs numbers are also down significantly from post-pandemic funding totals, which surged to $93 billion in 2021.
โRetailโs new normalโ
Live commerce is the combination of livestreaming and online shopping. Grant LaFontaine, co-founder and CEO of Whatnot, said in an announcement that his startup is โproving that live shopping is retailโs new normal.โ

The company says more than $6 billion worth of items have been sold on its platform in 2025 so far, more than twice its total for all of 2024. Its app facilitates the buying and selling of collectibles like trading cards and toys through live video auctions. It also offers items such as clothing and sneakers. It competes with the likes of eBay, which currently does not offer a livestreaming option. Itโs also a competitor to TikTok Shop.
โWhatnot brought the live shopping wave to the US, the UK, and Europe and has turned it into one of the fastest growing marketplaces of all time, Laela Sturdy, Whatnot board member and managing partner at CapitalG, Alphabetโs independent growth fund, said in a release.
The company plans to use its new funds to invest in its platform, roll out new features and โevolveโ its policies. It is also accelerating its international expansion, adding to its current 900-person workforce by hiring across multiple departments.
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Read full article at https://wccftech.com/rocket-league-minus-cars-f2p-superball-pathea-games/

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BetaList - Discover tomorrow's startups, today
- ClearWork โ ClearWork maps business processes and plans digital transformations
ClearWork โ ClearWork maps business processes and plans digital transformations
ClearWork helps companies transform their operations by first automatically discovering and mapping their actual, end-to-end processes. Unlike old-school methods that rely on manual workshops and guesswork, our AI analyzes real user activity to give a precise, objective view of current operations and pinpoint friction points.
From there, we use AI to help you model and plan an optimized future state that's grounded in your operational reality. Finally, we provide an AI co-pilot, powered by your own data, and orchestrate automated, cross-platform workflows to ensure new processes are not only planned but also executed and sustained across the organization.
Fortanix and NVIDIA partner on AI security platform for highly regulated industries
Data security company Fortanix Inc. announced a new joint solution with NVIDIA: a turnkey platform that allows organizations to deploy agentic AI within their own data centers or sovereign environments, backed by NVIDIAโs "confidential computing" GPUs.
โOur goal is to make AI trustworthy by securing every layerโfrom the chip to the model to the data," said Fortanix CEO and co-founder Anand Kashyap, in a recent video call interview with VentureBeat. "Confidential computing gives you that end-to-end trust so you can confidently use AI with sensitive or regulated information.โ
The solution arrives at a pivotal moment for industries such as healthcare, finance, and government โ sectors eager to embrace AI but constrained by strict privacy and regulatory requirements.
Fortanixโs new platform, powered by NVIDIA Confidential Computing, enables enterprises to build and run AI systems on sensitive data without sacrificing security or control.
โEnterprises in finance, healthcare and government want to harness the power of AI, but compromising on trust, compliance, or control creates insurmountable risk,โ said Anuj Jaiswal, chief product officer at Fortanix, in a press release. โWeโre giving enterprises a sovereign, on-prem platform for AI agentsโone that proves whatโs running, protects what matters, and gets them to production faster.โ
Secure AI, Verified from Chip to Model
At the heart of the FortanixโNVIDIA collaboration is a confidential AI pipeline that ensures data, models, and workflows remain protected throughout their lifecycle.
The system uses a combination of Fortanix Data Security Manager (DSM) and Fortanix Confidential Computing Manager (CCM), integrated directly into NVIDIAโs GPU architecture.
โYou can think of DSM as the vault that holds your keys, and CCM as the gatekeeper that verifies whoโs allowed to use them," Kashyap said. "DSM enforces policy, CCM enforces trust.โ
DSM serves as a FIPS 140-2 Level 3 hardware security module that manages encryption keys and enforces strict access controls.
CCM, introduced alongside this announcement, verifies the trustworthiness of AI workloads and infrastructure using composite attestationโa process that validates both CPUs and GPUs before allowing access to sensitive data.
Only when a workload is verified by CCM does DSM release the cryptographic keys necessary to decrypt and process data.
โThe Confidential Computing Manager checks that the workload, the CPU, and the GPU are running in a trusted state," explained Kashyap. "It issues a certificate that DSM validates before releasing the key. That ensures the right workload is running on the right hardware before any sensitive data is decrypted.โ
This โattestation-gatedโ model creates what Fortanix describes as a provable chain of trust extending from the hardware chip to the application layer.
Itโs an approach aimed squarely at industries where confidentiality and compliance are non-negotiable.
From Pilot to ProductionโWithout the Security Trade-Off
According to Kashyap, the partnership marks a step forward from traditional data encryption and key management toward securing entire AI workloads.
Kashyap explained that enterprises can deploy the FortanixโNVIDIA solution incrementally, using a lift-and-shift model to migrate existing AI workloads into a confidential environment.
โWe offer two form factors: SaaS with zero footprint, and self-managed. Self-managed can be a virtual appliance or a 1U physical FIPS 140-2 Level 3 appliance," he noted. "The smallest deployment is a three-node cluster, with larger clusters of 20โ30 nodes or more.โ
Customers already running AI modelsโwhether open-source or proprietaryโcan move them onto NVIDIAโs Hopper or Blackwell GPU architectures with minimal reconfiguration.
For organizations building out new AI infrastructure, Fortanixโs Armet AI platform provides orchestration, observability, and built-in guardrails to speed up time to production.
โThe result is that enterprises can move from pilot projects to trusted, production-ready AI in days rather than months,โ Jaiswal said.
Compliance by Design
Compliance remains a key driver behind the new platformโs design. Fortanixโs DSM enforces role-based access control, detailed audit logging, and secure key custodyโelements that help enterprises demonstrate compliance with stringent data protection regulations.
These controls are essential for regulated industries such as banking, healthcare, and government contracting.
The company emphasizes that the solution is built for both confidentiality and sovereignty.
For governments and enterprises that must retain local control over their AI environments, the system supports fully on-premises or air-gapped deployment options.
Fortanix and NVIDIA have jointly integrated these technologies into the NVIDIA AI Factory Reference Design for Government, a blueprint for building secure national or enterprise-level AI systems.
Future-Proofed for a Post-Quantum Era
In addition to current encryption standards such as AES, Fortanix supports post-quantum cryptography (PQC) within its DSM product.
As global research in quantum computing accelerates, PQC algorithms are expected to become a critical component of secure computing frameworks.
โWe donโt invent cryptography; we implement whatโs proven,โ Kashyap said. โBut we also make sure our customers are ready for the post-quantum era when it arrives.โ
Real-World Flexibility
While the platform is designed for on-premises and sovereign use cases, Kashyap emphasized that it can also run in major cloud environments that already support confidential computing.
Enterprises operating across multiple regions can maintain consistent key management and encryption controls, either through centralized key hosting or replicated key clusters.
This flexibility allows organizations to shift AI workloads between data centers or cloud regionsโwhether for performance optimization, redundancy, or regulatory reasonsโwithout losing control over their sensitive information.
Fortanix converts usage into โcredits,โ which correspond to the number of AI instances running within a factory environment. The structure allows enterprises to scale incrementally as their AI projects grow.
Fortanix will showcase the joint platform at NVIDIA GTC, held October 27โ29, 2025, at the Walter E. Washington Convention Center in Washington, D.C. Visitors can find Fortanix at booth I-7 for live demonstrations and discussions on securing AI workloads in highly regulated environments.
About Fortanix
Fortanix Inc. was founded in 2016 in Mountain View, California, by Anand Kashyap and Ambuj Kumar, both former Intel engineers who worked on trusted execution and encryption technologies. The company was created to commercialize confidential computingโthen an emerging conceptโby extending the security of encrypted data beyond storage and transmission to data in active use, according to TechCrunch and the companyโs own About page.
Kashyap, who previously served as a senior security architect at Intel and VMware, and Kumar, a former engineering lead at Intel, drew on years of work in trusted hardware and virtualization systems. Their shared insight into the gap between research-grade cryptography and enterprise adoption drove them to found Fortanix, according to Forbes and Crunchbase.
Today, Fortanix is recognized as a global leader in confidential computing and data security, offering solutions that protect data across its lifecycleโat rest, in transit, and in use.
Fortanix serves enterprises and governments worldwide with deployments ranging from cloud-native services to high-security, air-gapped systems.
"Historically we provided encryption and key-management capabilities," Kashyap said. "Now weโre going further to secure the workload itselfโspecifically AIโso an entire AI pipeline can run protected with confidential computing. That applies whether the AI runs in the cloud or in a sovereign environment handling sensitive or regulated data.

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The post AccessGrid raises $4.4M to advance mobile access control appeared first on StartupHub.ai.
AccessGrid raised $4.4M to expand its mobile access control system that turns smartphones into secure digital keys for buildings.
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AIโs True Impact: Productivity, Not Layoffs, Driving CEO Agendas
The post AIโs True Impact: Productivity, Not Layoffs, Driving CEO Agendas appeared first on StartupHub.ai.
Despite widespread anxieties about artificial intelligence decimating the workforce, Steve Odland, CEO of The Conference Board, offers a more nuanced, and perhaps more optimistic, perspective: AI is not primarily a job killer, but a catalyst for productivity. He contends that while AI will profoundly reshape the professional landscape, current large-scale layoffs stem more from broader [โฆ]
The post AIโs True Impact: Productivity, Not Layoffs, Driving CEO Agendas appeared first on StartupHub.ai.
Google Backs AI Cybersecurity Startups in Latin America
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Dan Dolev, Mizuhoโs managing director and senior analyst covering the fintech and payments space, spoke with the host of CNBCโs โThe Exchangeโ following the announcement of a strategic partnership between PayPal and OpenAI. The discussion centered on the potential total addressable market for โagentic commerceโ and the specific upside for PayPal in this burgeoning domain, [โฆ]
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The transformative power of artificial intelligence, while heralding unprecedented innovation, is simultaneously catalyzing a profound restructuring of the tech workforce, a reality starkly illustrated by Amazonโs recent corporate layoffs. As CNBCโs MacKenzie Sigalos reported on โMoney Movers,โ Amazon is embarking on a multi-year efficiency drive, predominantly focused on โhollowing out layers of middle management.โ This [โฆ]
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(PR) NVIDIA to Build Seven New AI Supercomputers for U.S. Government
"We are at the dawn of the AI industrial revolution that will define the future of every industry and nation," said Jensen Huang, founder and CEO of NVIDIA. "It is imperative that America lead the race to the futureโthis is our generation's Apollo moment. The next wave of inventions, discoveries and progress will be determined by our nation's ability to scale AI infrastructure. Together with our partners, we are building the most advanced AI infrastructure ever created, ensuring that America has the foundation for a prosperous future, and that the world's AI runs on American innovation, openness and collaboration, for the benefit of all."
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TechPowerUp
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Researchers from leading supercomputing centers at national laboratories including Brookhaven National Laboratory, Fermi Laboratory, Lawrence Berkeley National Laboratory (Berkeley Lab), Los Alamos National Laboratory, MIT Lincoln Laboratory, the Department of Energy's Oak Ridge National Laboratory, Pacific Northwest National Laboratory and Sandia National Laboratories guided the development of NVQLink, helping accelerate next-generation work on quantum computing. NVQLink provides an open approach to quantum integration, supporting 17 QPU builders, five controller builders and nine U.S national labs.
Almost 90% of Windows Games Run on Linux, Notes Report
The most persistent obstacles are not obscure indies but anti-cheat middleware and contractual choices. Easy Anti-Cheat, BattlEye, and similar systems remain the primary gatekeepers for online multiplayer, and enabling them on Linux is often more a negotiation than a mere technical flip of a switch. When a studio approves Steam Deck support, desktop Linux compatibility frequently follows within a single build cycle, suggesting the code paths are already unified and only sign-off is pending.
(PR) Razer Unveils Huntsman V3 Pro and V3 Pro Tenkeyless 8KHz Esports Keyboards
"The Huntsman V3 Pro 8KHz is a reflection of our relentless pursuit of esports excellence. With the evolution of our Analog Optical Switches and the introduction of 8000 Hz HyperPolling, we've pushed performance to new heights," said Barrie Ooi, Head of Razer's PC Gaming Division. "It delivers the speed, control and precision that elite players demand. It's a showcase of what happens when engineering meets competitive ambition."
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TechPowerUp
- (PR) PNY Unveils CS3250 M.2 NVMe PCIe Gen 5 x4 SSD, Transforming Storage with Lightning-Fast Performance
(PR) PNY Unveils CS3250 M.2 NVMe PCIe Gen 5 x4 SSD, Transforming Storage with Lightning-Fast Performance
Enhanced Computing
Built for the future of computing, the CS3250 harnesses next-gen NVMe PCIe Gen 5 x4 technology to deliver next-level performance, making it the ultimate solution for powering AI image generation, AAA titles, and demanding workloads. Whether you are pushing the limits of creativity or performance, the CS3250 ensures lightning-fast load times, seamless multitasking, and unbeatable responsiveness, empowering professionals and enthusiasts alike - raising the bar for premium storage solutions.
(PR) Endorfy Presents Arx 500 White ARGB PC Case
Technology In Its Purest Form
Behind its beautiful form lies thoughtful engineering. The spacious interior can accommodate up to seven fans and radiators up to 360 mm, and it's compatible with ATX, microATX, and Mini-ITX motherboards. Straight out of the box, the case comes equipped with four pre-installed Stratus 140 White PWM ARGB fans, developed in collaboration with Synergy Cooling. Each operates between 200 and 1400 RPM, delivering not only excellent airflow but also silence.
Corsair delivers peak PCIe 5.0 speeds with its new MP700 PRO XT
Corsair extends its PCIe 5.0 offerings with its MP700 PRO XT and MP700 Micro Corsair has just added two new SSDs to its PCIe 5.0 storage lineup, promising high-end SSD performance and Microsoft DirectStorage support. Catering to the high-end market, Corsairโs new MP700 PRO XT SSD promises performance levels that reach the limits of the [โฆ]
The post Corsair delivers peak PCIe 5.0 speeds with its new MP700 PRO XT appeared first on OC3D.
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Latest from Windows Central
- ON THIS DAY: Windows 10 Mobile now on nearly 6 percent of all Windows Phones
ON THIS DAY: Windows 10 Mobile now on nearly 6 percent of all Windows Phones
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Latest from Windows Central
- Battlefield RedSec FAQ: Release date, cross-play, file size, and other questions about this new Battle Royale mode answered
Battlefield RedSec FAQ: Release date, cross-play, file size, and other questions about this new Battle Royale mode answered
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Latest from Windows Central
- Microsoft is reportedly being less than truthful about its OpenAI dealings โ hiding a $4.7 billion loss under "other expenses"
Microsoft is reportedly being less than truthful about its OpenAI dealings โ hiding a $4.7 billion loss under "other expenses"
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Latest from Windows Central
- Stop Guessing: All Battlefield 6 Redsec PC system requirements explained for the battle royale mode's launch
Stop Guessing: All Battlefield 6 Redsec PC system requirements explained for the battle royale mode's launch
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Latest from Windows Central
- OpenAI won't sever its ties with Microsoft, even after declaring AGI โ unless an independent expert panel verifies the claim
OpenAI won't sever its ties with Microsoft, even after declaring AGI โ unless an independent expert panel verifies the claim
Researchers find AI search pulls from the internet's fringes, not Google's top links
A new academic study comparing traditional web search results with those generated by AI-driven systems has found that generative AI tools frequently rely on less popular or unconventional sources. The findings underscore a growing divide between how conventional search engines and large language model-based systems gather and present online information.
Read Entire Article
Firefox will soon show search results directly in the address bar
According to Mozilla, the new feature will only display inline search results when Firefox has "high confidence" that they are relevant to the user's query. In each case, only the top result will appear alongside traditional search suggestions. Firefox will also show sponsored results (ads) if they are deemed "highly...
Read Entire Article
Not so fast: Latest analysis suggests iPhone Air production remains steady
The investor note, circulated on October 26, states that Apple's supply chain activity for the month showed no changes in iPhone Air production. TD Cowen's analysis โ based on what the firm described as "field work" within Apple's Asia-based production network โ found that assembly targets remained consistent with prior...
Read Entire Article
Chegg replaces CEO and cuts 45% of staff as AI decimates its one-time $12 billion business
Having started as a digital and physical textbook rental service, Chegg later expanded to offer homework help, tutoring, and study tools. It offers subscription services that cost between $15 and $20 per month.
Read Entire Article
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Wccftech
- NVIDIA Shows Next-Gen Vera Rubin Superchip For The First Time, Two Massive GPUs Primed For Production Next Year
NVIDIA Shows Next-Gen Vera Rubin Superchip For The First Time, Two Massive GPUs Primed For Production Next Year
NVIDIA has shown off its next-gen Vera Rubin Superchip for the first time at GTC in Washington, primed to spark the next wave of AI. NVIDIA Has Received Its First Rubin GPUs In The Labs, Ready For Vera Rubin Superchip Mass Production Next Year, Around The Same Time or Earlier At GTC October 2025, NVIDIA's CEO Jensen Huang showcased the next-gen Vera Rubin Superchip. This is the first time that we are seeing an actual sample of the motherboard, or Superchip as NVIDIA loves to call it, featuring the Vera CPU and two massive Rubin GPUs. The motherboard also hosts [โฆ]
Read full article at https://wccftech.com/nvidia-shows-next-gen-vera-rubin-superchip-two-massive-gpus-production-next-year/

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Wccftech
- NVIDIA Unveils a Massive Partnership With Nokia, Bringing Next-Gen 6G Connectivity By Leveraging the Power of AI
NVIDIA Unveils a Massive Partnership With Nokia, Bringing Next-Gen 6G Connectivity By Leveraging the Power of AI
NVIDIA has announced a surprise partnership with Nokia to bring 6G connectivity by utilizing the firm's new AI-RAN products, involving Grace CPUs and Blackwell GPUs. NVIDIA's Collaboration With Nokia Allows Merging CUDA & Computing Tech With Existing RAN Infrastructure Team Green has managed to integrate AI into everything mainstream, and it seems that the telecommunications industry is now expected to benefit from the next wave of AI's computing capabilities. At the GTC 2025 keynote, NVIDIA's CEO announced a pivotal partnership with Nokia, formally entering the race for achieving 6G connectivity through a new suite of AI-RAN products combined with Nokia's [โฆ]
Read full article at https://wccftech.com/nvidia-announces-a-massive-partnership-with-nokia-bringing-next-gen-6g-connectivity/

Amazon Game Studios Hit With โSignificantโ Cuts Amid Mass 14,000+ Layoff
Amazon is laying off more than 14,000 corporate jobs today, and per a report from Bloomberg, the video games division, Amazon Game Studios, is not immune to the cuts. While Amazon doesn't specify exactly how many people from its video games division will be laid off, a statement from Steve Boom, Amazon's head of audio, Twitch, and games, does call the cut "significant," and says that the cuts are happening despite Amazon being "proud" of the success it has had. While the studio's MMO, New World, isn't mentioned by name, the statement does say that Amazon is halting its game [โฆ]
Read full article at https://wccftech.com/amazon-video-game-division-hit-significant-cuts-amid-mass-14000-layoff/

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Wccftech
- Snapdragon 8 Elite Gen 6 Rumored To Get LPDDR6 RAM & UFS 5.0 Support For Faster AI Operations, But Tipster Shares Questionable Lithography Details
Snapdragon 8 Elite Gen 6 Rumored To Get LPDDR6 RAM & UFS 5.0 Support For Faster AI Operations, But Tipster Shares Questionable Lithography Details
Qualcomm will keep pace with Apple and announce its first 2nm chipset in late 2026, the Snapdragon 8 Elite Gen 6, directly succeeding the Snapdragon 8 Elite Gen 5. A tipster now shares some partial specifications of the chipset, claiming that it will feature LPDDR6 RAM and UFS 5.0 storage, bringing in a wave of improvements. However, the rumor also mentions that the Snapdragon 8 Elite Gen 6 will utilize TSMCโs more advanced โN2Pโย process, which has been refuted on a previous occasion. Based on TSMCโs 2nm production timeline, its N2 wafers will be available in higher volume for customers like [โฆ]
Read full article at https://wccftech.com/snapdragon-8-elite-gen-6-to-get-lpddr6-and-ufs-5-0-support-but-will-stick-with-tsmc-n2-process/

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Wccftech
- Final Fantasy VII Rebirth Zack Gameplay Overhaul Mod Will Introduce New Skills and Mechanics
Final Fantasy VII Rebirth Zack Gameplay Overhaul Mod Will Introduce New Skills and Mechanics
Zack Fair's gameplay in Final Fantasy VII Rebirth is set to be significantly expanded by a new mod introducing new mechanics and skill for an overhauled combat experience. This Zack gameplay overhaul mod is being developed by NSK, the modder behind the Zack and Sephiroth Combat Fix mod whichaddressed some issues for the two characters and expanded their possibilities when added to the regular combat party outside their small playable segments. Judging from the video showcase shared a few days ago on YouTube, the changes being made to Zack's gameplay are going to be significant, leveraging his unique Charge mechanics [โฆ]
Read full article at https://wccftech.com/final-fantasy-vii-rebirth-zack-gameplay-mod/

Battlefield 6 Season 1, Battlefield REDSEC Now Live, Full Season 1 Roadmap Revealed
It's a big day for Battlefield 6, with both its Season 1 update now live for players to jump into, and its new free-to-play battle royale mode, Battlefield REDSEC, also now available. EA and Battlefield Studios confirmed yesterday what was already rumored, that REDSEC would be revealed and launched today, and now it's here for all players on PC, PS5, and Xbox Series X/S. Once the gameplay trailer that was teased yesterday was over, the mode and the new season was officially live for all players to jump into, and we got our first major question of the day answered. [โฆ]
Read full article at https://wccftech.com/battlefield-6-season-1-battlefield-redsec-out-now-pc-ps5-xbox-series-x-s/

Lenovo Launches Legion Pro 27Q-10, The Cheapest QHD OLED Monitor At Just $337
The Pro 27Q-10 is probably the cheapest QHD OLED gaming monitor available on the market and is currently available for just 2,399 Yuan in China. Lenovo Debuts Legion Pro Series OLED Monitors, Starting at $337; Available in Both 2K and 4K Variants with Up To 280Hz Refresh Rate Competition in the OLED display category is getting aggressive, and while we already have some QHD OLED gaming monitors available for as low as $450-$500, Lenovo just brought the price to under $350. Lenovo is the most popular PC brand on earth, isn't just involved in desktops and laptops; it is also [โฆ]
Read full article at https://wccftech.com/lenovo-launches-legion-pro-27q-10-the-cheapest-qhd-oled-monitor-at-just-337/

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Wccftech
- President Trump to Meet NVIDIAโs CEO Jensen Huang at a Time When the U.S. & China Have Agreed on the Framework for a Trade Deal
President Trump to Meet NVIDIAโs CEO Jensen Huang at a Time When the U.S. & China Have Agreed on the Framework for a Trade Deal
President Trump is expected to meet with NVIDIA's CEO, Jensen Huang, during his visit to South Korea, where he will congratulate him on the firm's recent achievements. President Trump Will Congratulate NVIDIA On Producing The First Blackwell Chip Wafer In the US Well, the timing of a meeting between President Trump and Jensen Huang is indeed a 'massive' coincidence, to say the least, especially since both the US and China have agreed on a trade deal framework, which is expected to reduce hostilities between the two nations. While speaking with business leaders in Tokyo, Japan, President Trump announced his meeting [โฆ]
Read full article at https://wccftech.com/president-trump-to-meet-nvidia-ceo-jensen-huang/

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Wccftech
- Microsoft Will No Longer Have Any Say In OpenAIโs Upcoming โApple iPhone Killerโ Consumer Device Decisions
Microsoft Will No Longer Have Any Say In OpenAIโs Upcoming โApple iPhone Killerโ Consumer Device Decisions
OpenAI has been working for quite a while now with the famous Apple designer, Jony Ive, to come up with a consumer AI device, one that would supposedly render smartphones obsolete, devastating Apple's legendary moat around its iPhones in the process. Now, we have just received the clearest sign yet that OpenAI is indeed working on such a device. What's more, Microsoft will no longer exercise any influence over the upcoming "Apple iPhone killer." OpenAI and Microsoft have successfully renegotiated their tie-up, removing the latter's influence over the former's upcoming "Apple iPhone killer" consumer device, among other things Microsoft and [โฆ]
Read full article at https://wccftech.com/microsoft-will-no-longer-have-any-say-in-openais-upcoming-apple-iphone-killer-consumer-device-decisions/

Sandbox Racer Wreckreation Out Now on PC, PS5, and Xbox Series X/S
Wrekcreation, the sandbox open-world arcade racing game from Three Fields Entertainment, a studio founded by former Criterion developers who worked on the Burnout series, is out now on PC, PS5, and Xbox Series X/S. Published by THQ Nordic, Wreckreation gives players the freedom to create whatever kinds of tracks they want, from the kinds of things you'd only expect to see in Hot Wheels Unleashed to something super realistic if that's more your speed, and race the wide variety of vehicles on them to your heart's content. With more than 400 square kilometres of space to create tracks in and [โฆ]
Read full article at https://wccftech.com/sandbox-racer-wreckreation-out-now-pc-ps5-xbox-series/

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Wccftech
- Smart Glasses Can Be The Future Of Chip Manufacturing And Smartphone & AI GPU Production, Says Vuzixโs Enterprise Solutions Head
Smart Glasses Can Be The Future Of Chip Manufacturing And Smartphone & AI GPU Production, Says Vuzixโs Enterprise Solutions Head
The advent of AI and Meta's launch of its smart glasses have injected fresh air into the sector after Google decided to shelve its smart glasses in 2023, the sector has seen increased interest. In fact, Meta CEO Mark Zuckerberg has gone as far as to suggest that courtesy of AI, users who do not use smart glasses can find themselves at a cognitive disadvantage. To understand the smart glasses industry and how the gadgets can impact consumer electronics manufacturing, semiconductor fabrication and AI GPU production, we decided to talk to Vuzix Corporation's President, Enterprise Solutions Dr. Chris Parkinson. Vuzix [โฆ]
Read full article at https://wccftech.com/smart-glasses-can-be-the-future-of-chip-manufacturing-and-smartphone-ai-gpu-production-says-vuzixs-enterprise-solutions-head/

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Wccftech
- Intel Foundry Reportedly in Bold Pursuit of Former TSMC Executive Who Drove the Companyโs High-End Chip Breakthroughs
Intel Foundry Reportedly in Bold Pursuit of Former TSMC Executive Who Drove the Companyโs High-End Chip Breakthroughs
TSMC's former SVP, known for his key role in driving the Taiwan giant's chip technologies, is reportedly being pursued to join Intel Foundry, which could be a significant hiring move for Team Blue. Intel's Pursuit of TSMC's Former Executive Shows the Firm's 'Hunger' Towards a Comeback in the Chip Industry Intel has been scaling up its chipmaking ambitions since the change in leadership, and under CEO Lip-Bu Tan, the foundry division has vowed to gain recognition in the semiconductor industry. Structural changes are being made within the department, including adjustments to the management hierarchy and the approach towards specific chip [โฆ]
Read full article at https://wccftech.com/intel-foundry-reportedly-pursuing-former-tsmc-executive/

Guild Wars 2: Visions of Eternity Expansion Out Now on PC
Developer ArenaNet has launched the sixth major expansion for Guild Wars 2 today, with Visions of Eternity now available to players on PC. Visions of Eternity adds a new island to explore called Castora, with two new maps to explore, a new storyline, and plenty more. The new storyline kicks off with whispers and rumors of the island of Castora, with the Tyrian Alliance stepping in to uncover more about the magical island once they discover that the Inquest has begun sniffing around for Castora. Alongside two new maps included with the new expansion, Shipwreck Strand and Starlit Weald, players [โฆ]
Read full article at https://wccftech.com/guild-wars-2-visions-of-eternity-expansion-out-now-pc/

Tampo โ Manage team and personal tasks in one app
Tampo is a modern task and team management platform built for startups and growing teams. It helps you organize projects, assign tasks, and collaborate seamlesslyโall in one place. With features like multi-user assignments, real-time tracking, and smart filters, Tampo simplifies team coordination without sacrificing power. Designed to be fast, intuitive, and mobile-friendly, Tampo is the productivity partner your team needs to get more done, together.
Bill Gates urges world to โrefocusโ climate goals, pushes back on emissions targets

Less than two weeks ahead of the United Nations climate conference, Bill Gates posted a memo on his personal blog encouraging folks to just calm down about climate change.
โAlthough climate change will have serious consequences โ particularly for people in the poorest countries โ it will not lead to humanityโs demise. People will be able to live and thrive in most places on Earth for the foreseeable future,โ Gates wrote.
The missive seems to run counter to earlier climate actions taken by the Microsoft co-founder and billionaire, but also echoes Gatesโ long-held priorities and perspectives. In some regards, itโs the framing, timing and broader political context that heighten the memoโs impact.
What the world needs to do, he said, is to shift the goals away from reducing carbon emissions and keeping warming below agreed-upon temperature targets.
โThis is a chance to refocus on the metric that should count even more than emissions and temperature change: improving lives,โ he wrote. โOur chief goal should be to prevent suffering, particularly for those in the toughest conditions who live in the worldโs poorest countries.โ
More than four years ago, Gates published โHow to Avoid a Climate Disaster,โ a book highlighting the urgency and necessity of cutting carbon emissions and promoting the need to reduce โgreen premiumsโ in order to make climate friendly technologies as cheap as unsustainable alternatives.
โItโll be tougher than anything humanityโs ever done, and only by staying constant in working on this over the next 30 years do we have a chance to do it,โ Gates told GeekWire in 2021. โHaving some people who think itโs easy will be an impediment. Having people who think that itโs not important will be an impediment.โ
Gatesโ clean energy efforts go back even earlier. In 2006 he helped launch the next-gen nuclear company TerraPower, which is currently building its first reactor in Wyoming. In 2015 he founded Breakthrough Energy Ventures, a $1 billion fund to support carbon-cutting startups, which evolved into Breakthrough Energy, an umbrella organization tackling clean tech policies, funding for researchers and data generation.
Earlier this year, however, Gates began taking steps that suggested a cooling commitment to the challenge.
Roughly two months after President Trump took office in January, and as clean energy policies and funding began getting axed, Breakthrough Energy laid off staff. In May Gates announced he would direct nearly all of his wealth to his eponymous global health foundation, deploying $200 billion through the organization over two decades.
At the same time, many of the key points in the memo published today reflect statements that Gates has made in the past.
In both his new post and at a 2022 global climate summit organized in Seattle by Breakthrough Energy, Gates urged people to focus on reducing green premiums more than on cutting emissions as a key benchmark.
โIf you keep the primary measures, which is the emissions reductions in the near term, youโre going to be very depressed,โ Gates said. At his summit talk, he shared optimism that new innovations were arriving quickly and would address climate challenges.
A curious paradox in Gatesโ stance is the reality that people living in lower-income nations and in regions important to the Gates Foundation are often hardest hit by the rising temperatures and natural disasters that are stoked by increased carbon emissions.
Gates acknowledged that truth in his post this week, and said that solutions such as engineering drought tolerant crops and making air conditioning more widespread can address some of those harms. At the Seattle summit three years ago, one of the Breakthrough Energy executives likewise said the organization was going to increase its investment into technologies for adapting to climate change.
On Nov. 10, global climate leaders will meet in Brazil for COP30 to discuss climate progress and issues. Gates has often attended the event, but the New York Times reported that wonโt be the case this year.
UN efforts meanwhile continue to emphasize the importance of reducing emissions. A statement today from the organization notes that while carbon emissions are curving downward, itโs not happening fast enough.
The world needs to raise its climate ambitions, the statement continues, โto avoid the worst climate impacts by limiting warming to 1.5ยฐC this century, as science demands.โ
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VentureBeat
- GitHub's Agent HQ aims to solve enterprises' biggest AI coding problem: Too many agents, no central control
GitHub's Agent HQ aims to solve enterprises' biggest AI coding problem: Too many agents, no central control
GitHub is making a bold bet that enterprises don't need another proprietary coding agent: They need a way to manage all of them.
At its Universe 2025 conference, the Microsoft-owned developer platform announced Agent HQ. The new architecture transforms GitHub into a unified control plane for managing multiple AI coding agents from competitors including Anthropic, OpenAI, Google, Cognition and xAI. Rather than forcing developers into a single agent experience, the company is positioning itself as the essential orchestration layer beneath them all.
Agent HQ represents GitHub's attempt to apply its collaboration platform approach to AI agents. Just as the company transformed Git, pull requests and CI/CD into collaborative workflows, it's now trying to do the same with a fragmented AI coding landscape.
The announcement marks what GitHub calls the transition from "wave one" to "wave two" of AI-assisted development. According to GitHub's Octoverse report, 80% of new developers use Copilot in their first week and AI has helped to lead to a large increase overall in the use of the GitHub platform.
"Last year, the big announcements for us, and what we were saying as a company, is wave one is done, that was kind of code completion," GitHub's COO Mario Rodriguez told VentureBeat. "We're into this wave two era, [which] is going to be multimodal, it's going to be agentic and it's going to have these new experiences that will feel AI native."
What is Agent HQ?
GitHub already updated its GitHub Copilot coding tool for the agentic era with the debut of GitHub Copilot Agent in May.
Agent HQ transforms GitHub into an open ecosystem that unites multiple AI coding agents on a single platform. Over the coming months, coding agents from Anthropic, OpenAI, Google, Cognition, xAI and others will become available directly within GitHub as part of existing paid GitHub Copilot subscriptions.
The architecture maintains GitHub's core primitives. Developers still work with Git, pull requests and issues. They still use their preferred compute, whether GitHub Actions or self-hosted runners. What changes is the layer above: agents from multiple vendors can now operate within GitHub's security perimeter, using the same identity controls, branch permissions and audit logging that enterprises already trust for human developers.
This approach differs fundamentally from standalone tools. When developers use Cursor or grant repository access to Claude, those agents typically receive broad permissions across entire repositories. Agent HQ compartmentalizes access at the branch level and wraps all agent activity in enterprise-grade governance controls.
Mission Control: One interface for all agents
At the heart of Agent HQ is Mission Control. It's a unified command center that appears consistently across GitHub's web interface, VS Code, mobile apps and the command line. Through Mission Control, developers can assign work to multiple agents simultaneously. They can track progress and manage permissions, all from a single pane of glass.
The technical architecture addresses a critical enterprise concern: Security. Unlike standalone agent implementations where users must grant broad repository access, GitHub's Agent HQ implements granular controls at the platform level.
"Our coding agent has a set of security controls and capabilities that are built natively into the platform, and that's what we're providing to all of these other agents as well," Rodriguez explained. "It runs with a GitHub token that is very locked down to what it can actually do."
Agents operating through Agent HQ can only commit to designated branches. They run within sandboxed GitHub Actions environments with firewall protections. They operate under strict identity controls. Rodriguez explained that even if an agent goes rogue, the firewall prevents it from accessing external networks or exfiltrating data unless those protections are explicitly disabled.
Technical differentiation: MCP integration and custom agents
Beyond managing third-party agents, GitHub is introducing two technical capabilities that set Agent HQ apart from alternative approaches like Cursor's standalone editor or Anthropic's Claude integration.
Custom agents via AGENTS.md files: Enterprises can now create source-controlled configuration files that define specific rules, tools and guardrails for how Copilot behaves. For example, a company could specify "prefer this logger" or "use table-driven tests for all handlers." This permanently encodes organizational standards without requiring developers to re-prompt every time.
"Custom agents have an immense amount of product market fit within enterprises, because they could just codify a set of skills that the coordination can do, then standardize on those and get really high quality output," Rodriguez said.
The AGENTS.md specification allows teams to version control their agent behavior alongside their code. When a developer clones a repository, they automatically inherit the custom agent rules. This solves a persistent problem with AI coding tools: Inconsistent output quality when different team members use different prompting strategies.
Native Model Context Protocol (MCP) support: VS Code now includes a GitHub MCP Registry. Developers can discover, install and enable MCP servers with a single click. They can then create custom agents that combine these tools with specific system prompts.
This positions GitHub as the integration point between the emerging MCP ecosystem and actual developer workflows. MCP, introduced by Anthropic but rapidly gaining industry support, is becoming a de facto standard for agent-to-tool communication. By supporting the full specification, GitHub can orchestrate agents that need access to external services without each agent implementing its own integration logic.
Plan Mode and agentic code review
GitHub is also shipping new capabilities within VS Code itself. Plan Mode allows developers to collaborate with Copilot on building step-by-step project approaches. The AI asks clarifying questions before any code is written. Once approved, the plan can be executed either locally in VS Code or by cloud-based agents.
The feature addresses a common failure mode in AI coding: Beginning implementation before requirements are fully understood. By forcing an explicit planning phase, GitHub aims to reduce wasted effort and improve output quality.
More significantly, GitHub's code review feature is becoming agentic. The new implementation will use GitHub's CodeQL engine, which previously largely focused on security vulnerabilities to identify bugs and maintainability issues. The code review agent will automatically scan agent-generated pull requests before human review. This creates a two-stage quality gate.
"Our code review agent will be able to make calls into the CodeQL engine to then find a set of bugs," Rodriguez explained. "We're extending the engine and we're going to be able to tap into that engine also to find bugs."
Enterprise considerations: What to do now
For enterprises already deploying multiple AI coding tools, Agent HQ offers a path to consolidation without forcing tool elimination.
GitHub's multi-agent approach provides vendor flexibility and reduces lock-in risk. Organizations can test multiple agents within a unified security perimeter and switch providers without retraining developers. The tradeoff is potentially less optimized experiences compared to specialized tools that tightly integrate UI and agent behavior.
Rodriguez's recommendation is clear: Begin with custom agents. This allows enterprises to codify organizational standards that agents follow consistently. Once established, organizations can layer in additional third-party agents to expand capabilities.
"Go and do agent coding, custom agents and start playing with that," he said. "That is a capability available tomorrow, and it allows you to really start shaping your SDLC to be personalized to you, your organization and your people."

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VentureBeat
- Intuit learned to build AI agents for finance the hard way: Trust lost in buckets, earned back in spoonfuls
Intuit learned to build AI agents for finance the hard way: Trust lost in buckets, earned back in spoonfuls
Building AI for financial software requires a different playbook than consumer AI, and Intuit's latest QuickBooks release provides an example.
The company has announced Intuit Intelligence, a system that orchestrates specialized AI agents across its QuickBooks platform to handle tasks including sales tax compliance and payroll processing. These new agents augment existing accounting and project management agents (which have also been updated) as well as a unified interface that lets users query data across QuickBooks, third-party systems and uploaded files using natural language.
The new development follow years of investment and improvement in Intuit's GenOS, allowing the company to build AI capabilities that reduce latency and improve accuracy.
But the real news isn't what Intuit built โ it's how they built it and why their design decisions will make AI more usable. The company's latest AI rollout represents an evolution built on hard-won lessons about what works and what doesn't when deploying AI in financial contexts.
What the company learned is sobering: Even when its accounting agent improved transaction categorization accuracy by 20 percentage points on average, they still received complaints about errors.
"The use cases that we're trying to solve for customers include tax and finance; if you make a mistake in this world, you lose trust with customers in buckets and we only get it back in spoonfuls," Joe Preston, Intuit's VP of product and design, told VentureBeat.
The architecture of trust: Real data queries over generative responses
Intuit's technical strategy centers on a fundamental design decision. For financial queries and business intelligence, the system queries actual data, rather than generating responses through large language models (LLMs).
Also critically important: That data isn't all in one place. Intuit's technical implementation allows QuickBooks to ingest data from multiple distinct sources: native Intuit data, OAuth-connected third-party systems like Square for payments and user-uploaded files such as spreadsheets containing vendor pricing lists or marketing campaign data. This creates a unified data layer that AI agents can query reliably.
"We're actually querying your real data," Preston explained. "That's very different than if you were to just copy, paste out a spreadsheet or a PDF and paste into ChatGPT."
This architectural choice means that the Intuit Intelligence system functions more as an orchestration layer. It's a natural language interface to structured data operations. When a user asks about projected profitability or wants to run payroll, the system translates the natural language query into database operations against verified financial data.
This matters because Intuit's internal research has uncovered widespread shadow AI usage. When surveyed, 25% of accountants using QuickBooks admitted they were already copying and pasting data into ChatGPT or Google Gemini for analysis.
Intuit's approach treats AI as a query translation and orchestration mechanism, not a content generator. This reduces the hallucination risk that has plagued AI deployments in financial contexts.
Explainability as a design requirement, not an afterthought
Beyond the technical architecture, Intuit has made explainability a core user experienceย across its AI agents. This goes beyond simply providing correct answers: It means showing users the reasoning behind automated decisions.
When Intuit's accounting agent categorizes a transaction, it doesn't just display the result; it shows the reasoning. This isn't marketing copy about explainable AI, it's actual UI displaying data points and logic.
"It's about closing that trust loop and making sure customers understand the why," Alastair Simpson, Intuit's VP of design, told VentureBeat.
This becomes particularly critical when you consider Intuit's user research: While half of small businesses describe AI as helpful, nearly a quarter haven't used AI at all. The explanation layer serves both populations: Building confidence for newcomers, while giving experienced users the context to verify accuracy.
The design also enforces human control at critical decision points. This approach extends beyond the interface. Intuit connects users directly with human experts, embedded in the same workflows, when automation reaches its limits or when users want validation.
Navigating the transition from forms to conversations
One of Intuit's more interesting challenges involves managing a fundamental shift in user interfaces. Preston described it as having one foot in the past and one foot in the future.
"This isn't just Intuit, this is the market as a whole," said Preston. "Today we still have a lot of customers filling out forms and going through tables full of data. We're investing a lot into leaning in and questioning the ways that we do it across our products today, where you're basically just filling out, form after form, or table after table, because we see where the world is headed, which is really a different form of interacting with these products."
This creates a product design challenge: How do you serve users who are comfortable with traditional interfaces while gradually introducing conversational and agentic capabilities?
Intuit's approach has been to embed AI agents directly into existing workflows. This means not forcing users to adopt entirely new interaction patterns. The payments agent appears alongside invoicing workflows; the accounting agent enhances the existing reconciliation process rather than replacing it. This incremental approach lets users experience AI benefits without abandoning familiar processes.
What enterprise AI builders can learn from Intuit's approach
Intuit's experience deploying AI in financial contexts surfaces several principles that apply broadly to enterprise AI initiatives.
Architecture matters for trust: In domains where accuracy is critical, consider whether you need content generation or data query translation. Intuit's decision to treat AI as an orchestration and natural language interface layer dramatically reduces hallucination risk and avoids using AI as a generative system.
Explainability must be designed in, not bolted on: Showing users why the AI made a decision isn't optional when trust is at stake. This requires deliberate UX design. It may constrain model choices.
User control preserves trust during accuracy improvements: Intuit's accounting agent improved categorization accuracy by 20 percentage points. Yet, maintaining user override capabilities was essential for adoption.
Transition gradually from familiar interfaces: Don't force users to abandon forms for conversations. Embed AI capabilities into existing workflows first. Let users experience benefits before asking them to change behavior.
Be honest about what's reactive versus proactive: Current AI agents primarily respond to prompts and automate defined tasks. True proactive intelligence that makes unprompted strategic recommendations remains an evolving capability.
Address workforce concerns with tooling, not just messaging: If AI is meant to augment rather than replace workers, provide workers with AI tools. Show them how to leverage the technology.
For enterprises navigating AI adoption, Intuit's journey offers a clear directive. The winning approach prioritizes trustworthiness over capability demonstrations. In domains where mistakes have real consequences, that means investing in accuracy, transparency and human oversight before pursuing conversational sophistication or autonomous action.
Simpson frames the challenge succinctly: "We didn't want it to be a bolted-on layer. We wanted customers to be in their natural workflow, and have agents doing work for customers, embedded in the workflow."

-
GeekWire
- Fergusonโs AI balancing act: Washington governor wants to harness innovation while minimizing harms
Fergusonโs AI balancing act: Washington governor wants to harness innovation while minimizing harms

Washington state Gov. Bob Ferguson is threading the needle when it comes to artificial intelligence.
Ferguson made a brief appearance at the opening reception for Seattle AI Week on Monday evening, speaking at AI House on Pier 70 about his approach to governing the consequential technology.
โI view my job as maximizing the benefits and minimizing harms,โ said Ferguson, who took office earlier this year.
Ferguson called AI one of the โtop five biggest challengesโ he thinks about daily, both professionally and personally.
In a follow-up interview with GeekWire, the governor said AI โcould totally transform our government, as well as the private sector, in many ways.โ
His comments came just as Amazon, the largest employer in Washington state, said it would eliminate about 14,000 corporate jobs, citing a need to reduce bureaucracy and become more efficient in the new era of artificial intelligence.
Ferguson told the crowd that the future of work and โloss of jobs that come with the technologyโ is on his mind.
The governor highlighted Washingtonโs AI Task Force, created during his tenure as attorney general, which is studying issues from algorithmic bias to data security. The groupโs next set of recommendations arrives later this year and could shape upcoming legislation, he said.
States are moving ahead with their own AI rules in the absence of a comprehensive federal framework. Washington appears to sit in the pragmatic middle of this fast-moving regulatory landscape โ using executive action and an expert task force to build guidelines, while watching experiments in states such as California and Colorado.
Seattle city leaders also getting involved. Seattle Mayor Bruce Harrell last monthย announcedย a โresponsible AI planโ that provides guidelines for Seattleโs use of artificial intelligence and its support of the AI tech sector as an economic driver.

Ferguson said heโs aware of how AI can โreally revolutionize our economy and state in so many ways,โ from healthcare to education to wildfire detection.
But he also flagged his concerns โ both as a policymaker and parent. The governor, who has 17-year-old twins, said he worries about the technologyโs impact on young people, referencing reports of teen suicides linked to AI chatbots.
Despite those concerns, Ferguson maintained an upbeat tone during his remarks at Seattle AI Week, citing the regionโs technical talent and economic opportunity from the technology.
He noted that the state, amid a $16 billion budget shortfall this year, kept $300,000 in funding for the AI House, the new waterfront startup hub that hosted Mondayโs event.
โThere is no better place anywhere in the United States for this innovation than right here in the Northwest,โ he said.
Related: A tale of two Seattles in the age of AI: Harsh realities and new hope for the tech community
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GeekWire
- Helion gives behind-the-scenes tour of secretive 60-foot fusion prototype as it races to deployment
Helion gives behind-the-scenes tour of secretive 60-foot fusion prototype as it races to deployment

EVERETT, Wash. โ In an industrial stretch of Everett is a boxy, windowless building called Ursa. Inside that building is a vault built from concrete blocks up to 5 feet thick with an additional layer of radiation-absorbing plastic. Within that vault is Polaris, a machine that could change the world.
Helion Energy is trying to replicate the physics that fuel the sun and the stars โ hence the celestial naming theme โ to provide nearly limitless power on earth through fusion reactions.
The company recently invited a small group of journalists to visit its headquarters and see Polaris, which is the seventh iteration of its fusion generator and the prototype for a commercial facility called Orion that broke ground this summer in Malaga in Central Washington.

Few people outside of Helion have been provided such access; photographs were not allowed.
โWe run these systems right now at 100 million degrees, about 10 times the temperature of the sun, and compress them to high pressureโฆ the same pressure as the bottom of the Marianas Trench,โ said Helion CEO and co-founder David Kirtley, referencing the deepest part of the ocean.
Polaris and its vault occupy a relative small footprint inside of Ursa. The majority of the space is filled with 2,500 power units. Theyโre configured into 4-foot-by-4-foot pallets, lined up in rows and stacked seven high. The units are packed with capacitors that are charged from the grid to provide super high intensity pulses of electricity โ 100 gigawatts of peak power โ that create the temperatures and pressure needed for fusion reactions.
All of that energy is carried through miles and miles of coaxial cables filled with copper, aluminum and custom-metal alloys. End-to-end, the cables would stretch across Washington state and back again โ roughly 720 miles. They flow in thick, black bundles from the pallets into the vault. They curl on the floor in giant heaps before connecting to the tubular-shaped, 60-foot-long Polaris generator.
The ultimate goal is for the generator to force lightweight ions to fuse, creating a super hot plasma that expands, pushing on a magnetic field that surrounds it. The energy created by that expansion is directly captured and carried back the capacitors to recharge them so the process can be repeated over and over again.
And the small amount of extra power thatโs produced by fusion goes into the electrical grid for others to use โ or at least thatโs the plan for the future.
โWorth being aggressiveโ

Helion is a contender in a global race to generate fusion power for a rapidly escalating demand for electricity, driven in part by data centers and AI. No one so far has been able to make and capture enough energy from fusion to commercialize the process, but dozens of companies โ including three other competitors in the Pacific Northwest โ are trying.
The company aims by 2028 to begin producing energy at the Malaga site, which Microsoft has agreed to purchase. If it hits this extremely ambitious target โ and many are highly skeptical โ it could be the worldโs first company to do so.
โThere is a level of risk, of being aggressive with program development, new technology and timelines,โ Kirtley said. โBut I think itโs worth it. Fusion is the same process that happens in the stars. It has the promise of very low cost electricity thatโs clean and safe and base load and always on. And so itโs worth being aggressive.โ
Some in the sector worry that Helion will miss the mark and cast doubt on a sector that is working hard to prove itself. At a June event, the head of R&D for fusion competitor Zap Energy questioned Helionโs deadline.
โI donโt see a commercial application in the next few years happening,โ said Ben Levitt. โThere is a lot of complicated science and engineering still to be discovered and to be applied.โ
Others are willing to take the bet. Helion has raised more than $1 billion from investors that include SoftBank, Lightspeed Venture Partners and Sam Altman, who is OpenAIโs CEO and co-founder, as well as Helionโs longtime chair of its board of directors. The company is able to unlock an additional $1.8 billion if it hits Polaris milestones.
The generator has been operating since December, running all day, five days a week, creating fusion, Kirtley said.
Energy without ignition

Helion is highly cautious โ some would say too cautious โ in sharing details on its progress. Helion officials say they must hold their tech close to the vest as Chinese competitors have stolen pieces of their intellectual property; critics say the secrecy makes it difficult for the scientific community to verify their likelihood of success in a very risky, highly technical field.
In August, Kirtley shared an online post about Helionโs power-producing strategy, which upends the conventional approach.
Most efforts are trying to achieve ignition in their fusion generators, which is a condition where the reactions produce more power than is required for fusion to occur. This feat was first accomplished at a national lab in California in 2022 โ but it still wasnโt enough energy that one could put electricity on the grid.
Helion is not aiming for ignition but rather for a system that is so efficient it can capture enough energy from fusion without reaching that state.
Kirtley compares the strategy for producing power to regenerative braking in electric vehicles. Simply put, an EVโs battery gets the car moving, and regenerative braking by the driver puts energy back into the battery to help it run longer. In the fusion generator, the capacitors provide that initial power, and the fusion reaction resupplies the energy and a little bit more.
โWe can recover electricity at high efficiency,โ Kirtley said. Compared to other commercial fusion approaches, โwe require a lot less fusion. Fusion is the hard part. My goal, ironically, is to do the minimum amount of fusion that we can deliver a product to the customer and generate electricity.โ

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Google Business Profiles Whatโs happening feature expands
Google has expanded the Whatโs happening feature within Google Business Profiles to restaurants and bars in the United Kingdom, Canada, Australia, and New Zealand. It is now available for multi-location restaurants, not just single-location restaurants.
The Whatโs happening feature launched back in May as a way for some businesses to highlight events, deals, and specials prominently at the top of your Google Business Profile. Now, Google is bringing it to more countries.
What Google said. Googleโs Lisa Landsman wrote on LinkedIn:
How do you promote your โTaco Tuesdayโ in Toledo and your โHappy Hourโ in Houstonโฆ right when locals are searching for a place to go?
Iโm excited to share that the Google Business Profile feature highlighting whatโs happening at your business, such as timely events, specials and deals, has now rolled out for multi-location restaurants & bars across the US, UK, CA, AU & NZ! (It was previously only available for single-location restaurants)
This is a great option for driving real-time foot traffic. It automatically surfaces the unique specials, live music, or events youโre already promoting at a specific location, catching customers at the exact moment theyโre deciding where to eat or grab a cocktail.
What it looks like. Here is a screenshot of this feature:

More details. Googleโs Lisa Landsman added, โWeโve already seen excellent results from testing and look forward to hearing how this works for you!โ
Availability. This feature is only available for restaurants & bars. Google said it hopes to expand to more categories soon. It is also only available in the United States, United Kingdom, Canada, Australia, and New Zealand.
The initial launch was for single-location Food and Drink businesses in the U.S., UK, Australia, Canada, and New Zealand. It is now available for multi-location restaurants, not just single-location restaurants.
Why we care. If you manage restaurants and/or bars, this may be a new way to get more attention and visitors to your business from Google Search. Now, if you manage multi-location restaurants or bars, you can leverage this feature.
-
Search Engine Land
- LLM optimization in 2026: Tracking, visibility, and whatโs next for AI discovery
LLM optimization in 2026: Tracking, visibility, and whatโs next for AI discovery
Marketing, technology, and business leaders today are asking an important question: how do you optimize for large language models (LLMs) like ChatGPT, Gemini, and Claude?ย
LLM optimization is taking shape as a new discipline focused on how brands surface in AI-generated results and what can be measured today.ย
For decision makers, the challenge is separating signal from noise โ identifying the technologies worth tracking and the efforts that lead to tangible outcomes.
The discussion comes down to two core areas โ and the timeline and work required to act on them:
- Tracking and monitoring your brandโs presence in LLMs.
- Improving visibility and performance within them.
Tracking: The foundation of LLM optimization
Just as SEO evolved through better tracking and measurement, LLM optimization will only mature once visibility becomes measurable.ย
Weโre still in a pre-Semrush/Moz/Ahrefs era for LLMs.ย
Tracking is the foundation of identifying what truly works and building strategies that drive brand growth.ย
Without it, everyone is shooting in the dark, hoping great content alone will deliver results.
The core challenges are threefold:
- LLMs donโt publish query frequency or โsearch volumeโ equivalents.
- Their responses vary subtly (or not so subtly) even for identical queries, due to probabilistic decoding and prompt context.
- They depend on hidden contextual features (user history, session state, embeddings) that are opaque to external observers.
Why LLM queries are different
Traditional search behavior is repetitive โ millions of identical phrases drive stable volume metrics. LLM interactions are conversational and variable.ย
People rephrase questions in different ways, often within a single session. That makes pattern recognition harder with small datasets but feasible at scale.ย
These structural differences explain why LLM visibility demands a different measurement model.
This variability requires a different tracking approach than traditional SEO or marketing analytics.
The leading method uses a polling-based model inspired by election forecasting.
The polling-based model for measuring visibility
A representative sample of 250โ500 high-intent queries is defined for your brand or category, functioning as your population proxy.ย
These queries are run daily or weekly to capture repeated samples from the underlying distribution of LLM responses.

Tracking tools record when your brand and competitors appear as citations (linked sources) or mentions (text references), enabling share of voice calculations across all competitors.ย
Over time, aggregate sampling produces statistically stable estimates of your brand visibility within LLM-generated content.
Early tools providing this capability include:
- Profound.
- Conductor.
- OpenForge.

Consistent sampling at scale transforms apparent randomness into interpretable signals.ย
Over time, aggregate sampling provides a stable estimate of your brandโs visibility in LLM-generated responses โ much like how political polls deliver reliable forecasts despite individual variations.
Building a multi-faceted tracking framework
While share of voice paints a picture of your presence in the LLM landscape, it doesnโt tell the complete story.ย
Just as keyword rankings show visibility but not clicks, LLM presence doesnโt automatically translate to user engagement.ย
Brands need to understand how people interact with their content to build a compelling business case.
Because no single tool captures the entire picture, the best current approach layers multiple tracking signals:
- Share of voice (SOV) tracking: Measure how often your brand appears as mentions and citations across a consistent set of high-value queries. This provides a benchmark to track over time and compare against competitors.
- Referral tracking in GA4: Set up custom dimensions to identify traffic originating from LLMs. While attribution remains limited today, this data helps detect when direct referrals are increasing and signals growing LLM influence.
- Branded homepage traffic in Google Search Console: Many users discover brands through LLM responses, then search directly in Google to validate or learn more. This two-step discovery pattern is critical to monitor. When branded homepage traffic increases alongside rising LLM presence, it signals a strong causal connection between LLM visibility and user behavior. This metric captures the downstream impact of your LLM optimization efforts.
Nobody has complete visibility into LLM impact on their business today, but these methods cover all the bases you can currently measure.
Be wary of any vendor or consultant promising complete visibility. That simply isnโt possible yet.
Understanding these limitations is just as important as implementing the tracking itself.
Because no perfect models exist yet, treat current tracking data as directional โ useful for decisions, but not definitive.

Dig deeper: In GEO, brand mentions do what links alone canโt
Estimating LLM โsearch volumeโ
Measuring LLM impact is one thing. Identifying which queries and topics matter most is another.
Compared to SEO or PPC, marketers have far less visibility. While no direct search volume exists, new tools and methods are beginning to close the gap.
The key shift is moving from tracking individual queries โ which vary widely โ to analyzing broader themes and topics.ย
The real question becomes: which areas is your site missing, and where should your content strategy focus?
To approximate relative volume, consider three approaches:
Correlate with SEO search volume
Start with your top-performing SEO keywords.ย
If a keyword drives organic traffic and has commercial intent, similar questions are likely being asked within LLMs. Use this as your baseline.
Layer in industry adoption of AI
Estimate what percentage of your target audience uses LLMs for research or purchasing decisions:
- High AI-adoption industries: Assume 20-25% of users leverage LLMs for decision-making.
- Slower-moving industries: Start with 5-10%.
Apply these percentages to your existing SEO keyword volume. For example, a keyword with 25,000 monthly searches could translate to 1,250-6,250 LLM-based queries in your category.
Using emerging inferential tools
New platforms are beginning to track query data through API-level monitoring and machine learning models.ย
Accuracy isnโt perfect yet, but these tools are improving quickly. Expect major advancements in inferential LLM query modeling within the next year or two.
Optimizing for LLM visibility
The technologies that help companies identify what to improve are evolving quickly.ย
While still imperfect, theyโre beginning to form a framework that parallels early SEO development, where better tracking and data gradually turned intuition into science.
Optimization breaks down into two main questions:
- What content should you create or update, and should you focus on quality content, entities, schema, FAQs, or something else?
- How should you align these insights with broader brand and SEO strategies?
Identify what content to create or update
One of the most effective ways to assess your current position is to take a representative sample of high-intent queries that people might ask an LLM and see how your brand shows up relative to competitors. This is where the Share of Voice tracking tools we discussed earlier become invaluable.
These same tools can help answer your optimization questions:

- Track who is being cited or mentioned for each query, revealing competitive positioning.
- Identify which queries your competitors appear for that you donโt, highlighting content gaps.
- Show which of your own queries you appear for and which specific assets are being cited, pinpointing whatโs working.

From this data, several key insights emerge:
- Thematic visibility gaps: By analyzing trends across many queries, you can identify where your brand underperforms in LLM responses. This paints a clear picture of areas needing attention. For example, youโre strong in SEO but not in PPC content.ย
- Third-party resource mapping: These tools also reveal which external resources LLMs reference most frequently. This helps you build a list of high-value third-party sites that contribute to visibility, guiding outreach or brand mention strategies.ย
- Blind spot identification: When cross-referenced with SEO performance, these insights highlight blind spots; topics or sources where your brandโs credibility and representation could improve.
Understand the overlap between SEO and LLM optimization
LLMs may be reshaping discovery, but SEO remains the foundation of digital visibility.
Across five competitive categories, brands ranking on Googleโs first page appeared in ChatGPT answers 62% of the time โ a clear but incomplete overlap between search and AI results.
That correlation isnโt accidental.ย
Many retrieval-augmented generation (RAG) systems pull data from search results and expand it with additional context.ย
The more often your content appears in those results, the more likely it is to be cited by LLMs.
Brands with the strongest share of voice in LLM responses are typically those that invested in SEO first.ย
Strong technical health, structured data, and authority signals remain the bedrock for AI visibility.
What this means for marketers:
- Donโt over-focus on LLMs at the expense of SEO. AI systems still rely on clean, crawlable content and strong E-E-A-T signals.
- Keep growing organic visibility through high-authority backlinks and consistent, high-quality content.
- Use LLM tracking as a complementary lens to understand new research behaviors, not a replacement for SEO fundamentals.
Redefine on-page and off-page strategies for LLMs
Just as SEO has both on-page and off-page elements, LLM optimization follows the same logic โ but with different tactics and priorities.
Off-page: The new link building
Most industries show a consistent pattern in the types of resources LLMs cite:
- Wikipedia is a frequent reference point, making a verified presence there valuable.
- Reddit often appears as a trusted source of user discussion.
- Review websites and โbest-ofโ guides are commonly used to inform LLM outputs.
Citation patterns across ChatGPT, Gemini, Perplexity, and Googleโs AI Overviews show consistent trends, though each engine favors different sources.
This means that traditional link acquisition strategies, guest posts, PR placements, or brand mentions in review content will likely evolve.ย
Instead of chasing links anywhere, brands should increasingly target:
- Pages already being cited by LLMs in their category.
- Reviews or guides that evaluate their product category.
- Articles where branded mentions reinforce entity associations.
The core principle holds: brands gain the most visibility by appearing in sources LLMs already trust โ and identifying those sources requires consistent tracking.
On-page: What your own content reveals
The same technologies that analyze third-party mentions can also reveal which first-party assets, content on your own website, are being cited by LLMs.ย
This provides valuable insight into what type of content performs well in your space.
For example, these tools can identify:
- What types of competitor content are being cited (case studies, FAQs, research articles, etc.).
- Where your competitors show up but you donโt.
- Which of your own pages exist but are not being cited.
From there, three key opportunities emerge:
- Missing content: Competitors are cited because they cover topics you havenโt addressed. This represents a content gap to fill.
- Underperforming content: You have relevant content, but it isnโt being referenced. Optimization โ improving structure, clarity, or authority โ may be needed.
- Content enhancement opportunities: Some pages only require inserting specific Q&A sections or adding better-formatted information rather than full rewrites.
Leverage emerging technologies to turn insights into action
The next major evolution in LLM optimization will likely come from tools that connect insight to action.
Early solutions already use vector embeddings of your website content to compare it against LLM queries and responses. This allows you to:
- Detect where your coverage is weak.
- See how well your content semantically aligns with real LLM answers.
- Identify where small adjustments could yield large visibility gains.
Current tools mostly generate outlines or recommendations.
The next frontier is automation โ systems that turn data into actionable content aligned with business goals.
Timeline and expected results
While comprehensive LLM visibility typically builds over 6-12 months, early results can emerge faster than traditional SEO.ย
The advantage: LLMs can incorporate new content within days rather than waiting months for Googleโs crawl and ranking cycles.ย
However, the fundamentals remain unchanged.
Quality content creation, securing third-party mentions, and building authority still require sustained effort and resources.ย
Think of LLM optimization as having a faster feedback loop than SEO, but requiring the same strategic commitment to content excellence and relationship building that has always driven digital visibility.
From SEO foundations to LLM visibility
LLM traffic remains small compared to traditional search, but itโs growing fast.
A major shift in resources would be premature, but ignoring LLMs would be shortsighted.ย
The smartest path is balance: maintain focus on SEO while layering in LLM strategies that address new ranking mechanisms.
Like early SEO, LLM optimization is still imperfect and experimental โ but full of opportunity.ย
Brands that begin tracking citations, analyzing third-party mentions, and aligning SEO with LLM visibility now will gain a measurable advantage as these systems mature.
In short:
- Identify the third-party sources most often cited in your niche and analyze patterns across AI engines.
- Map competitor visibility for key LLM queries using tracking tools.
- Audit which of your own pages are cited (or not) โ high Google rankings donโt guarantee LLM inclusion.
- Continue strong SEO practices while expanding into LLM tracking โ the two work best as complementary layers.
Approach LLM optimization as both research and brand-building.
Donโt abandon proven SEO fundamentals. Rather, extend them to how AI systems discover, interpret, and cite information.
-
GeekWire
- A tale of two Seattles in the age of AI: Harsh realities and new hope for the tech community
A tale of two Seattles in the age of AI: Harsh realities and new hope for the tech community

Seattle is looking to celebrate and accelerate its leadership in artificial intelligence at the very moment the first wave of the AI economy is crashing down on the regionโs tech workforce.
That contrast was hard to miss Monday evening at the opening reception for Seattle AI Week 2025 at Pier 70. On stage, panels offered a healthy dose of optimism about building the AI future. In the crowd, buzz about Amazonโs impending layoffs brought the reality of the moment back to earth.
A region that rose with Microsoft and then Amazon is now dealing with the consequences of Big Techโs AI-era restructuring. Companies that hired by the thousands are now thinning their ranks in the name of efficiency and focus โ a dose of corporate realism for the local tech economy.
The double-edged nature of this shift is not lost on Washington Gov. Bob Ferguson.
โAI, and the future of AI, and what that means for our state and the world โ each day I do this job, the more that moves up in my mind in terms of the challenges and the opportunities we have,โ Ferguson told the AI Week crowd. He touted Washingtonโs concentration of AI jobs, saying his goal is to maximize the benefits of AI while minimizing its downsides.

Seattle AI Week, led by the Washington Technology Industry Association, was started last year after a Forbes list of the nationโs top 50 AI startups included none from Seattle, said the WTIAโs Nick Ellingson, opening this yearโs event. That didnโt seem right. Was it a messaging problem?
โA bunch of us got together and said, letโs talk about all the cool things happening around AI in Seattle, and letโs expand the tent beyond just tech things that are happening,โ Ellingson explained.
So maybe thatโs the best measuring stick: how many startups will this latest shakeout spark, and how can the Seattle regionโs startup and tech leaders make it happen? Can the region become less dependent on the whims of the Microsoft and Amazon C-suites in the process?ย
โWashington has so much opportunity. Itโs one of the few capitals of AI in the world,โ said WTIAโs Arry Yu in her opening remarks. โPeople talk about China, people talk about Silicon Valley โ there are a few contenders, but really, itโs here in Seattle. โฆ The future is built on data, on powerful technology, but also on community. Thatโs what makes this place different.โ
And yet, โAI is a sleepy scene in Seattle, where people work at their companies, but thereโs very little activity and cross-pollinating outside of this,โ said Nathan Lambert, senior research scientist with the Allen Institute for AI, during the opening panel discussion.
No, we donโt want to become San Francisco or Silicon Valley, Lambert added. But that doesnโt mean the region canโt cherry-pick some of the ingredients that put Bay Area tech on top.
Whether laid-off tech workers will start their own companies is a common question after layoffs like this. In the Seattle region at least, that outcome has been more fantasy than reality.ย
This is where AI could change things, if not with the fabled one-person unicorn then with a bigger wave of new companies born of this employment downturn. Who knows, maybe one will even land on that elusive Forbes AI 50 list. (Hey, a region can dream!)
But as the new AI reality unfolds in the regional workforce, maybe the best question to ask is whether Seattleโs next big thing can come from its own backyard again.
Microsoft gets 27% stake in OpenAI, and a $250B Azure commitment

Microsoft and OpenAI announced the long-awaited details of their new partnership agreement Tuesday morning โ with concessions on both sides that keep the companies aligned but not in lockstep as they move into their next phases of AI development.
Under the arrangement, Microsoft gets a 27% equity stake in OpenAIโs new for-profit entity, the OpenAI Group PBC (Public Benefit Corporation), a stake valued at approximately $135 billion. Thatโs a decrease from 32.5% equity but not a bad return on an investment of $13.8 billion.
At the same time, OpenAI has contracted to purchase an incremental $250 billion in Microsoft Azure cloud services. However, in a significant concession in return for that certainty, Microsoft will no longer have a โright of first refusalโ on new OpenAI cloud workloads.
Microsoft, meanwhile, will retain its intellectual property rights to OpenAI models and products through 2032, an extension of the timeframe that existed previously.ย
A key provision of the new agreement centers on Artificial General Intelligence (AGI), with any declaration of AGI by OpenAI now subject to verification by an independent expert panel. This was a sticking point in the earlier partnership agreement, with an ambiguous definition of AI potentially triggering new provisions of the prior arrangement.ย
Microsoft and OpenAI had previously announced a tentative agreement without providing details. More aspects of the deal are disclosed in a joint blog post from the companies.
Shares of Microsoft are up 2% in early trading after the announcement. The company reports earnings Wednesday afternoon, and some analysts have said the uncertainty over the OpenAI arrangement has been impacting Microsoftโs stock.ย
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How and where to download the Battlefield 6 REDSEC battle royale mode
The staying power of tape storage in the AI era
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Quordle hints and answers for Wednesday, October 29 (game #1374)
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NYT Connections hints and answers for Wednesday, October 29 (game #871)
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NYT Strands hints and answers for Wednesday, October 29 (game #605)
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I'm a recording musician and these are my favorite headphones (so you can look for them on Black Friday)
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Mobile networks set to flood market with eSIMs to fend off competition from smaller rivals
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Google Chrome zero-day exploited to send out spyware - here's what we know
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5 new 4K Blu-rays to add to your collection from October 2025
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Get your hands on an exclusive Black Ops 7 weapon charm with these new Call of Duty thumbsticks
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What is the release date for The Witcher season 4 on Netflix?
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Lenovo's Black Friday sale is live: I've found 7 deals that could save you up to $900 on your next laptop
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Civ 7 will soon receive a major update that will bring back the option to play as one civ continuously
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Nissan edges closer to solid-state battery breakthrough, but this EV race could have one big downside
The best dash cam 2025
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Steamโs Scream Fest sale is here โ Iโve picked the best deals on games to keep you up at night
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TechRadar - All the latest technology news
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Don't worry, Microsoft says โ Windows 11 will sort those weird duplicate drivers in your update queue
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- Amazon is holding a secret sale on Philips Hue lights for indoors and out โ just in time for the holidays
Amazon is holding a secret sale on Philips Hue lights for indoors and out โ just in time for the holidays
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TechRadar - All the latest technology news
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The best Bluetooth speaker you can buy just hit a record-low price โ I tested all of its rivals, and this is the one to get
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TechRadar - All the latest technology news
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No, Gmail has not suffered a massive 183 million passwords breach - but you should still look after your data
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TechRadar - All the latest technology news
- Forget the new Garmin Venu 4 โ this early Black Friday deal on the Venu 3 is better value right now
Forget the new Garmin Venu 4 โ this early Black Friday deal on the Venu 3 is better value right now
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TechRadar - All the latest technology news
- Hurry! These brilliant gaming earbuds just won a TechRadar Choice Award โ and theyโve hit their lowest-ever price
Hurry! These brilliant gaming earbuds just won a TechRadar Choice Award โ and theyโve hit their lowest-ever price
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TechRadar - All the latest technology news
- Beats' classy Bluetooth speaker has dropped to just $99 and for that money, it's a tasty little Pill to swallow
Beats' classy Bluetooth speaker has dropped to just $99 and for that money, it's a tasty little Pill to swallow
AccessGrid raises $4.4M to help turn phones into key fobs
Mem0 raises $24M from YC, Peak XV and Basis Set to build the memory layer for AI apps
Apple and Microsoft are now both worth more than $4T
OpenAI completes its for-profit recapitalization
TechCrunch Disrupt 2025: Day 2
Amazon to cut 14,000 corporate jobs
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Latest from Tom's Hardware
- TMSC-led semiconductor association begs Taiwan government for clean, green energy, warning of unprecedented 'power siege' โ as demand skyrockets, fabs are struggling to keep up with power needs
TMSC-led semiconductor association begs Taiwan government for clean, green energy, warning of unprecedented 'power siege' โ as demand skyrockets, fabs are struggling to keep up with power needs
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Latest from Tom's Hardware
- AMD swoops in to help as John Carmack slams Nvidia's $4,000 DGX Spark, says it doesn't hit performance claims, overheats, and maxes out at 100W power draw โ developer forums inundated with crashing and shutdown reports
AMD swoops in to help as John Carmack slams Nvidia's $4,000 DGX Spark, says it doesn't hit performance claims, overheats, and maxes out at 100W power draw โ developer forums inundated with crashing and shutdown reports
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- How to watch Nvidia GTC 2025 keynote โ Jensen Huang shares the latest in AI and beyond
How to watch Nvidia GTC 2025 keynote โ Jensen Huang shares the latest in AI and beyond
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Latest from Tom's Hardware
- OpenAI calls on U.S. to build 100 gigawatts of additional power-generating capacity per year, increase equivalent to 100 nuclear reactors yearly โ says electricity is a 'strategic asset' in AI race against China
OpenAI calls on U.S. to build 100 gigawatts of additional power-generating capacity per year, increase equivalent to 100 nuclear reactors yearly โ says electricity is a 'strategic asset' in AI race against China
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Latest from Tom's Hardware
- Korea's cardboard drones address UAV shortages and climate crisis โ inspired by the Ukraine war, drone inventor looked for the most easily sourced and repairable materials
Korea's cardboard drones address UAV shortages and climate crisis โ inspired by the Ukraine war, drone inventor looked for the most easily sourced and repairable materials
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Latest from Tom's Hardware
- Save up to 43% off a new Bambu Lab 3D printer in their Black Friday sale โ massive savings on 3D printers and accessories beginning today
Save up to 43% off a new Bambu Lab 3D printer in their Black Friday sale โ massive savings on 3D printers and accessories beginning today
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Latest from Tom's Hardware
- PNY's speedy PCIe 5.0 SSD with 14.9 GB/s speeds starts at $125 โ the first Phison E28-powered drive to reach the retail market
PNY's speedy PCIe 5.0 SSD with 14.9 GB/s speeds starts at $125 โ the first Phison E28-powered drive to reach the retail market
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Latest from Tom's Hardware
- Server DRAM prices surge up to 50% as AI-induced memory shortage hits hyperscaler supply โ U.S. and Chinese customers only getting 70% order fulfillment
Server DRAM prices surge up to 50% as AI-induced memory shortage hits hyperscaler supply โ U.S. and Chinese customers only getting 70% order fulfillment
AMD CEO on new $1 billion AI supercomputer partnership with the Department of Energy
The post AMD CEO on new $1 billion AI supercomputer partnership with the Department of Energy appeared first on StartupHub.ai.
โWe are super excited to announce a new partnership with the Department of Energy,โ stated Lisa Su, Chair and CEO of AMD, during a CNBC interview. This monumental $1 billion collaboration will usher in the development of two advanced supercomputers, designed to tackle some of the most complex scientific challenges facing humanity. The partnership signifies [โฆ]
The post AMD CEO on new $1 billion AI supercomputer partnership with the Department of Energy appeared first on StartupHub.ai.
Bitcoin Minersโ AI Pivot: A Strategic Masterclass in Energy and Compute
The post Bitcoin Minersโ AI Pivot: A Strategic Masterclass in Energy and Compute appeared first on StartupHub.ai.
The burgeoning demand for artificial intelligence, a computational arms race among hyperscalers, has illuminated a critical bottleneck: access to reliable, scalable power. This very challenge, as discussed by CleanSpark CEO Matthew Schultz with CNBCโs Jordan Smith, is precisely where Bitcoin miners like CleanSpark find their strategic advantage. Their conversation unveils a nuanced pivot, not merely [โฆ]
The post Bitcoin Minersโ AI Pivot: A Strategic Masterclass in Energy and Compute appeared first on StartupHub.ai.
OpenAI Recapitalization Reshapes AI Landscape with Microsoft at the Helm
The post OpenAI Recapitalization Reshapes AI Landscape with Microsoft at the Helm appeared first on StartupHub.ai.
The recent finalization of OpenAIโs recapitalization plan marks a pivotal moment in the trajectory of artificial intelligence, not just for the involved parties but for the entire tech ecosystem. On CNBC, David Faber broke down the intricate details of this agreement, joined by Jim Cramer, who offered his characteristic sharp market commentary. Their discussion illuminated [โฆ]
The post OpenAI Recapitalization Reshapes AI Landscape with Microsoft at the Helm appeared first on StartupHub.ai.
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StartupHub.ai
- Wild Moose Emerges from Stealth with $7 Million Seed Round to Redefine Site Reliability Engineering with AI
Wild Moose Emerges from Stealth with $7 Million Seed Round to Redefine Site Reliability Engineering with AI
The post Wild Moose Emerges from Stealth with $7 Million Seed Round to Redefine Site Reliability Engineering with AI appeared first on StartupHub.ai.
Wild Moose, the AI-powered Site Reliability Engineering (SRE) platform acting as a first responder for production incidents, today announced its emergence from stealth with $7 million in seed funding. The round was led by iAngels, with participation from Y Combinator, F2 Venture Capital, Maverick Ventures, and others. The company is also backed by a distinguished [โฆ]
The post Wild Moose Emerges from Stealth with $7 Million Seed Round to Redefine Site Reliability Engineering with AI appeared first on StartupHub.ai.
Gemini for Education: Googleโs AI Dominates Higher Ed
The post Gemini for Education: Googleโs AI Dominates Higher Ed appeared first on StartupHub.ai.
Google's Gemini for Education is rapidly integrating into higher education, offering no-cost AI tools to over 1000 institutions and 10 million students.
The post Gemini for Education: Googleโs AI Dominates Higher Ed appeared first on StartupHub.ai.
Securitize IPO to bring tokenization to Nasdaq at $1.25B
The post Securitize IPO to bring tokenization to Nasdaq at $1.25B appeared first on StartupHub.ai.
The Securitize IPO is a bellwether moment, creating the first publicly-traded company focused purely on the infrastructure for tokenizing real-world assets.
The post Securitize IPO to bring tokenization to Nasdaq at $1.25B appeared first on StartupHub.ai.
FriendliAI Expands Ultra-Fast AI Inference Platform with Nebius AI Cloud Integration
The post FriendliAI Expands Ultra-Fast AI Inference Platform with Nebius AI Cloud Integration appeared first on StartupHub.ai.
Enterprises can now deploy large-scale AI inference with FriendliAIโs optimized stack on Nebius AI infrastructure, combining top performance with cost efficiency.
The post FriendliAI Expands Ultra-Fast AI Inference Platform with Nebius AI Cloud Integration appeared first on StartupHub.ai.
Tonight Is Your Chance To Witness A Spectacular Northern Lights Show
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HotHardware.com News Rss Feed
- Top Amazon Fire TV Deals To Save Up To 40% Ahead Of The Black Friday Rush
Top Amazon Fire TV Deals To Save Up To 40% Ahead Of The Black Friday Rush
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HotHardware.com News Rss Feed
- Herodotus Malware Targeting Android Users Behaves Like A Human To Avoid Detection
Herodotus Malware Targeting Android Users Behaves Like A Human To Avoid Detection
Windows 11 Is Testing A New Trick To Thwart Annoying BSOD Crashes
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HotHardware.com News Rss Feed
- Samsung P9 Express MicroSD Debuts At A Blistering 800MB/s For Switch 2 Gaming
Samsung P9 Express MicroSD Debuts At A Blistering 800MB/s For Switch 2 Gaming
Simulated Solar Storm Wipes Out Every Spacecraft in Orbit
Rocket Lab Readies Photon Spacecraft Ahead of Key LOXSAT Cryogenic Fuel Test Mission
US Says China Will Delay Rare Earth Export Restrictions
Three More X.Org Server & XWayland Security Vulnerabilities Made Public
Intel SGX "EUPDATESVN" Support Ready For Linux 6.19 As A Feature Since Ice Lake
Initial Intel Crescent Island "CRI" Support Being Submitted For Linux 6.19
Server DRAM Pricing Jumps 50%, Only 70% of Orders Getting Filled
Smaller OEMs and channel distributors have been told to expect 35-40% fulfillment through the first quarter of 2026, forcing them either to gamble on the spot market or idle production lines. Even the older DDR4, now reduced to 20% of global DRAM output, is affected. Switches, routers, and set-top boxes that still use DDR4 are suddenly facing very long lead times because no fabrication plant wants to allocate wafers to trailing nodes. Analysts at TrendForce now forecast that the DRAM shortfall will outlast the 2026 hyperscaler build-out, meaning the industry's next relief valve may not be new capacity but a potential demand contraction, an outcome no manufacturer is willing to budget for.
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TechPowerUp
- (PR) Corsair Releases New MP700 PRO XT Gen 5 M.2 SSD and Adds 4 TB Version of MP700 MICRO M.2 2242 SSD
(PR) Corsair Releases New MP700 PRO XT Gen 5 M.2 SSD and Adds 4 TB Version of MP700 MICRO M.2 2242 SSD
With support for Microsoft DirectStorage, this SSD can communicate directly with a GPU for unbeatable gaming speed, enabling snappier game loads and smoother inโgame transitions. Thanks to the versatility of Corsair SSD Toolbox software and a five-year warranty, the MP700 PRO XT will deliver cutting-edge storage performance for years to come for performance desktop and laptop platforms. Initially available in 1 TB, 2 TB and 4 TB capacities, additional capacity options are expected to become available in early 2026.
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TechPowerUp
- (PR) Corsair and CD Projekt RED Celebrate 10 Years of The Witcher 3: Wild Hunt with Limited Edition Keyboard, Mouse, and Mousepad
(PR) Corsair and CD Projekt RED Celebrate 10 Years of The Witcher 3: Wild Hunt with Limited Edition Keyboard, Mouse, and Mousepad
"Fans worldwide have been spellbound by Geralt of Rivia's quest to find Ciri, and we're thrilled to help them complete their own quest to find the ideal gear to celebrate 10 years of this legendary game," said Tobias Brinkmann, Vice President and General Manager of Gaming Peripherals at Corsair. "We're proud to have the opportunity to work with CD Projekt RED to bring this collaboration to life and to let fans showcase their love for this iconic game with our high-performance peripherals featuring a captivating new design."
(PR) Kensington Announces Flagship Finger-Operated Trackball for Creative Professionals
A recipient of a prestigious 2025 iF Design Award, the TB800 enhances user comfort and productivity through advanced customization options, an adjustable scroll ring, exceptional tracking, an ambidextrous design, and seamless wireless connectivity. Featuring an innovative symmetrical design that is ideal for use by left- and right-handed users, the TB800 incorporates a slight angle that enables users to operate the trackball with their hands in a natural resting position that maximizes comfort and potentially reduces fatigue and repetitive strain injuries.
(PR) LG, SK Enmove and GRC Sign MOU to Advance Liquid Immersion Cooling Solutions
SKEN, a leading company in advanced lubricating base oils and premium lubricants, provides next-generation thermal management solutions, including immersion cooling fluids, and is strengthening its global partnerships to foster an immersion cooling ecosystem. In 2022, SKEN became the first company in Korea to develop immersion cooling fluids. Through an equity investment in GRC, SKEN is also leading the way in innovation in the future cooling market, jointly developing data center immersion cooling systems with the company.
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Hardware & Tech News - OC3D.net
- US cuts a $1 billion deal with AMD to build two new AI Supercomputers
US cuts a $1 billion deal with AMD to build two new AI Supercomputers
AMD will power two new AI supercomputers in the US, using MI355X and MI430X accelerators The US Department of Energy has announced a $1 billion deal under which AMD will deliver two next-generation supercomputers to the Oak Ridge National Laboratory (ORNL). These systems are designed to expand the USโs leadership in artificial intelligence (AI) and [โฆ]
The post US cuts a $1 billion deal with AMD to build two new AI Supercomputers appeared first on OC3D.
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Latest from Windows Central
- OpenAI's staggering mental health crisis revealed โ Millions use ChatGPT like a therapist, but that's about to change
OpenAI's staggering mental health crisis revealed โ Millions use ChatGPT like a therapist, but that's about to change
Is the Battlefield 6 Redsec battle royale mode free to play?
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- You don't have to play The Outer Worlds before its sequel โ but it's worth revisiting the origins of a grim comedy sci-fi classic
You don't have to play The Outer Worlds before its sequel โ but it's worth revisiting the origins of a grim comedy sci-fi classic
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How to get started with Microsoft Copilot on Windows 11 โ A beginner's guide to the AI chatbot and its many integrations
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- Logitech's sleek G515 Lightspeed TKL keyboard delivers "no-fuss, low-profile" gaming without the bulk or the big bucks
Logitech's sleek G515 Lightspeed TKL keyboard delivers "no-fuss, low-profile" gaming without the bulk or the big bucks
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- Halo: Campaign Evolved prequel missions tell an entirely new story โ bringing new enemies, environments, and more
Halo: Campaign Evolved prequel missions tell an entirely new story โ bringing new enemies, environments, and more
The Infinite Game Of Building Companies
By Jeff Seibert
Iโve been building products and companies my entire career โ Increo, Box, Crashlytics, Twitter and now, Digits โ and Iโve had the privilege of speaking with some of the sharpest minds in venture and entrepreneurship along the way.
One recent conversation with a legendary investor really crystallized for me a set of truths about startups: what success really is, why some founders thrive while others burn out, and how to navigate the inevitable chaos of building something from nothing.
Here are some of the lessons Iโve internalized from years of building, observing and learning.
Success has no finish line

In the startup world, we talk a lot about IPOs, acquisitions and valuations. But those are milestones, not destinations.
The companies that endure donโt โwinโ and stop โ they keep creating, adapting and pushing forward. Theyโre playing an infinite game, where the only goal is to remain in the game.
When youโre building something truly generative โ driven by a purpose greater than yourself โ thereโs no point at which you can say โdone.โ If your company has a natural stopping point, you may be building the wrong thing.
You donโt choose the work โ the work chooses you
The best founders Iโve met โ and the best moments Iโve had as a founder โ come from an almost irrational pull toward solving a specific problem I myself experienced.
You may want to start a company, but if you have to talk yourself into your idea, it probably wonโt survive contact with reality. The founders who succeed are often the ones who canโt not work on their thing.
Starting a company shouldnโt be a career move โ it should be the last possible option after every other path fails to scratch the itch.
The real killer: founder fatigue
Most companies donโt die because of one bad decision or one tough competitor. They die because the founders run out of energy.
Fatigue erodes vision, motivation and creativity. Protecting your own drive โ keeping it clean and focused โ may be the single most important survival skill you have.
That means staying close to the product, protecting time for customer work, and avoiding the slow drift into managing around problems instead of solving them.
Customer > competitor
Itโs easy to get caught up in competitor moves, investor chatter or market gossip. But the most important question is always: Are we delivering joy to the customer?
If youโre losing focus, sign up for your own product as a brand-new user. Feel the friction. Fix it. Repeat.
At Digits, we run our own signup and core flows every week. Itโs uncomfortable โ it surfaces flaws weโd rather not see โ but it keeps us anchored to the only metric that matters: customer delight.
Boards should ask questions, not give answers
Over the years, Iโve learned the most effective boards arenโt presentation theaters โ theyโre discussion rooms.
The best structure Iโve seen:
- No slides;
- A narrative pre-read sent in advance; and
- A deep dive into one essential question.
Good directors help you widen your perspective. They donโt hand you a to-do list. Rather, they help you see the problem in a way that makes the answer obvious.
Twitter: lessons from a phenomenon
When I think back to my time at Twitter, the most enduring lesson is that not all companies are built top-down. Some โ like Twitter โ are shaped more by their users than their executives.
Features like @mentions, hashtags and retweets didnโt come from a product roadmap โ they came from the community.
Thatโs messy, but itโs also powerful. Sometimes your job isnโt to control the phenomenon, rather itโs to keep it healthy without smothering what made it magical in the first place.
Why now is a great time to start
If youโre building today, you have an advantage over the so-called โunicorn zombiesโ that raised massive rounds pre-AI and are now locked into defending old business models.
Fresh founders can design from scratch for the new reality; thereโs no legacy to protect, no sacred cows to defend.
The macro environment? Irrelevant. The only timing that matters is when the problem calls you so strongly that not working on it feels impossible.
If thereโs one takeaway from all of this, itโs that success is continuing. The real prize is the ability to keep playing, keep serving and keep creating.
If youโre standing at the edge, wondering if you should start โ start. Take one step. See if it grows. And if it does, welcome to the infinite game.
ย Jeff Seibert is the founder and CEO of Digits, the worldโs first AI-native accounting platform. He previously served as Twitterโs head of consumer product and starred in the Emmy Award-winning Netflix documentary โThe Social Dilemma.โ
Illustration: Dom Guzman
Crunchbase Sector Snapshot: Cleantech Isnโt Having A Great Year
While startup investment has been climbing lately, not all industries are partaking in the gains.
Cleantech is one of the spaces thatโs been mostly left out. Overall funding to the space is down this year, despite some pockets of bullishness in areas like fusion and battery recycling.
The broad trend: Cleantech- and sustainability-related startup investment has been on a downward trajectory for several years now. And so far, 2025 is on track to be another down year.
On the bright side, however, thereโs been some pickup in recent months, boosted by big rounds for companies in energy storage, fusion and other cleantech subsectors.
The numbers: Investors put an estimated $20 billion into seed- through growth-stage funding to companies in cleantech, EV and sustainability-related categories so far this year.
That puts 2025 funding on track to come in well below last yearโs levels, which were already at a multiyear low.
Still, quarter by quarter, the pattern looks more encouraging. Investment hit a low point in Q1 of this year and recovered some in the subsequent two quarters. The current quarter is also off to a strong start.
Noteworthy recent rounds
The largest cleantech-related round of the year closed this month. Base Power, a provider of residential battery backup systems and electricity plans, raised $1 billion in Series C funding. The Austin, Texas-based company says its systems allow energy providers to more efficiently harness renewable power.
The second-largest round was Commonwealth Fusion Systemsโ $863 million Series B2 financing. The Devens, Massachusetts-based company says it is moving closer to being the first in the world to commercialize fusion power.
For a bigger-picture view, below we put together a list of 10 of the yearโs largest cleantech- and sustainability-related financings.
The broad takeaway: Startups innovating for an era of rising power consumption
Not to over-generalize, but if there was one big takeaway from recent cleantech and sustainability startup funding, it would be that founders and investors recognize that these are times of ever-escalating energy demand. Theyโre planning accordingly, looking to tap new sources of power, fusion in particular, as well as better utilize and scale existing clean energy sources.
Related Crunchbase query and list:
- Cleantech, EV & Sustainability-Related Funding, 2025 YTD
- Large 2025 Financings For Cleantech, EV And Sustainability Startups
Illustration: Dom Guzman
Elon Musk launches Grokipedia, an AI-written rival to Wikipedia
Elon Musk has introduced Grokipedia, a digital encyclopedia that relies on artificial intelligence rather than human editors to compile and update entries. The new platform, developed through his artificial intelligence company xAI, marks his most direct challenge yet to Wikipedia, a site written and curated by human volunteers that he...
Read Entire Article
Nvidia tells partners to prioritize 16GB RTX 5060 Ti production after poor 8GB model sales
We thought the RTX 5060 Ti 16GB was a better-than-average product, giving it a score of 75 and calling it not great but certainly not terrible. The $150 8GB model, however, earned a pitiful score of 30 due to its memory buffer, which is no longer satisfactory for PC gaming...
Read Entire Article
Battlefield 6's Redsec free-to-play battle royale mode launches today
Battlefield 6's battle royale mode will launch as a free, separate executable on Tuesday at 11am ET. A launch trailer detailing the new content will unlock at the same time, and there is no preload.
Read Entire Article
Gearbox boss Randy Pitchford says gaming still hasn't had its "Citizen Kane moment"
Speaking in the Shacknews documentary 24 'Til Launch: The Making of Borderlands 4, Pitchford talked about the massive amounts of money that go into developing big games, which have budgets that match or even exceed Hollywood blockbusters.
Read Entire Article
Early tests show the M5 MacBook Pro's SSD is about 2.5x faster than the M4
YouTuber Max Tech conducted a series of controlled comparisons using identical 14-inch MacBook Pro configurations running the M4 and M5 chips. Both machines featured 512GB of storage and identical cooling assemblies, each featuring a single fan, one heat pipe, and two NAND flash modules.
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GeekWire
- Cascadiaโs AI paradox: A world-leading opportunity threatened by rising costs and a talent crunch
Cascadiaโs AI paradox: A world-leading opportunity threatened by rising costs and a talent crunch

A new report exploring the potential for the Pacific Northwest to stake its claim as the global leader in responsible AI offers a paradoxical view. The Cascadia region, which includes Seattle, Portland and Vancouver, B.C., is described as a proven, promising player in the sphere โ but with significant risks that threaten its success.
โWe created companies that transformed global commerce,โ writes former Gov. Chris Gregoire in a forward to the document. โNow we have the chance to add another chapter โ one where Cascadia becomes the worldโs standard-bearer for innovation that uplifts both people and planet.โ
The Cascadia Innovation Corridor, which Gregoire chairs, released the report this morning as it kicks off its two-day conference. The economic advocacy groupโs eighth annual event is being held in Seattle.
The study is built on an analysis by the Boston Consulting Group that ranks Cascadiaโs three metro areas against 15 comparable regions in the U.S. and Canada for their economic competitiveness, including livability, workforce, and business and innovation climate. Seattle came in fourth behind Boston, Austin and Raleigh, while Portland ranked 13th and Vancouver 14th.
Over the past decade, the regionโs gross domestic product and populations have both grown significantly, and when combined, their economies approach the 18th largest in the world.
Cascadiaโs strengths, the report explains, include tech engines such as cloud giants Microsoft and Amazon in Washington, silicon chip manufacturing in Oregon, and quantum innovation in Vancouver, as well as academic excellence from the University of Washington, University of British Columbia and Oregon State University.
But as time goes on and as business and civic leaders aim for the prize of AI dominance, cracks in the system are increasingly troubling.
- Business costs are rising and there are mounting regulatory concerns โ but itโs a tricky picture. Seattle, for example, often turns to B&O and headcount taxes to cover costs, while the state struggles to balance budgets in the absence of an income tax.
- Housing affordability is continuing to decline for many residents in these metro areas.
- Skilled tech workers are leaving Portland, in particular, and Seattle relies heavily on foreign workers receiving H1-B visas, which are less certain under the Trump administration.
- The clean, affordable energy that was once abundant in the Pacific Northwest is decreasingly available as droughts reduce river flows that drive hydropower dams and electricity demand increases with rapid data center growth.
The report notes that multiple regions around the U.S. and Canada have created AI-focused hubs with hundreds of millions of dollars in public and private funding to bolster their hold on the sector.
New Jersey has a half-billion dollar โAI Moonshotโ program including tax incentives and public-worker AI training programs; New Yorkโs โEmpire AI Consortiumโ has an AI computing training center at the University of Buffalo and startup supports; and California has a public-private task force to increase AI adoption within government services and connecting tech leaders with state agencies.
For its part, Seattle Mayor Bruce Harrell announced a โresponsible AI planโ this fall that provides guidelines for the municipalityโs use of artificial intelligence and its support of the AI tech sector as an economic driver, which includes the earlier launches of the startup-focused AI House and Foundations.
But what the region really needs to succeed is a collaborative effort tapping all of the metro areasโ assets.
โFor Cascadia, the lesson is clear: without a coordinated strategy that links our strengths in cloud computing, semiconductors, and research, we risk falling behind,โ states the Cascadia Innovation Corridor report. โActing together, we can position Cascadia not just to keep pace, but to lead.โ
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Wccftech
- Apple iPhone 18 To Use A Simplified Camera Control Button, iPhone 20 To Feature Haptics Instead Of Mechanical Buttons
Apple iPhone 18 To Use A Simplified Camera Control Button, iPhone 20 To Feature Haptics Instead Of Mechanical Buttons
With the iPhone 17 lineup now in the hands of consumers, the legendary rumor mill, which typically revolves around Apple's new products, is naturally shifting its focus towards next year's lineup. The iPhone 18, as well as the much-anticipated iPhone 20, which is due in 2027 and would commemorate 20 years since the first iPhone launched all the way back in 2007. Now, a new rumor suggests that Apple is transitioning towards simplified buttons in stages. The iPhone 18 lineup is likely to adopt a less complicated mechanical button for camera control, which will be replaced entirely by solid-state buttons [โฆ]
Read full article at https://wccftech.com/apple-iphone-18-to-use-a-simplified-camera-control-button-iphone-20-to-feature-haptics-instead-of-mechanical-buttons/

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Wccftech
- Death Stranding 2: On the Beach Features The Most Interesting Implentation of PS5โs Power Saver Mode
Death Stranding 2: On the Beach Features The Most Interesting Implentation of PS5โs Power Saver Mode
Death Stranding 2: On the Beach now supports the PlayStation 5's power saver mode, and its implementation is among the most interesting to date, according to a new technical analysis. In the latest episode of their weekly podcast, the tech experts at Digital Foundry examined how the two entries in the Kojima Productions series support Power Saver Mode, a newly introduced operating mode for the PlayStation 5 console that cuts CPU resources in half, halves the memory bandwidth, and reduces CPU and GPU clocks to reduce the system's power consumption. While the implementation in Death Stranding: Director's Cut was not [โฆ]
Read full article at https://wccftech.com/death-stranding-2-on-the-beach-most-interesting-power-saver-mode/

MSI Intros GeForce RTX 5050 INSPIRE ITX And OC Cards, Measuring Just 147mm
The INSPIRE series RTX 5050 is probably the smallest RTX 5050 editions, which offer a single fan design and weigh just 551 grams. MSI Launches Small Form-Factor RTX 5050 INSPIRE ITX and OC GPUs, Boasting Dual-Slot Thickness MSI has officially launched two new GeForce RTX 5050 cards in the INSPIRE series. These are probably the smallest RTX 5050 cards on the market, boasting a dual-slot design and a single-fan cooler to ensure compatibility with very small ITX cases. Apart from MSI, PNY also has a similarly compact GeForce RTX 5050, which measures just 147mm. The INSPIRE ITX RTX 5050 cards [โฆ]
Read full article at https://wccftech.com/msi-intros-geforce-rtx-5050-inspire-itx-and-oc-cards-measuring-just-147mm/

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Wccftech
- EA is Pushing Employees To Use AI For Everything, Including Producing Code Requiring Manual Fixing
EA is Pushing Employees To Use AI For Everything, Including Producing Code Requiring Manual Fixing
EA is pushing its employees to use AI for basically every task, but the results can be flawed, resulting in more work for developers. Business Insider recently talked with current EA staff, who confirmed that the company's leadership has spent the past year or so pushing its 15,000 employees to use AI for virtually every task, from producing code and concept art for games to advising managers how to speak to staff about a certain number of topics, including pay or promotions. The AI tools used to produce code are among those creating the most issues for developers. It is [โฆ]
Read full article at https://wccftech.com/ea-is-pushing-employees-to-use-ai-for-everything-including-producing-code-requiring-manual-fixing/

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Wccftech
- Intel CEO Says U.S. Government Stake Was a โDeliberateโ Move to Drive a Comeback, Comparing It to How Taiwan Supports TSMC
Intel CEO Says U.S. Government Stake Was a โDeliberateโ Move to Drive a Comeback, Comparing It to How Taiwan Supports TSMC
Intel's CEO, Lip-Bu Tan, has discussed the stake taken by the US government in the company, claiming that it was a necessary step to ensure that the American chipmaker could compete with Taiwan's TSMC. Intel's CEO Also Tells Specifics About His Meeting With President Trump, Calling It a Massive Success Well, the interest from the Trump administration in Intel was indeed a surprise for many of us, but for CEO Lip-Bu Tan, this initiative was "good to have", as he claims that it is similar to how Taiwan supports TSMC or South Korea backs the likes of Samsung Foundry. In [โฆ]
Read full article at https://wccftech.com/intel-ceo-says-us-government-stake-was-a-deliberate-move/

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Wccftech
- OneXfly Apex Handheld Launched: AMD Ryzen AI Max+ 395 With Liquid Cooling, 128 GB RAM, 85Wh Battery, $1200-$2250
OneXfly Apex Handheld Launched: AMD Ryzen AI Max+ 395 With Liquid Cooling, 128 GB RAM, 85Wh Battery, $1200-$2250
OnexPlayer has officially launched its flagship handheld, the OneXfly Apex, with a liquid-cooled AMD Ryzen AI MAX+ 395 SoC. AMD Ryzen AI MAX+ 395 Gets Liquid-Cooled Inside A Handheld With OneXPlayer's OneXfly Apex The OneXfly Apex handheld was teased last month and is positioned to be a flagship device featuring the AMD Ryzen AI MAX+ 395 SoC. This SoC has already been featured in other handhelds such as GPD Win 5 and Ayaneo Next 2. Now, OneXPlayer is rolling out its own high-end handheld, offering a nice upgrade vs the Ryzen AI 300 "Strix Point" stack. Just to recap the [โฆ]
Read full article at https://wccftech.com/onexfly-apex-handheld-launch-amd-ryzen-ai-max-395-liquid-cooling-128-gb-85wh-battery/

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Wccftech
- RPCS3 Removes AMD RX 400/500 And NVIDIA GTX 900/1000 Series From Recommended GPU Requirements
RPCS3 Removes AMD RX 400/500 And NVIDIA GTX 900/1000 Series From Recommended GPU Requirements
The popular PS3 emulator has updated its latest GPU recommendation list to AMD's RDNA and NVIDIA's Turing series. RPCS3 Announces Updated GPU Requirements for the Emulator; Recommends At Least AMD RX 5000 or NVIDIA RTX 2000 Series RPCS3 has just announced the new recommended GPU requirements for its popular PS3 emulator, which comes as a result of major GPU manufacturers ending support for some of its older generation GPU series. RPCS3 announced on X that it no longer "recommends" the AMD RX 400 and NVIDIA GTX 900 series GPUs as the recommended GPUs. The newer GPU recommendations now start with [โฆ]
Read full article at https://wccftech.com/rpcs3-removes-amd-rx-400-500-and-nvidia-gtx-900-1000-series-from-recommended-gpu-requirements/

Apple has Already Started Shortlisting Suppliers For The M6 iPad Proโs Vapor Chamber
A vapor chamber will make a significant difference to the overall temperatures of the M6 iPad Pro, with Apple previously reported to bring this cooling upgrade to its flagship tablet lineup. The California-based giant is often known to commence product development several months in advance, and according to the latest report, Apple is already in talks with two suppliers that could manufacture this crucial component. The M6 iPad Proโs vapor chamber is reported to be provided by a Chinese and Taiwanese manufacturer Considering that the M6 iPad Pro launch will materialize approximately 18 months after the M5 iPad Proโs inception, [โฆ]
Read full article at https://wccftech.com/apple-shortlisting-m6-ipad-pro-vapor-chamber-suppliers/

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BetaList - Discover tomorrow's startups, today
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VentureBeat
- PayPalโs Agentic Commerce Play Shows Why Flexibility, Not Standards, Will Define the Next E-Commerce Wave
PayPalโs Agentic Commerce Play Shows Why Flexibility, Not Standards, Will Define the Next E-Commerce Wave
While enterprises looking to sell goods and services online wait for the backbone of agentic commerce to be hashed out, PayPal is hoping its new features will bridge the gap.
The payments company is launching a discoverability solution that allows enterprises to make its product available on any chat platform, regardless of the model or agent payment protocol.ย
PayPal, which is one of the participants for Googleโs Agent Payments Protocol (AP2), found that it can leverage its relationship with merchants and enterprises to help pave the way for an easier transition into agentic commerce and offer the kind of flexibility they learned will benefit the ecosystem.ย
Michelle Gill, PayPal general manager for small business and financial services, told VentureBeat that AI-powered shopping will continue to grow, so enterprises and brands need to start laying the groundwork early.ย
โWe think that merchants who've historically sold through web stores, particularly in the e-commerce space, are really going to need a way to get active on all of these large language models,โ Gill said. โThe challenge is that no one really knows how fast all of this is going to move. The issue that weโre trying to help merchants think through is how to do all of this as low-touch as possible while using the infrastructure you already have without doing a bazillion integrations.โ
She added AI shopping would also bring about โa resurgence from consumers trying to ensure their investment is protected.โ
PayPal partnered with website builder Wix, Cymbio, Commerce and Shopware to bring products to chat platforms like Perplexity.ย
Agent-powered shoppingย
PayPalโs Agentic Commerce Services include two features. The first is Agent Ready, which would allow existing PayPal merchants to accept payments on AI platforms. The second is called Shop Sync, which will enable companiesโ product data to be discoverable through different AI chat interfaces. It takes a companyโs catalog information and plug its inventory and fulfillment data to chat platforms.ย
Gill said the data goes into a central repository where AI models can ingest the information.ย
Right now, companies can access shop sync with Agent Ready coming in 2026.ย
Gill said Agentic Commerce Services is a one-to-many solution, that would be helpful right now, as different LLMs scrape different data sources to surface information.ย
Other benefits include:
Fast integration with current and future partners
More product discovery over the traditional search, browse and cart experiences
Preserved customer insights and relationships where the brand continues to have control over their records and communications with customers.ย
Right now, the service is only available through Perplexity, but Gill said more platforms will be added soon.ย
Fragmented AI platformsย
Agentic commerce is still very much in the early stages. AI agents are just beginning to get better at reading a browser. while platforms like ChatGPT, Gemini and Perplexity can now surface products and services based on user queries, people cannot technically buy things from chat yet.
Thereโs a race right now to create a standard to enable agents to transact on behalf of users and pay for items. Other than Googleโs AP2, OpenAI and Stripe have the Agentic Commerce Protocol (ACP) and Visa launched its Trusted Agent Protocol.ย
Other than enabling a trust layer for agents to transact, another issue enterprises face with agentic commerce is fragmentation. Different chat platforms use different models which also interpret information in slightly different ways. Gill said PayPal learned that when it comes to working with merchants, flexibility is important.ย
โHow do you decide if you're going to spend your time integrating with Google, Microsoft, ChatGPT or Perplexity? And each one of them right now has a different protocol, a different catalog, config, a different everything. That is a lot of time to make a bet as to like where you should spend your time,โ Gill said.ย

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How to balance speed and credibility in AI-assisted content creation
AI tools can help teams move faster than ever โ but speed alone isnโt a strategy.
As more marketers rely on LLMs to help create and optimize content, credibility becomes the true differentiator.ย
And as AI systems decide which information to trust, quality signals like accuracy, expertise, and authority matter more than ever.
Itโs not just what you write but how you structure it. AI-driven search rewards clear answers, strong organization, and content it can easily interpret.
This article highlights key strategies for smarter AI workflows โ from governance and training to editorial oversight โ so your content remains accurate, authoritative, and unmistakably human.
Create an AI usage policy
More than half of marketers are using AI for creative endeavors like content creation, IAB reports.
Still, AI policies are not always the norm.ย
Your organization will benefit from clear boundaries and expectations. Creating policies for AI use ensures consistency and accountability.
Only 7% of companies using genAI in marketing have a full-blown governance framework, according to SAS.
However, 63% invest in creating policies that govern how generative AI is used across the organization.ย

Even a simple, one-page policy can prevent major mistakes and unify efforts across teams that may be doing things differently.
As Cathy McPhillips, chief growth officer at the Marketing Artificial Intelligence Institute, puts it:ย
- โIf one team uses ChatGPT while others work with Jasper or Writer, for instance, governance decisions can become very fragmented and challenging to manage. Youโd need to keep track of whoโs using which tools, what data theyโre inputting, and what guidance theyโll need to follow to protect your brandโs intellectual property.โย
So drafting an internal policy sets expectations for AI use in the organization (or at least the creative teams).
When creating a policy, consider the following guidelines:ย
- What the review process for AI-created content looks like.ย
- When and how to disclose AI involvement in content creation.ย
- How to protect proprietary information (not uploading confidential or client information into AI tools).
- Which AI tools are approved for use, and how to request access to new ones.
- How to log or report problems.
Logically, the policy will evolve as the technology and regulations change.ย
Keep content anchored in people-first principles
It can be easy to fall into the trap of believing AI-generated content is good because it reads well.ย
LLMs are great at predicting the next best sentence and making it sound convincing.ย
But reviewing each sentence, paragraph, and the overall structure with a critical eye is absolutely necessary.
Think: Would an expert say it like that? Would you normally write like that? Does it offer the depth of human experience that it should?
โPeople-first content,โ as Google puts it, is really just thinking about the end user and whether what you are putting into the world is adding value.ย
Any LLM can create mediocre content, and any marketer can publish it. And thatโs the problem.ย
People-first content aligns with Googleโs E-E-A-T framework, which outlines the characteristics of high-quality, trustworthy content.
E-E-A-T isnโt a novel idea, but itโs increasingly relevant in a world where AI systems need to determine if your content is good enough to be included in search.
According to evidence in U.S. v. Google LLC, we see quality remains central to ranking:
- โRankEmbed and its later iteration RankEmbedBERT are ranking models that rely on two main sources of data: [redacted]% of 70 days of search logs plus scores generated by human raters and used by Google to measure the quality of organic search results.โย

It suggests that the same quality factors reflected in E-E-A-T likely influence how AI systems assess which pages are trustworthy enough to ground their answers.
So what does E-E-A-T look like practically when working with AI content? You can:
- Review Googleโs list of questions related to quality content: Keep these in mind before and after content creation.
- Demonstrate firsthand experience through personal insights, examples, and practical guidance: Weave these insights into AI output to add a human touch.
- Use reliable sources and data to substantiate claims: If youโre using LLMs for research, fact-check in real time to ensure the best sources.ย
- Insert authoritative quotes either from internal stakeholders or external subject matter experts: Quoting internal folks builds brand credibility while external sources lend authority to the piece.
- Create detailed author bios: Include:
- Relevant qualifications, certifications, awards, and experience.
- Links to social media, academic papers (if relevant), or other authoritative works.
- Add schema markup to articles to clarify the content further: Schema can clarify content in a way that AI-powered search can better understand.
- Become the go-to resource on the topic: Create a depth and breadth of material on the website thatโs organized in a search-friendly, user-friendly manner. You can learn more in my article on organizing content for AI search.

Dig deeper: Writing people-first content: A process and template
Train the LLMย
LLMs are trained on vast amounts of data โ but theyโre not trained on your data.ย
Put in the work to train the LLM, and you can get better results and more efficient workflows.ย
Here are some ideas.
Maintain a living style guide
If you already have a corporate style guide, great โ you can use that to train the model. If not, create a simple one-pager that covers things like:
- Audience personas.
- Voice traits that matter.
- Reading level, if applicable.
- The doโs and donโts of phrases and language to use.ย
- Formatting rules such as SEO-friendly headers, sentence length, paragraph length, bulleted list guidelines, etc.ย
You can refresh this as needed and use it to further train the model over time.ย
Build a prompt kit ย
Put together a packet of instructions that prompts the LLM. Here are some ideas to start with:ย
- The style guide
- This covers everything from the audience personas to the voice style and formatting.
- If youโre training a custom GPT, you donโt need to do this every time, but it may need tweaking over time.ย
- A content brief template
- This can be an editable document thatโs filled in for each content project and includes things like:
- The goal of the content.
- The specific audience.
- The style of the content (news, listicle, feature article, how-to).
- The role (who the LLM is writing as).
- The desired action or outcome.
- This can be an editable document thatโs filled in for each content project and includes things like:
- Content examples
- Upload a handful of the best content examples you have to train the LLM. This can be past articles, marketing materials, transcripts from videos, and more.ย
- If you create a custom GPT, youโll do this at the outset, but additional examples of content may be uploaded, depending on the topic.ย
- Sources
- Train the model on the preferred third-party sources of information you want it to pull from, in addition to its own research.ย
- For example, if you want it to source certain publications in your industry, compile a list and upload it to the prompt.ย ย
- As an additional layer, prompt the model to automatically include any third-party sources after every paragraph to make fact-checking easier on the fly.
- SEO prompts
- Consider building SEO into the structure of the content from the outset.ย ย
- Early observations of Googleโs AI Mode suggest that clearly structured, well-sourced content is more likely to be referenced in AI-generated results.
With that in mind, you can put together a prompt checklist that includes:
- Crafting a direct answer in the first one to two sentences, then expanding with context.
- Covering the main question, but also potential subquestions (โfan-outโ queries) that the system may generate (for example, questions related to comparisons, pros/cons, alternatives, etc.).
- Chunking content into many subsections, with each subsection answering a potential fan-out query to completion.
- Being an expert source of information in each individual section of the page, meaning itโs a passage that can stand on its own.
- Provide clear citations and semantic richness (synonyms, related entities) throughout.ย
Dig deeper: Advanced AI prompt engineering strategies for SEO
Create custom GPTs or explore RAGย
A custom GPT is a personalized version of ChatGPT thatโs trained on your materials so it can better create in your brand voice and follow brand rules.ย
It mostly remembers tone and format, but that doesnโt guarantee the accuracy of output beyond whatโs uploaded.
Some companies are exploring RAG (retrieval-augmented generation) to further train LLMs on the companyโs own knowledge base.ย
RAG connects an LLM to a private knowledge base, retrieving relevant documents at query time so the model can ground its responses in approved information.
While custom GPTs are easy, no-code setups, RAG implementation is more technical โ but there are companies/technologies out there that can make it easier to implement.ย
Thatโs why GPTs tend to work best for small or medium-scale projects or for non-technical teams focused on maintaining brand consistency.

RAG, on the other hand, is an option for enterprise-level content generation in industries where accuracy is critical and information changes frequently.
Run an automated self-review
Create parameters so the model can self-assess the content before further editorial review. You can create a checklist of things to prompt it.
For example:
- โIs the advice helpful, original, people-first?โ (Perhaps using Googleโs list of questions from its helpful content guidance.)ย
- โIs the tone and voice completely aligned with the style guide?โย
Have an established editing processย
Even the best AI workflow still depends on trained editors and fact-checkers. This human layer of quality assurance protects accuracy, tone, and credibility.
Editorial training
About 33% of content writers and 24% of marketing managers added AI skills to their LinkedIn profiles in 2024.
Writers and editors need to continue to upskill in the coming year, and, according to the Microsoft 2025 annual Work Trend Index, AI skilling is the top priority.ย ย

Professional training creates baseline knowledge so your team gets up to speed faster and can confidently handle outputs consistently.
This includes training on how to effectively use LLMs and how to best create and edit AI content.
In addition, training content teams on SEO helps them build best practices into prompts and drafts.
Editorial procedures
Ground your AI-assisted content creation in editorial best practices to ensure the highest quality.ย
This might include:
- Identifying the parts of the content creation workflow that are best suited for LLM assistance.
- Conducting an editorial meeting to sign off on topics and outlines.ย
- Drafting the content.
- Performing the structural edit for clarity and flow, then copyediting for grammar and punctuation.
- Getting sign-off from stakeholders.ย ย

The AI editing checklist
Build a checklist to use during the review process for quality assurance. Here are some ideas to get you started:
- Every claim, statistic, quote, or date is accompanied by a citation for fact-checking accuracy.
- All facts are traceable to credible, approved sources.
- Outdated statistics (more than two years) are replaced with fresh insights.ย
- Draft meets the style guideโs voice guidelines and tone definitions.ย
- Content adds valuable, expert insights rather than being vague or generic.
- For thought leadership, ensure the authorโs perspective is woven throughout.
- Draft is run through the AI detector, aiming for a conservative percentage of 5% or less AI.ย
- Draft aligns with brand values and meets internal publication standards.
- Final draft includes explicit disclosure of AI involvement when required (client-facing/regulatory).
Grounding AI content in trust and intent
AI is transforming how we create, but it doesnโt change why we create.
Every policy, workflow, and prompt should ultimately support one mission: to deliver accurate, helpful, and human-centered content that strengthens your brandโs authority and improves your visibility in search.ย
Dig deeper: An AI-assisted content process that outperforms human-only copy
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Google's John Mueller said case sensitivity matters and SEOs shouldn't just hope it works.
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Beyond LLMs: Crafting Robust AI with Multi-Method Agentic Architectures
The post Beyond LLMs: Crafting Robust AI with Multi-Method Agentic Architectures appeared first on StartupHub.ai.
โLarge language models have well-known issues and constraints. And so if you want to solve complex problems, youโre going to want to adopt whatโs called multi-method agentic AI, which combines large language models with other kinds of proven automation technologies so that you can build more adaptable, more transparent systems that are much more likely [โฆ]
The post Beyond LLMs: Crafting Robust AI with Multi-Method Agentic Architectures appeared first on StartupHub.ai.
Google Arts & Culture Elevates Virtual Travel with AI Tours
The post Google Arts & Culture Elevates Virtual Travel with AI Tours appeared first on StartupHub.ai.
Google Arts & Culture is redefining virtual exploration with new AI tours for North Gyeongsang, South Korea, featuring interactive, Gemini-powered commentary.
The post Google Arts & Culture Elevates Virtual Travel with AI Tours appeared first on StartupHub.ai.
Nvidiaโs AI Imperative: Beyond Mooreโs Law, Network is the New Compute
The post Nvidiaโs AI Imperative: Beyond Mooreโs Law, Network is the New Compute appeared first on StartupHub.ai.
Michael Kagan, CTO of Nvidia and co-founder of Mellanox, recently engaged in a candid discussion with Sonya Huang and Pat Grady at Sequoiaโs Europe100 event, offering profound insights into Nvidiaโs meteoric rise as the architect of AI infrastructure. His commentary illuminated the pivotal role of the Mellanox acquisition in transforming Nvidia from a mere chip [โฆ]
The post Nvidiaโs AI Imperative: Beyond Mooreโs Law, Network is the New Compute appeared first on StartupHub.ai.
Fedora Linux 43 Now Available For Download
Apple Silicon USB3 Support Queued Ahead Of Linux 6.19
DM-VERITY Change For Linux 6.19: "On Some CPUs This Nearly Doubles Hashing Performance"
59 Patches Allow Finally Building Glibc With LLVM's Clang Compiler
Stride 4.2.1.2485 Game Engine Brings Vulkan Compute Shader Support, Better Performance
Windows 11 Will Start Memory Scans After BSOD to Prevent Future Issues
Microsoft notes that this first wave flags every bug check so they can watch how memory glitches turn into blue screens, and they will refine targeting of these issues in the later updates. At the moment the preview will not run on Arm64 PCs, machines that have Administrator Protection turned on, or any BitLocker setup that boots without Secure Boot enabled. Users that are part of the Windows Insiders Dev and Beta channels will be able to access this feature. Windows 11 Insider Preview Build 26220.6982 (KB5067109) and Windows 11 Insider Preview Build 26120.6982 (KB5067109) are the first in the rollout, so they can beta test the feature before it hits the main stable Windows 11 branch.
NVIDIA DGX Spark Reportedly Runs at Half the Power and Performance
After facing multiple delays, NVIDIA's DGX Spark has finally reached developers. However, many are reporting software and firmware issues on NVIDIA's end. There may also be thermal throttling problems, causing the chip to reduce frequency and voltage to prevent overheating. In some cases, the system has rebooted, potentially due to inadequate cooling. The GB10 SoC is rated for a 140 W TDP, and the 128 GB configuration of LPDDR5X could add several dozen additional watts. Therefore, a 100 W power draw doesn't seem feasible for the DGX Spark. It remains to be seen whether a software or firmware update will address these issues, or if NVIDIA will provide an aftermarket cooling solution for its $3,999 machine if it continues to overheat.
(PR) Samsung Launches New microSD Express Card P9 Express
transfer performance compared to UHS-I cards, making it ideal for environments that demand high-capacity processing and fast data transmission.
The P9 Express is especially valuable for hardcore console gamers who frequently enjoy a diverse range of games and Downloadable Content (DLC), often demanding additional storage capacity beyond the internal storage. To meet different gaming needs, it is available in both 256 GB and 512 GB options. It also provides an ideal solution for multiple users sharing a single console, where ample capacity is required for several different game installations, helping gamers overcome limited internal storage and enjoy a wide variety of titles without compromise. When used with a dedicated SD Express interface, the P9 Express delivers sequential read speeds up to four times faster than UHS-I, enabling creators and professionals to efficiently move large volumes of data from devices to PCs, laptops, or workstations.
(PR) ASUS Launches XA NB3I-E12 AI Server Built with NVIDIA HGX B300
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TechPowerUp
- (PR) Klevv Expands Urbane V RGB DDR5 Gaming/OC Memory Series With an All-New Jet Black Edition
(PR) Klevv Expands Urbane V RGB DDR5 Gaming/OC Memory Series With an All-New Jet Black Edition
The URBANE V RGB Gaming/OC series is designed with both style and function in mind, featuring a 2 mm-thick aluminium heatsink with refined, curved edges and precision linear grooves that ensure durability and efficient cooling. With a low-profile height of just 42.5 mm, the modules fit seamlessly into diverse builds while maintaining optimal thermal performance. A distinctive dual-beam RGB light guide delivers smooth, customizable illumination across 16 million colors, fully compatible with major motherboard lighting software. This proven design, recognized with the prestigious iF Design Award, is now available in an elegant Jet Black finish that complements today's modern gaming and creator setups.
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GeekWire
- Amazon confirms 14,000 corporate job cuts, says push for โefficiency gainsโ will continue into 2026
Amazon confirms 14,000 corporate job cuts, says push for โefficiency gainsโ will continue into 2026

Amazon confirmed Tuesday that it is cutting about 14,000 corporate jobs, citing a need to reduce bureaucracy and become more efficient in the new era of artificial intelligence.
In a message to employees, posted on the companyโs website, Amazon human resources chief Beth Galetti signaled that additional cutbacks are expected to take place into 2026, while indicating that the company will also continue to hire in key strategic areas.
Reuters reported Monday that the number of layoffs could ultimately total as many as 30,000 people, which is still a possibility as the cutbacks continue into next year. At that scale, the overall number of job cuts could eventually be the largest in Amazonโs history, exceeding the 27,000 positions that the company eliminated in 2023 across multiple rounds of layoffs.
โThis generation of AI is the most transformative technology weโve seen since the Internet, and itโs enabling companies to innovate much faster than ever before,โ wrote Galetti, senior vice president of People Experience and Technology.
The goal is โto be organized more leanly, with fewer layers and more ownership, to move as quickly as possible for our customers and business,โ she explained.
Galetti wrote that the company is โshifting resources to ensure weโre investing in our biggest bets and what matters most to our customersโ current and future needsโ โ indicating that layoff decisions are based whether teams and roles align with the companyโs direction.
Amazonโs corporate workforce numbered around 350,000 people in early 2023, the last time the company provided a public number. At that scale, the initial reduction of 14,000 represents about 4% of Amazonโs corporate workforce. However, the number is a much smaller fraction of its overall workforce of 1.55 million people, which includes workers in its warehouses.

Cuts are expected across multiple regions and countries, but they are likely to hit hard in the Seattle region, home to the companyโs first headquarters and its largest corporate workforce. The region has already felt the impact of major layoffs by Microsoft and others, as companies adjust to the uncertain economy and accelerate investments in AI-driven automation.
Many displaced tech workers here have found job searches slower and more competitive than in previous cycles in which the tech sector was more insulated than other industries.
The cuts at Amazon are the latest pullback after a pandemic-era hiring spree. They come two days before the companyโs third quarter earnings report. Amazon and other cloud giants have been pouring billions into capital expenses to boost AI capacity. Cutting jobs is one way of showing operating-expense discipline to Wall Street.
In a memo to employees in June, Amazon CEO Andy Jassy wrote that he expected Amazonโs total corporate workforce to get smaller over time as a result of efficiency gains from AI.
Jassy took over as Amazon CEO from founder Jeff Bezos in mid-2021. In recent years he has been pushing to reduce management layers and eliminate bureaucracy inside the company, saying he wants Amazon to operate like the โworldโs largest startup.โย
Bloomberg News reported this week that Jassy has told colleagues that parts of the company remain โunwieldyโ despite the 2023 layoffs and other efforts to streamline operations.ย
As part of its report, Reuters cited sources saying the magnitude of the cuts is also a result of Amazonโs strict return-to-office policy failing to cause enough employees to quit voluntarily. Amazon brought workers back five days a week earlier this year.
Impacted teams and people will be notified of the layoffs today, Galetti wrote.
Amazon is offering most impacted employees 90 days to find a new role internally, though the timing may vary based on local laws, according to the message. Those who do not find a new position at Amazon or choose to leave will be offered severance pay, outplacement services, health insurance benefits, and other forms of support.
Nvidia DGX Spark delivers half quoted performance for John Carmack
John Carmack reports performance issues with Nvidiaโs DGX Spark AI system John Carmack, ID Software founder and former CTO of Oculus VR, has been testing an Nvidia DGX Spark AI system. So far, he is not impressed by the performance the system has delivered. His system appears to be maxing out at 100 watts, which [โฆ]
The post Nvidia DGX Spark delivers half quoted performance for John Carmack appeared first on OC3D.
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Hardware & Tech News - OC3D.net
- Battlefield REDSEC is launching today โ Hereโs what you need to know
Battlefield REDSEC is launching today โ Hereโs what you need to know
Battlefield is getting a free-to-play Battle Royale mode EA has confirmed that Battlefield REDSEC will launch on October 28th at 3 PM GMT, a free-to-play Battle Royale game that debuts alongside Battlefield 6โs Season 1 content. Battlefield REDSEC acts as EAโs counter to Call of Duty: Warzone. Currently, exact details for the new game are [โฆ]
The post Battlefield REDSEC is launching today โ Hereโs what you need to know appeared first on OC3D.
Amazon to lay off 30,000 corporate workers after pandemic overhiring
Update: Amazon has now said it will reduce its corporate workforce by about 14,000 people, with more cuts to follow next year. It has partly blamed the move on AI adoption, which some say has become a scapegoat for companies making layoffs.
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The Matrix Creators Wanted Kojima to Make a Game Based on the IP, But Konami Refused
There's little doubt that The Matrix franchise is criminally underserved when it comes to videogame adaptations, despite being theoretically a perfect fit for the medium. In the 26 years since the original movie's theatrical debut, we only got two decent games: 2003's single player action/adventure game Enter the Matrix and 2005's MMORPG The Matrix Online. More recently, the interactive experience The Matrix Awakens was released in late 2021, but it was really just a tech demo for Unreal Engine 5 and a tease at the level of quality that gaming fans of the IP never really got to fully experience. [โฆ]
Read full article at https://wccftech.com/the-matrix-creators-wanted-kojima-make-a-game-on-the-ip-konami-refused/

Watch The NVIDIA GTC 2025, CEO Jensen Huang, Keynote Here: Live From Washington, US
Today at GTC 2025, NVIDIA's CEO, Jensen Huang, will deliver the opening keynote live from Washington, US, for the first time. NVIDIA GTC Comes To Washington, D.C, US: CEO Jensen Huang To Talk About Next Chapter of AI, Watch It Live Here NVIDIA's GTC 2025 is just a few hours away, and while you might be wondering, didn't GTC already happen a few months back? Well, it should be mentioned that while GTC used to be a one-time per annum affair in the past, the recent growth and success have turned NVIDIA's GTC into more of a quarterly event. As [โฆ]
Read full article at https://wccftech.com/watch-nvidia-gtc-2025-ceo-jensen-huang-keynote-live-washington-us/

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Wccftech
- Appleโs Next In-House 5G Modem โ The C2, Will Use An Older Manufacturing Process From TSMC Next Year, Unlike The A20 & A20 Pro
Appleโs Next In-House 5G Modem โ The C2, Will Use An Older Manufacturing Process From TSMC Next Year, Unlike The A20 & A20 Pro
The iPhone 17 lineup is expected to be Appleโs last to ship with Qualcommโs 5G modems as the company prepares its transition to ship all of its iPhone 18 models with the C2 baseband chip. This in-house solution was said to be in developmentย shortly after the iPhone 16e was announced, and while we will witness its materialization in 2026, a new report states that, unlike other Apple chipsets like the A20 and A20 Pro, it will not leverage TSMCโs newest 2nm process, but a lithography that is a couple of generations old. The C2 5G modem will reportedly be mass [โฆ]
Read full article at https://wccftech.com/apple-c2-to-be-mass-produced-on-older-tsmc-process-says-report/

Bully Online Mod Promises to Let You Roam Rockstarโs Classic with Friends
A team of modders is working on Bully Online, a modification for the PC version of Bully: Scholarship Edition that promises to allow players to roam the grounds of Bullworth Academy and the nearby town with their friends. The Wii and Xbox 360 versions of Scholarship Edition did have a multiplayer mode, but it was limited to two players and only allowed them to face off in the class minigames. According to community creator SWEGTA, Bully Online promises much more, including free roam support, solo and group minigames, and even a role-playing system. They were able to add a 'fully [โฆ]
Read full article at https://wccftech.com/bully-online-mod-promises-let-you-roam-rockstars-classic-with-friends/

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Wccftech
- Loulan: The Cursed Sand Is a Chinese Hack โnโ Slash ARPG Where You Play as a Skeletal Warrior
Loulan: The Cursed Sand Is a Chinese Hack โnโ Slash ARPG Where You Play as a Skeletal Warrior
This morning, indie Chinese developer ChillyRoom unveiled Loulan: The Cursed Sand, one of the games funded through the PlayStation China Hero Project. The game is a hack 'n' slash action RPG viewed from a Diablo-like camera. The setting is the ancient Silk Road, in China's Western Regions. Loulan: The Cursed Sand tells the tragic love story of an exiled royal guard who returns to the titular fallen kingdom amidst the chaos of war in search of his beloved princess. Players will step into the game as the skeletal warrior known as 'The Cursed Sand', mastering the power of sand as [โฆ]
Read full article at https://wccftech.com/loulan-the-cursed-sand-chinese-hack-n-slash-arpg/

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Wccftech
- Galaxy Z TriFold, Samsungโs First Triple-Folding Smartphone, Gets A First Look Through A Series Of Images
Galaxy Z TriFold, Samsungโs First Triple-Folding Smartphone, Gets A First Look Through A Series Of Images
Samsung looks to be all set to announce its first triple-folding smartphone, the Galaxy Z TriFold, and even though the device is expected to be limited to a few markets, it was high time that we saw smartphones gravitate to a new form factor. Just before the official announcement happens, a series of images provides a first look at the Galaxy Z TriFold, showing a dual-infolding structure that can transform into a large-screen tablet. The Galaxy Z TriFold was on display at the Samsung booth at the K-Tech Showcase, with one report stating that the prototype did not display any [โฆ]
Read full article at https://wccftech.com/samsung-galaxy-z-trifold-first-look-image-gallery/

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TechRadar - All the latest technology news
- How to watch Paris Masters 2025: live stream tennis online for FREE, start time, what TV channel?
How to watch Paris Masters 2025: live stream tennis online for FREE, start time, what TV channel?
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TechRadar - All the latest technology news
- DJIโs first robot vacuum launches in Europe, but the Romo wonโt be a Roborock rival just yet
DJIโs first robot vacuum launches in Europe, but the Romo wonโt be a Roborock rival just yet
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TechRadar - All the latest technology news
- I tested Ulefone's latest rugged phone - and found the Armor 29 Ultra is as refined as these devices get
I tested Ulefone's latest rugged phone - and found the Armor 29 Ultra is as refined as these devices get
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TechRadar - All the latest technology news
- Take a load off your feet with 45% off this highly rated all-in-one robot vacuum cleaner โ now just AU$1,540
Take a load off your feet with 45% off this highly rated all-in-one robot vacuum cleaner โ now just AU$1,540
OpenAI offers free ChatGPT Go for one year to all users in India
Pinch to Build by Vibecode App
The most powerful way to build professional mobile apps.
chaos
The workspace for music creators
MailerLite email marketing MCP server
Turn your AI tool into a personal email marketing assistant
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Your LinkedIn post studio from sources to impact
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Elon's answer to Wikipedia
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The first add-on to manage Google Sheets tabs efficiently
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Automatically adds short poems to your photos, for free.
Pokee AI
Vibe Your Agentic Workflows
On-Policy Distillation LLMs Redefine Post-Training Efficiency
The post On-Policy Distillation LLMs Redefine Post-Training Efficiency appeared first on StartupHub.ai.
On-policy distillation LLMs from Thinking Machines Lab offer a highly efficient and cost-effective method for post-training specialized smaller models, combining direct learning with dense feedback.
The post On-Policy Distillation LLMs Redefine Post-Training Efficiency appeared first on StartupHub.ai.
Tensormesh exits stealth with $4.5M to slash AI inference caching costs
The post Tensormesh exits stealth with $4.5M to slash AI inference caching costs appeared first on StartupHub.ai.
Tensormesh's AI inference caching technology eliminates redundant computation, promising to make enterprise AI cheaper and faster to run at scale.
The post Tensormesh exits stealth with $4.5M to slash AI inference caching costs appeared first on StartupHub.ai.
Halo: Campaign Evolved Lead Responds to Criticisms of AI Use
More recently, however, an Xbox representative responded directly to Rolling Stones, clarifying that "There is no mandate to use generative AI in our game development, and that includes Halo: Campaign Evolved," contrary to the situation facing many EA workers, who have allegedly been facing pressure to use AI tools for over a year. This response echoed the game director's prior insistence that generative AI is being used merely as a tool by the developers to improve general workflows, and that game development "really is about that creative spark that comes from people." Mentions of generative AI in video games are only becoming more frequent, and many online discussions surrounding AI indicate that it is fuelling an erosion of trust in game studios and developers.
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BetaList - Discover tomorrow's startups, today
- Self Hosted Project โ Own your VPN server, Privacy the way it should be
Self Hosted Project โ Own your VPN server, Privacy the way it should be
Filing: Metaโs AI layoffs hit Washington offices in Bellevue, Seattle, Redmond

Meta plans to lay off more than 100 employees in Washington state as part of a broader round of cuts within its artificial intelligence division.
A new filing with the stateโs Employment Security Department shows 101 employees impacted, including 48 in Bellevue, 23 in Seattle, and four in Redmond, along with 23 remote workers based in Washington.
The filing lists dozens of affected roles across Metaโs AI research and infrastructure units, including software engineers, AI researchers, and data scientists. Meta product managers, privacy specialists, and compliance analysts were also affected.
Meta is cutting around 600 positions in its AI unit, Axios reported last week. The company is investing heavily in AI and wants to create a โmore agile operation,โ according to an internal memo cited by Axios. Meta has just under 3,000 roles within its superintelligence lab, CNBC reported.
The separations at Meta in Washington take effect Dec. 22, according to the Worker Adjustment and Retraining Notification (WARN) notice filed Oct. 22.
Meta employs thousands of people across multiple offices in the Seattle region, one of its largest engineering hubs outside Menlo Park.
The latest reductions mark another contraction for Metaโs Pacific Northwest footprint following multiple rounds of layoffs over the past several years.
The companyโs rapid expansion in Seattle over the past decade made it one of the emblems of the regionโs tech boom, coinciding with Microsoftโs resurgence and Amazonโs rise.
Among the Bay Area titans, Google was among the first to establish a Seattle-area engineering office, way back in 2004. However, it was Facebookโs decision to open its own outpost across from Pike Place Market in 2010 that really got the attention of their Silicon Valley tech brethren.
In the decade that followed, out-of-town companies set upย more than 130 engineering centers in the region.

However, more recently Meta has made moves to trim its Seattle-area footprint.
Apple earlier this year took over a building previously occupied by Meta in Seattleโs South Lake Union neighborhood, near Amazonโs headquarters. CoStar reported in April that Meta listed its other Arbor Blocks building for sublease.
Meta previously gobbled up much of the planned office space at the Spring District, a sprawling development northeast of downtown Bellevue, including a building that was originally going to be aย new REI headquarters. But it hasย subleasedย some of the space since then to companies such as Snowflake, which recently took an entire building from Meta at the Spring District.
Metaโs office in Redmond, near Microsoftโs headquarters, is focused on its mixed reality development.
GeekWire has reached out to the company for an updated Seattle-area headcount.
Metaโs cuts come amid reported layoffs at Amazon that could impact up to 30,000 workers.
Tech companies have laid off more than 128,000 employees this year, according to Layoffs.fyi. Last year, companies cut nearly 153,000 positions.
SideWinder Adopts New ClickOnce-Based Attack Chain Targeting South Asian Diplomats

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TechRadar - All the latest technology news
- Iโve been sitting on the ErgoTune Vesby for months โ if it wasnโt for one annoying quirk, Iโd give this office chair full marks
Iโve been sitting on the ErgoTune Vesby for months โ if it wasnโt for one annoying quirk, Iโd give this office chair full marks
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TechRadar - All the latest technology news
- Best 55-inch TVs in Australia for all budgets and all tested by our TV experts
Best 55-inch TVs in Australia for all budgets and all tested by our TV experts
Stray Appears To Be November's First PlayStation Plus Free Monthly Game
Stray is a single-player indie adventure game that originally launched in 2022 for the PS5, PS4, and PC via Steam, later launching on the Xbox Series X|S, macOS, and Nintendo Switch. The game follows an orange cat as it explores an underground cyberpunk city occupied exclusively by robots in an effort to find its way back to the surface. It largely features puzzle-platformer mechanics, with a particular focus on environmental puzzles. The game will apparently be the flagship title for the month of November on PS Plus, but there will be two other as-yet unknown free games joining Stray at the same time.
Next-gen Xbox to feature full Windows, backward compatibility, and free online multiplayer
According to the rumor mill, the next Xbox console will have access to all Windows software and support all games currently available on Xbox Series consoles. The information matches earlier rumors regarding Microsoft's radical shift in strategy.
Read Entire Article
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BetaList - Discover tomorrow's startups, today
- QuietNet - is like a filter for the internet. โ Block ads, trackers, and threats โ for every device, all in one place
QuietNet - is like a filter for the internet. โ Block ads, trackers, and threats โ for every device, all in one place
Quietnet blocks ads, tracking, and harmful websites before they even reach your phone, laptop, or TV โ no apps needed, and it works for every device in your home or office.
We make the internet faster, safer, and more private for families and small businesses โ without the noise. We're not backed by big tech or VC money. We're privacy-focused, bootstrapped, and already seeing people pay for peace and quiet online. QuietNet is built by people who care โ no ads, no tracking, just a cleaner, safer internet for your family or team.
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TechRadar - All the latest technology news
- Razer Raiju V3 Pro vs Razer Wolverine V2 Pro: two premium PS5 controllers, but only one is worth buying this Black Friday
Razer Raiju V3 Pro vs Razer Wolverine V2 Pro: two premium PS5 controllers, but only one is worth buying this Black Friday
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TechRadar - All the latest technology news
- Adobe MAX 2025 - live coverage of Adobe's flagship creativity conference
Adobe MAX 2025 - live coverage of Adobe's flagship creativity conference
Venture capital is not an asset class, says Sequoiaโs Roelof Botha
CEO of Alphabetโs X, Astro Teller, on what makes a moonshot
Zoom CEO Eric Yuan says AI will shorten our workweek
Roelof Botha explains why Sequoia supports Shaun Maguire after COO quit
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Latest from Tom's Hardware
- Battlefield 6's long-awaited battle royale mode officially drops October 28 โ "RedSec" will be free to play across PC and console
Battlefield 6's long-awaited battle royale mode officially drops October 28 โ "RedSec" will be free to play across PC and console
Routers
OpenRazer 3.11 Released With Linux Driver Support For Newer Razer Devices
Multiplayer God of War Game Screenshots Reveal A Cancelled Return to Ancient Greece
Further details about the game, including how a multiplayer God of War game would look, are still unknown, but the screenshots provided by MP1st's source reveal that the game would be a return to Ancient Greeceโor a territory conquered by the Greek empire. The game was seemingly still in very early development, but it is evident from the screenshots that the halls, rooms, and caverns were being designed for multiple players. Curiously, it seems as though some assetsโweapons and statues that bear an uncanny resemblance to warriors and weapons from the Norse arcsโwere also borrowed from the 2018 God of War reboot, although it's unclear if these were simply substitutes that would later be replaced or if they'd actually make it into the final game.
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Hardware & Tech News - OC3D.net
- AMD gains $3 billion divesting from ZT Systemsโ manufacturing business
AMD gains $3 billion divesting from ZT Systemsโ manufacturing business
AMD gains $3 billion by divesting from ZT Systemsโ manufacturing business โ retains key talent AMD has confirmed that it has officially divested from ZT Systemsโ manufacturing business, selling it to Sanmina for $3 billion. This recoups most of AMDโs acquisition costs from its ZT Systems (ZTS) purchase earlier this year, and secures AMD a [โฆ]
The post AMD gains $3 billion divesting from ZT Systemsโ manufacturing business appeared first on OC3D.
This ultra-thin UVA detector is designed to disappear into your smartwatch or clothing
Researchers at Kyung Hee University in South Korea have unveiled a new ultraviolet photodetector designed to improve protection against excessive UVA exposure. The fully transparent device measures UVA levels in real time and transmits an electrical signal to an external monitoring system, such as a phone app.
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BetaList - Discover tomorrow's startups, today
- Voxtara โ AI Speech Coach to Improve Public Speaking Skills Regardless of Your Skills
Voxtara โ AI Speech Coach to Improve Public Speaking Skills Regardless of Your Skills
Voxtara is your personal AI speech coach that helps you become a more confident and effective public speaker. Whether you're preparing for a big presentation, teaching a class, or pitching to investors, Voxtara provides instant, actionable feedback to help you improve.
Key Features: โข AI-Powered Analysis: Get comprehensive feedback on clarity, pacing, confidence, engagement, and body language โข Video Recording: Record practice sessions up to 5 minutes โข Deep-Dive Reports: Detailed analysis โข Progress Tracking: Watch your speaking skills improve over time with detailed analytics โข Practice Reminders: Set custom reminders โข Session History: Review past performances
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The Keyword
- Our new agreement with NextEra Energy will bring Iowaโs only nuclear plant back to life.
Our new agreement with NextEra Energy will bring Iowaโs only nuclear plant back to life.
7 Email Marketing Techniques To Increase Open Rates [Infographic]
These quick tips could help you get more traction with your email outreach.ย
TikTok Shares Cybersecurity Tips
With cyber scams on the increase, TikTok is looking to help raise awareness among its user community.
Paramount Skydance to Cut Roughly 1,000 Jobs This Week
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Adweek Feed
- Creativity Shines at ADWEEK’s 2025 Brand Genius Celebration Presented by Shutterstock
Creativity Shines at ADWEEK’s 2025 Brand Genius Celebration Presented by Shutterstock
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TechRadar - All the latest technology news
- New study crowns the king of EV battery healthโ and it shows batteries don't degrade as badly as first feared
New study crowns the king of EV battery healthโ and it shows batteries don't degrade as badly as first feared
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TechRadar - All the latest technology news
- I've been a PC gamer for decades, and the Alienware Aurora gaming desktop is the only gaming PC you need
I've been a PC gamer for decades, and the Alienware Aurora gaming desktop is the only gaming PC you need
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TechRadar - All the latest technology news
- I tried Lenovoโs new gaming PC and its build and performance are top-tier โ but another aspect impressed me even more
I tried Lenovoโs new gaming PC and its build and performance are top-tier โ but another aspect impressed me even more
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- Dell has a secret clearance page that's much better than its official deals site - here's what we've found
Dell has a secret clearance page that's much better than its official deals site - here's what we've found
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TechRadar - All the latest technology news
- I used the Beelink SER9 Pro mini PCโs AI Voice Kit, and it certainly aided day-to-day tasks in the office
I used the Beelink SER9 Pro mini PCโs AI Voice Kit, and it certainly aided day-to-day tasks in the office
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TechRadar - All the latest technology news
- Windows 11 is getting a new trick to make your PC more reliable โ and Microsoft has fixed a security flaw in File Explorer
Windows 11 is getting a new trick to make your PC more reliable โ and Microsoft has fixed a security flaw in File Explorer
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TechRadar - All the latest technology news
- 'If they took it away, I'd have a heart attack': Award-winning filmmaker waxes lyrical about Asusโs $8000 8K rival to Appleโs Mac Pro display
'If they took it away, I'd have a heart attack': Award-winning filmmaker waxes lyrical about Asusโs $8000 8K rival to Appleโs Mac Pro display
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TechRadar - All the latest technology news
- X set to put a stake in Twitter's heart as it kills the domain and possibly wreaks havoc with 2FA access
X set to put a stake in Twitter's heart as it kills the domain and possibly wreaks havoc with 2FA access
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TechRadar - All the latest technology news
- World's biggest hydro site can produce as much electricity as 88 nuclear reactors - and now wants to attract more AI data centres
World's biggest hydro site can produce as much electricity as 88 nuclear reactors - and now wants to attract more AI data centres
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TechRadar - All the latest technology news
- As a phones expert Iโm telling you not to buy an iPhone until the Black Friday deals arrive
As a phones expert Iโm telling you not to buy an iPhone until the Black Friday deals arrive
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TechCrunch
- Defense startup Pytho AI wants to turbocharge military mission planning and it will show off its tech at Disrupt 2025
Defense startup Pytho AI wants to turbocharge military mission planning and it will show off its tech at Disrupt 2025
Strong by Form will show its ultralight engineered wood at TechCrunch Disrupt 2025
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TechCrunch
- MacroCycle found a shortcut for plastic recycling โ catch it at TechCrunch Disrupt 2025
MacroCycle found a shortcut for plastic recycling โ catch it at TechCrunch Disrupt 2025
Mbodi will show howย it canย train a robot using AI agents at TechCrunch Disrupt 2025
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TechCrunch
- Glฤซd is building an autonomous shortcut to move freight from road to rail โ catch it at TechCrunch Disrupt 2025
Glฤซd is building an autonomous shortcut to move freight from road to rail โ catch it at TechCrunch Disrupt 2025
Waymoโs co-CEO on the challenge of scaling robotaxis safely
Waymo co-CEO on robotaxi vandalism: โWeโre not standing for itโ
Robotaxi companies must do more to prove safety, Waymo co-CEO says
Amazon reportedly plans to cut around 30,000 corporate jobs
OpenAI says over a million people talk to ChatGPT about suicide weekly
Fitbitโs revamped app, with Gemini-powered health coach, rolls out to Premium users
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TechCrunch
- New corporate espionage claims emerge, centered on two highly valued 401(k) admin startups
New corporate espionage claims emerge, centered on two highly valued 401(k) admin startups
YouTube Introduces โAsk Studioโ AI For Channel Analytics
YouTube launched Ask Studio, an AI assistant in YouTube Studio that analyzes channel data to surface comment insights, performance analysis, and content ideas.
The post YouTube Introduces โAsk Studioโ AI For Channel Analytics appeared first on Search Engine Journal.
OpenAI Flags Emotional Reliance On ChatGPT As A Safety Risk
OpenAI is telling companies that โrelationship buildingโ with AI has limits. Emotional dependence on ChatGPT is considered a safety risk, with new guardrails in place.
The post OpenAI Flags Emotional Reliance On ChatGPT As A Safety Risk appeared first on Search Engine Journal.
Edge AI: The Key to Sustainable AI Energy Efficiency
The post Edge AI: The Key to Sustainable AI Energy Efficiency appeared first on StartupHub.ai.
Arm and SCSP's new paper highlights edge computing as the strategic imperative for achieving AI energy efficiency and securing U.S. competitiveness.
The post Edge AI: The Key to Sustainable AI Energy Efficiency appeared first on StartupHub.ai.
Americaโs AI Future: AMD Powers U.S. Sovereign AI
The post Americaโs AI Future: AMD Powers U.S. Sovereign AI appeared first on StartupHub.ai.
AMD and the DOE are launching Lux and Discovery supercomputers at ORNL, a $1 billion investment to establish secure U.S. Sovereign AI infrastructure.
The post Americaโs AI Future: AMD Powers U.S. Sovereign AI appeared first on StartupHub.ai.
ASEANโs AI Ambition: Infrastructure, Innovation, and Tailored Governance
The post ASEANโs AI Ambition: Infrastructure, Innovation, and Tailored Governance appeared first on StartupHub.ai.
โInfrastructure is destiny,โ declared James Hairston, Head of International Policy & Partnerships for Asia, Africa, & Latin America at OpenAI, encapsulating the strategic imperative facing Southeast Asia in the burgeoning age of artificial intelligence. This powerful statement set the stage for a compelling discussion at the Bloomberg Business Summit at ASEAN in Kuala Lumpur, where [โฆ]
The post ASEANโs AI Ambition: Infrastructure, Innovation, and Tailored Governance appeared first on StartupHub.ai.
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HotHardware.com News Rss Feed
- Microsoft 365 Price Hike Sparks Lawsuit Alleging Millions Were Tricked Into Pricier AI Plans
Microsoft 365 Price Hike Sparks Lawsuit Alleging Millions Were Tricked Into Pricier AI Plans
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HotHardware.com News Rss Feed
- Retroid Pocket 6 Brings Snapdragon & 120Hz OLED To The Retro Handheld Gaming Party
Retroid Pocket 6 Brings Snapdragon & 120Hz OLED To The Retro Handheld Gaming Party
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HotHardware.com News Rss Feed
- Why Xbox's President Thinks TikTok Is A Bigger Competitor Than PlayStation
Why Xbox's President Thinks TikTok Is A Bigger Competitor Than PlayStation
Japan Launches New HTV-X Cargo Ship to ISS
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ExtremeTech
- Chinese Robotics Startup Unveils Humanoid Robot That Costs a Fraction of Tesla's Optimus
Chinese Robotics Startup Unveils Humanoid Robot That Costs a Fraction of Tesla's Optimus
Ads Likely Coming to Apple Maps Next Year
FreeBSD Celebrates The Milestone Of Reproducible Builds & No Root Needed
Ocypus x TechPowerUp Giveaway: Slick New Cooling Upgrades for the Winter
The Ocypus Sigma Pro is the star attraction here, with its floating true-color display on top of its cuboidal pump-block that can be programmed to display just about anything. Ocypus bundles software that can display system monitoring info on this display. You can also program it with cool visualizations and game stats. The Iota C70 is a spacious, wide-format ATX mid-tower case with ample room for builds with high-end graphics cards and elaborate liquid coolers, such as the Sigma Pro. It comes with a pillarless front-left corner letting you revel on your creation. The Giveaway is open worldwide and runs until November 6th.
For more information, and to participate, visit this page.
MSI Launches NVIDIA GeForce RTX 5050 Inspire Dual-Slot GPU for SFF PC Builds
The only notable difference between the two versions is the clock speed, with the vanilla RTX 5050 Inspire ITX topping out at 2587 MHz in Extreme Performance mode (2572 MHz regular boost clocks), while the OC version is capable of 2617 MHz in Extreme Performance mode while boosting to 2602 MHz ordinarily. Both ITX cards feature three DisplayPort 2.1b ports and a single HDMI 2.1b port and have a rated power consumption of 130 W, supplied via a single 8-pin power connector. Users can select between Gaming and Silent modes in MSI Center or dive deeper into customization and overclocking in MSI Afterburner. No pricing information has been announced for the new ITX GPUs.
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Latest from Windows Central
- The Outer Worlds 2 PC system requirements aren't bad, but oof โ that file size makes my SSD weep, and the recommended specs are nothing to scoff at, either
The Outer Worlds 2 PC system requirements aren't bad, but oof โ that file size makes my SSD weep, and the recommended specs are nothing to scoff at, either
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Latest from Windows Central
- Satya Nadella is skipping Ignite 2025 โ Judson Althoff will lead the keynote instead
Satya Nadella is skipping Ignite 2025 โ Judson Althoff will lead the keynote instead
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Latest from Windows Central
- The survival horror classics you need to revisit ahead of Resident Evil Requiem
The survival horror classics you need to revisit ahead of Resident Evil Requiem
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TechSpot
- Amazon reveals a single point of failure brought down AWS taking thousands of services with it
Amazon reveals a single point of failure brought down AWS taking thousands of services with it
Amazon notes that last week's AWS outage began at 11:48 PM PDT on October 19, as users reported widespread errors and latency across services in the US-EAST-1 region (Northern Virginia). Amazon confirmed the disruption stemmed from DNS resolution problems with the DynamoDB API endpoint. While engineers mitigated the issue within...
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Qualcomm steps into the AI infrastructure race with new AI200 and AI250 accelerators
Qualcomm is expanding beyond its roots in mobile technology, directly challenging the companies dominating artificial intelligence hardware. The semiconductor firm has announced that it will enter the high-end data center market with two new AI accelerator chips, marking its most ambitious move yet into the computing infrastructure that underpins the...
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TechSpot
- "New" Ryzen 100 CPUs are mostly Zen 2 and Zen 3+ rebrands, 7500X3D coming for gamers on a budget
"New" Ryzen 100 CPUs are mostly Zen 2 and Zen 3+ rebrands, 7500X3D coming for gamers on a budget
According to tipster Gray (@Olrak29_), the Zen 2 lineup includes four SKUs: Ryzen 5 40, Ryzen 3 30, Athlon Gold 20, and Athlon Silver 10. The Zen 3+ parts include Ryzen 7 170, Ryzen 7 160, Ryzen 5 150, Ryzen 5 130, and Ryzen 3 110. All SKUs feature RDNA 2 integrated graphics.
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Australia sues Microsoft for hiding cheaper Microsoft 365 plans without Copilot
The Australian Competition & Consumer Commission (ACCC) is taking Microsoft to the country's federal court. The agency is suing Microsoft Australia and Microsoft Corporation, alleging that the company misled approximately 2.7 million Australian customers over subscription price changes and alternative renewal options.
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OCCT 15 launches with storage benchmark, smarter GPU tests, and coil-whine detection
OCCT 15 delivers a major update with a new storage test modeled after CrystalDiskMark, plus enhanced GPU diagnostics through an improved 3D adaptive test that detects errors more precisely and adds a coil-whine detection feature.
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UPERFECT UMax 24 Portable Monitor Review: Ideal For Both Gaming And Productivity
So, I stumbled upon this interesting portable monitor, which is unusually large to be called "portable", but considering there are users who would want something that can be useful for both travel and regular use, the UMax 24 looked interesting. I have reviewed a few UPERFECT portable monitors, including the Dual-Stack UStation Delta Max, which is one of the best options for work and gaming. However, UMax's big 24.5-inch screen size makes it an interesting option for daily usage if you are considering a versatile option for your desktop and travel. Personally, I wanted to see if I could replace [โฆ]
Read full article at https://wccftech.com/review/uperfect-umax-24-portable-monitor-review/

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Wccftech
- No Point Waiting For The M5 MacBook Air, Because The 13-Inch & 15-Inch M4 MacBook Air Are $200 Off On Amazon
No Point Waiting For The M5 MacBook Air, Because The 13-Inch & 15-Inch M4 MacBook Air Are $200 Off On Amazon
Apple will eventually introduce the M5 MacBook Air in a few months now that it has officially started selling the M5 MacBook Pro, but you will not immediately see the discounts on the companyโs newer portable Macs, making the M4 MacBook Air models a more attractive proposition. Why? Because Amazon has slashed both the 13-inch and 15-inch versions by $200, and best of all, you can configure these machines up to 24GB unified RAM and a 512GB SSD. The base model starts from $799, making it an instant steal. The M5 MacBook Air will likely adopt the same โfanlessโ cooling [โฆ]
Read full article at https://wccftech.com/do-not-wait-for-the-m5-macbook-air-because-amazon-offers-200-off-on-m4-macbook-air/

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Wccftech
- GameStop Proclaims Console Wars Over After Halo on PS, White House Responds With AI Trump in Spartan Armor
GameStop Proclaims Console Wars Over After Halo on PS, White House Responds With AI Trump in Spartan Armor
Halo: Campaign Evolved marked the official confirmation of something that felt like it would never happen just a short few years ago, with Halo officially coming to PlayStation. Following that announcement, GameStop, the retailer that was initially known for selling physical video games that's now more known for turning into a glorified Pop Funko and merch store called the 'Console Wars' over. Of all entities, the White House, which would normally have more important things to post about, responded with an AI-generated image of President Trump in Spartan armor with the caption "Power to the players." GameStop's original post comes [โฆ]
Read full article at https://wccftech.com/gamestop-console-wars-over-halo-on-ps-white-house-trump-ai-spartan-armor/

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Wccftech
- Borderlands Boss Says Gaming Hasnโt Even Produced a Single Masterpiece Yet: โWeโre Just Figuring This Outโ
Borderlands Boss Says Gaming Hasnโt Even Produced a Single Masterpiece Yet: โWeโre Just Figuring This Outโ
Gearbox founder Randy Pitchford was recently interviewed by Shacknews alongside a few other colleagues to discuss the making of Borderlands 4, the studio's latest game, which was released on September 12. The video runs for 73 minutes, and right toward the end, Pitchford goes into exactly what is needed to create such a big videogame like Borderlands 4. Interestingly, he then adds that the gaming industry as a whole is just getting started and 'figuring out' videogames, which haven't yet received their 'Citizen Kane' moment yet. To make a game like Borderlands 4 takes a big investment. It's a massive, [โฆ]
Read full article at https://wccftech.com/borderlands-boss-gaming-hasnt-even-produced-single-masterpiece-yet/

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Wccftech
- Qualcommโs New AI Rack-Scale Solutions Actually Uses LPDDR Mobile Memory Onboard, Boldly Hoping to Take on NVIDIA and AMD
Qualcommโs New AI Rack-Scale Solutions Actually Uses LPDDR Mobile Memory Onboard, Boldly Hoping to Take on NVIDIA and AMD
Qualcomm has announced its latest AI chips, which are designed to scale up to a purpose-built rack-level AI inference solution, but interestingly, they employ mobile memory onboard. Qualcomm's New AI Chips Take a 'Daring' Pivot Away From HBM To Target Efficient Inferencing Workloads Qualcomm has come a long way from being a mobile-focused firm, and in recent years, the San Diego chipmaker has expanded into new segments, including consumer computing and AI infrastructure. Now, the firm has announced its newest AI200 and AI250 chip solutions, which are reportedly designed for rack-scale configurations. This not only marks the entry of a [โฆ]
Read full article at https://wccftech.com/qualcomm-new-ai-rack-scale-solution-actually-uses-lpddr-mobile-memory-onboard/

MiniMax-M2 is the new king of open source LLMs (especially for agentic tool calling)
Watch out, DeepSeek and Qwen! There's a new king of open source large language models (LLMs), especially when it comes to something enterprises are increasingly valuing: agentic tool use โ that is, the ability to go off and use other software capabilities like web search or bespoke applications โ without much human guidance.
That model is none other than MiniMax-M2, the latest LLM from the Chinese startup of the same name. And in a big win for enterprises globally, the model is available under a permissive, enterprise-friendly MIT License, meaning it is made available freely for developers to take, deploy, retrain, and use how they see fit โ even for commercial purposes. It can be found on Hugging Face, GitHub and ModelScope, as well as through MiniMax's API here. It supports OpenAI and Anthropic API standards, as well, making it easy for customers of said proprietary AI startups to shift out their models to MiniMax's API, if they want.
According to independent evaluations by Artificial Analysis, a third-party generative AI model benchmarking and research organization, M2 now ranks first among all open-weight systems worldwide on the Intelligence Indexโa composite measure of reasoning, coding, and task-execution performance.
In agentic benchmarks that measure how well a model can plan, execute, and use external toolsโskills that power coding assistants and autonomous agentsโMiniMaxโs own reported results, following the Artificial Analysis methodology, show ฯยฒ-Bench 77.2, BrowseComp 44.0, and FinSearchComp-global 65.5.
These scores place it at or near the level of top proprietary systems like GPT-5 (thinking) and Claude Sonnet 4.5, making MiniMax-M2 the highest-performing open model yet released for real-world agentic and tool-calling tasks.
What It Means For Enterprises and the AI Race
Built around an efficient Mixture-of-Experts (MoE) architecture, MiniMax-M2 delivers high-end capability for agentic and developer workflows while remaining practical for enterprise deployment.
For technical decision-makers, the release marks an important turning point for open models in business settings. MiniMax-M2 combines frontier-level reasoning with a manageable activation footprintโjust 10 billion active parameters out of 230 billion total.
This design enables enterprises to operate advanced reasoning and automation workloads on fewer GPUs, achieving near-state-of-the-art results without the infrastructure demands or licensing costs associated with proprietary frontier systems.
Artificial Analysisโ data show that MiniMax-M2โs strengths go beyond raw intelligence scores. The model leads or closely trails top proprietary systems such as GPT-5 (thinking) and Claude Sonnet 4.5 across benchmarks for end-to-end coding, reasoning, and agentic tool use.
Its performance in ฯยฒ-Bench, SWE-Bench, and BrowseComp indicates particular advantages for organizations that depend on AI systems capable of planning, executing, and verifying complex workflowsโkey functions for agentic and developer tools inside enterprise environments.
As LLM engineer Pierre-Carl Langlais aka Alexander Doria posted on X: "MiniMax [is] making a case for mastering the technology end-to-end to get actual agentic automation."
Compact Design, Scalable Performance
MiniMax-M2โs technical architecture is a sparse Mixture-of-Experts model with 230 billion total parameters and 10 billion active per inference.
This configuration significantly reduces latency and compute requirements while maintaining broad general intelligence.
The design allows for responsive agent loopsโcompileโrunโtest or browseโretrieveโcite cyclesโthat execute faster and more predictably than denser models.
For enterprise technology teams, this means easier scaling, lower cloud costs, and reduced deployment friction. According to Artificial Analysis, the model can be served efficiently on as few as four NVIDIA H100 GPUs at FP8 precision, a setup well within reach for mid-size organizations or departmental AI clusters.
Benchmark Leadership Across Agentic and Coding Workflows
MiniMaxโs benchmark suite highlights strong real-world performance across developer and agent environments. The figure below, released with the model, compares MiniMax-M2 (in red) with several leading proprietary and open models, including GPT-5 (thinking), Claude Sonnet 4.5, Gemini 2.5 Pro, and DeepSeek-V3.2.
MiniMax-M2 achieves top or near-top performance in many categories:
SWE-bench Verified: 69.4 โ close to GPT-5โs 74.9
ArtifactsBench: 66.8 โ above Claude Sonnet 4.5 and DeepSeek-V3.2
ฯยฒ-Bench: 77.2 โ approaching GPT-5โs 80.1
GAIA (text only): 75.7 โ surpassing DeepSeek-V3.2
BrowseComp: 44.0 โ notably stronger than other open models
FinSearchComp-global: 65.5 โ best among tested open-weight systems
These results show MiniMax-M2โs capability in executing complex, tool-augmented tasks across multiple languages and environmentsโskills increasingly relevant for automated support, R&D, and data analysis inside enterprises.
Strong Showing in Artificial Analysisโ Intelligence Index
The modelโs overall intelligence profile is confirmed in the latest Artificial Analysis Intelligence Index v3.0, which aggregates performance across ten reasoning benchmarks including MMLU-Pro, GPQA Diamond, AIME 2025, IFBench, and ฯยฒ-Bench Telecom.
MiniMax-M2 scored 61 points, ranking as the highest open-weight model globally and following closely behind GPT-5 (high) and Grok 4.
Artificial Analysis highlighted the modelโs balance between technical accuracy, reasoning depth, and applied intelligence across domains. For enterprise users, this consistency indicates a reliable model foundation suitable for integration into software engineering, customer support, or knowledge automation systems.
Designed for Developers and Agentic Systems
MiniMax engineered M2 for end-to-end developer workflows, enabling multi-file code edits, automated testing, and regression repair directly within integrated development environments or CI/CD pipelines.
The model also excels in agentic planningโhandling tasks that combine web search, command execution, and API calls while maintaining reasoning traceability.
These capabilities make MiniMax-M2 especially valuable for enterprises exploring autonomous developer agents, data analysis assistants, or AI-augmented operational tools.
Benchmarks such as Terminal-Bench and BrowseComp demonstrate the modelโs ability to adapt to incomplete data and recover gracefully from intermediate errors, improving reliability in production settings.
Interleaved Thinking and Structured Tool Use
A distinctive aspect of MiniMax-M2 is its interleaved thinking format, which maintains visible reasoning traces between <think>...</think> tags.
This enables the model to plan and verify steps across multiple exchanges, a critical feature for agentic reasoning. MiniMax advises retaining these segments when passing conversation history to preserve the modelโs logic and continuity.
The company also provides a Tool Calling Guide on Hugging Face, detailing how developers can connect external tools and APIs via structured XML-style calls.
This functionality allows MiniMax-M2 to serve as the reasoning core for larger agent frameworks, executing dynamic tasks such as search, retrieval, and computation through external functions.
Open Source Access and Enterprise Deployment Options
Enterprises can access the model through the MiniMax Open Platform API and MiniMax Agent interface (a web chat similar to ChatGPT), both currently free for a limited time.
MiniMax recommends SGLang and vLLM for efficient serving, each offering day-one support for the modelโs unique interleaved reasoning and tool-calling structure.
Deployment guides and parameter configurations are available through MiniMaxโs documentation.
Cost Efficiency and Token Economics
As Artificial Analysis noted, MiniMaxโs API pricing is set at $0.30 per million input tokens and $1.20 per million output tokens, among the most competitive in the open-model ecosystem.
Provider | Model (doc link) | Input $/1M | Output $/1M | Notes |
MiniMax | $0.30 | $1.20 | Listed under โChat Completion v2โ for M2. | |
OpenAI | $1.25 | $10.00 | Flagship model pricing on OpenAIโs API pricing page. | |
OpenAI | $0.25 | $2.00 | Cheaper tier for well-defined tasks. | |
Anthropic | $3.00 | $15.00 | Anthropicโs current per-MTok list; long-context (>200K input) uses a premium tier. | |
$0.30 | $2.50 | Prices include โthinking tokensโ; page also lists cheaper Flash-Lite and 2.0 tiers. | ||
xAI | $0.20 | $0.50 | โFastโ tier; xAI also lists Grok-4 at $3 / $15. | |
DeepSeek | $0.28 | $0.42 | Cache-hit input is $0.028; table shows per-model details. | |
Qwen (Alibaba) | from $0.022 | from $0.216 | Tiered by input size (โค128K, โค256K, โค1M tokens); listed โInput price / Output price per 1Mโ. | |
Cohere | $2.50 | $10.00 | First-party pricing page also lists Command R ($0.50 / $1.50) and others. |
Notes & caveats (for readers):
Prices are USD per million tokens and can change; check linked pages for updates and region/endpoint nuances (e.g., Anthropic long-context >200K input, Google Live API variants, cache discounts).
Vendors may bill extra for server-side tools (web search, code execution) or offer batch/context-cache discounts.
While the model produces longer, more explicit reasoning traces, its sparse activation and optimized compute design help maintain a favorable cost-performance balanceโan advantage for teams deploying interactive agents or high-volume automation systems.
Background on MiniMax โ an Emerging Chinese Powerhouse
MiniMax has quickly become one of the most closely watched names in Chinaโs fast-rising AI sector.
Backed by Alibaba and Tencent, the company moved from relative obscurity to international recognition within a yearโfirst through breakthroughs in AI video generation, then through a series of open-weight large language models (LLMs) aimed squarely at developers and enterprises.
The company first captured global attention in late 2024 with its AI video generation tool, โvideo-01,โ which demonstrated the ability to create dynamic, cinematic scenes in seconds. VentureBeat described how the modelโs launch sparked widespread interest after online creators began sharing lifelike, AI-generated footageโmost memorably, a viral clip of a Star Wars lightsaber duel that drew millions of views in under two days.
CEO Yan Junjie emphasized that the system outperformed leading Western tools in generating human movement and expression, an area where video AIs often struggle. The product, later commercialized through MiniMaxโs Hailuo platform, showcased the startupโs technical confidence and creative reach, helping to establish China as a serious contender in generative video technology.
By early 2025, MiniMax had turned its attention to long-context language modeling, unveiling the MiniMax-01 series, including MiniMax-Text-01 and MiniMax-VL-01. These open-weight models introduced an unprecedented 4-million-token context window, doubling the reach of Googleโs Gemini 1.5 Pro and dwarfing OpenAIโs GPT-4o by more than twentyfold.
The company continued its rapid cadence with the MiniMax-M1 release in June 2025, a model focused on long-context reasoning and reinforcement learning efficiency. M1 extended context capacity to 1 million tokens and introduced a hybrid Mixture-of-Experts design trained using a custom reinforcement-learning algorithm known as CISPO. Remarkably, VentureBeat reported that MiniMax trained M1 at a total cost of about $534,700, roughly one-tenth of DeepSeekโs R1 and far below the multimillion-dollar budgets typical for frontier-scale models.
For enterprises and technical teams, MiniMaxโs trajectory signals the arrival of a new generation of cost-efficient, open-weight models designed for real-world deployment. Its open licensingโranging from Apache 2.0 to MITโgives businesses freedom to customize, self-host, and fine-tune without vendor lock-in or compliance restrictions.
Features such as structured function calling, long-context retention, and high-efficiency attention architectures directly address the needs of engineering groups managing multi-step reasoning systems and data-intensive pipelines.
As MiniMax continues to expand its lineup, the company has emerged as a key global innovator in open-weight AI, combining ambitious research with pragmatic engineering.
Open-Weight Leadership and Industry Context
The release of MiniMax-M2 reinforces the growing leadership of Chinese AI research groups in open-weight model development.
Following earlier contributions from DeepSeek, Alibabaโs Qwen series, and Moonshot AI, MiniMaxโs entry continues the trend toward open, efficient systems designed for real-world use.
Artificial Analysis observed that MiniMax-M2 exemplifies a broader shift in focus toward agentic capability and reinforcement-learning refinement, prioritizing controllable reasoning and real utility over raw model size.
For enterprises, this means access to a state-of-the-art open model that can be audited, fine-tuned, and deployed internally with full transparency.
By pairing strong benchmark performance with open licensing and efficient scaling, MiniMaxAI positions MiniMax-M2 as a practical foundation for intelligent systems that think, act, and assist with traceable logicโmaking it one of the most enterprise-ready open AI models available today.

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VentureBeat
- Anthropic rolls out Claude AI for finance, integrates with Excel to rival Microsoft Copilot
Anthropic rolls out Claude AI for finance, integrates with Excel to rival Microsoft Copilot
Anthropic is making its most aggressive push yet into the trillion-dollar financial services industry, unveiling a suite of tools that embed its Claude AI assistant directly into Microsoft Excel and connect it to real-time market data from some of the world's most influential financial information providers.
The San Francisco-based AI startup announced Monday it is releasing Claude for Excel, allowing financial analysts to interact with the AI system directly within their spreadsheets โ the quintessential tool of modern finance. Beyond Excel, select Claude models are also being made available in Microsoft Copilot Studio and Researcher agent, expanding the integration across Microsoft's enterprise AI ecosystem. The integration marks a significant escalation in Anthropic's campaign to position itself as the AI platform of choice for banks, asset managers, and insurance companies, markets where precision and regulatory compliance matter far more than creative flair.
The expansion comes just three months after Anthropic launched its Financial Analysis Solution in July, and it signals the company's determination to capture market share in an industry projected to spend $97 billion on AI by 2027, up from $35 billion in 2023.
More importantly, it positions Anthropic to compete directly with Microsoft โ ironically, its partner in this Excel integration โ which has its own Copilot AI assistant embedded across its Office suite, and with OpenAI, which counts Microsoft as its largest investor.
Why Excel has become the new battleground for AI in finance
The decision to build directly into Excel is hardly accidental. Excel remains the lingua franca of finance, the digital workspace where analysts spend countless hours constructing financial models, running valuations, and stress-testing assumptions. By embedding Claude into this environment, Anthropic is meeting financial professionals exactly where they work rather than asking them to toggle between applications.
Claude for Excel allows users to work with the AI in a sidebar where it can read, analyze, modify, and create new Excel workbooks while providing full transparency about the actions it takes by tracking and explaining changes and letting users navigate directly to referenced cells.
This transparency feature addresses one of the most persistent anxieties around AI in finance: the "black box" problem. When billions of dollars ride on a financial model's output, analysts need to understand not just the answer but how the AI arrived at it. By showing its work at the cell level, Anthropic is attempting to build the trust necessary for widespread adoption in an industry where careers and fortunes can turn on a misplaced decimal point.
The technical implementation is sophisticated. Claude can discuss how spreadsheets work, modify them while preserving formula dependencies โ a notoriously complex task โ debug cell formulas, populate templates with new data, or build entirely new spreadsheets from scratch. This isn't merely a chatbot that answers questions about your data; it's a collaborative tool that can actively manipulate the models that drive investment decisions worth trillions of dollars.
How Anthropic is building data moats around its financial AI platform
Perhaps more significant than the Excel integration is Anthropic's expansion of its connector ecosystem, which now links Claude to live market data and proprietary research from financial information giants. The company added six major new data partnerships spanning the entire spectrum of financial information that professional investors rely upon.
Aiera now provides Claude with real-time earnings call transcripts and summaries of investor events like shareholder meetings, presentations, and conferences. The Aiera connector also enables a data feed from Third Bridge, which gives Claude access to a library of insights interviews, company intelligence, and industry analysis from experts and former executives. Chronograph gives private equity investors operational and financial information for portfolio monitoring and conducting due diligence, including performance metrics, valuations, and fund-level data.
Egnyte enables Claude to securely search permitted data for internal data rooms, investment documents, and approved financial models while maintaining governed access controls. LSEG, the London Stock Exchange Group, connects Claude to live market data including fixed income pricing, equities, foreign exchange rates, macroeconomic indicators, and analysts' estimates of other important financial metrics. Moody's provides access to proprietary credit ratings, research, and company data covering ownership, financials, and news on more than 600 million public and private companies, supporting work and research in compliance, credit analysis, and business development. MT Newswires provides Claude with access to the latest global multi-asset class news on financial markets and economies.
These partnerships amount to a land grab for the informational infrastructure that powers modern finance. Previously announced in July, Anthropic had already secured integrations with S&P Capital IQ, Daloopa, Morningstar, FactSet, PitchBook, Snowflake, and Databricks. Together, these connectors give Claude access to virtually every category of financial data an analyst might need: fundamental company data, market prices, credit assessments, private company intelligence, alternative data, and breaking news.
This matters because the quality of AI outputs depends entirely on the quality of inputs. Generic large language models trained on public internet data simply cannot compete with systems that have direct pipelines to Bloomberg-quality financial information. By securing these partnerships, Anthropic is building moats around its financial services offering that competitors will find difficult to replicate.
The strategic calculus here is clear: Anthropic is betting that domain-specific AI systems with privileged access to proprietary data will outcompete general-purpose AI assistants. It's a direct challenge to the "one AI to rule them all" approach favored by some competitors.
Pre-configured workflows target the daily grind of Wall Street analysts
The third pillar of Anthropic's announcement involves six new "Agent Skills" โ pre-configured workflows for common financial tasks. These skills are Anthropic's attempt to productize the workflows of entry-level and mid-level financial analysts, professionals who spend their days building models, processing due diligence documents, and writing research reports. Anthropic has designed skills specifically to automate these time-consuming tasks.
The new skills include building discounted cash flow models complete with full free cash flow projections, weighted average cost of capital calculations, scenario toggles, and sensitivity tables. There's comparable company analysis featuring valuation multiples and operating metrics that can be easily refreshed with updated data. Claude can now process data room documents into Excel spreadsheets populated with financial information, customer lists, and contract terms. It can create company teasers and profiles for pitch books and buyer lists, perform earnings analyses that use quarterly transcripts and financials to extract important metrics, guidance changes, and management commentary, and produce initiating coverage reports with industry analysis, company deep dives, and valuation frameworks.
It's worth noting that Anthropic's Sonnet 4.5 model now tops the Finance Agent benchmark from Vals AI at 55.3% accuracy, a metric designed to test AI systems on tasks expected of entry-level financial analysts. A 55% accuracy rate might sound underwhelming, but it is state-of-the-art performance and highlights both the promise and limitations of AI in finance. The technology can clearly handle sophisticated analytical tasks, but it's not yet reliable enough to operate autonomously without human oversight โ a reality that may actually reassure both regulators and the analysts whose jobs might otherwise be at risk.
The Agent Skills approach is particularly clever because it packages AI capabilities in terms that financial institutions already understand. Rather than selling generic "AI assistance," Anthropic is offering solutions to specific, well-defined problems: "You need a DCF model? We have a skill for that. You need to analyze earnings calls? We have a skill for that too."
Trillion-dollar clients are already seeing massive productivity gains
Anthropic's financial services strategy appears to be gaining traction with exactly the kind of marquee clients that matter in enterprise sales. The company counts among its clients AIA Labs at Bridgewater, Commonwealth Bank of Australia, American International Group, and Norges Bank Investment Management โ Norway's $1.6 trillion sovereign wealth fund, one of the world's largest institutional investors.
NBIM CEO Nicolai Tangen reported achieving approximately 20% productivity gains, equivalent to 213,000 hours, with portfolio managers and risk departments now able to "seamlessly query our Snowflake data warehouse and analyze earnings calls with unprecedented efficiency."
At AIG, CEO Peter Zaffino said the partnership has "compressed the timeline to review business by more than 5x in our early rollouts while simultaneously improving our data accuracy from 75% to over 90%." If these numbers hold across broader deployments, the productivity implications for the financial services industry are staggering.
These aren't pilot programs or proof-of-concept deployments; they're production implementations at institutions managing trillions of dollars in assets and making underwriting decisions that affect millions of customers. Their public endorsements provide the social proof that typically drives enterprise adoption in conservative industries.
Regulatory uncertainty creates both opportunity and risk for AI deployment
Yet Anthropic's financial services ambitions unfold against a backdrop of heightened regulatory scrutiny and shifting enforcement priorities. In 2023, the Consumer Financial Protection Bureau released guidance requiring lenders to "use specific and accurate reasons when taking adverse actions against consumers" involving AI, and issued additional guidance requiring regulated entities to "evaluate their underwriting models for bias" and "evaluate automated collateral-valuation and appraisal processes in ways that minimize bias."
However, according to a Brookings Institution analysis, these measures have since been revoked with work stopped or eliminated at the current downsized CFPB under the current administration, creating regulatory uncertainty. The pendulum has swung from the Biden administration's cautious approach, exemplified by an executive order on safe AI development, toward the Trump administration's "America's AI Action Plan," which seeks to "cement U.S. dominance in artificial intelligence" through deregulation.
This regulatory flux creates both opportunities and risks. Financial institutions eager to deploy AI now face less prescriptive federal oversight, potentially accelerating adoption. But the absence of clear guardrails also exposes them to potential liability if AI systems produce discriminatory outcomes, particularly in lending and underwriting.
The Massachusetts Attorney General recently reached a $2.5 million settlement with student loan company Earnest Operations, alleging that its use of AI models resulted in "disparate impact in approval rates and loan terms, specifically disadvantaging Black and Hispanic applicants." Such cases will likely multiply as AI deployment grows, creating a patchwork of state-level enforcement even as federal oversight recedes.
Anthropic appears acutely aware of these risks. In an interview with Banking Dive, Jonathan Pelosi, Anthropic's global head of industry for financial services, emphasized that Claude requires a "human in the loop." The platform, he said, is not intended for autonomous financial decision-making or to provide stock recommendations that users follow blindly. During client onboarding, Pelosi told the publication, Anthropic focuses on training and understanding model limitations, putting guardrails in place so people treat Claude as a helpful technology rather than a replacement for human judgment.
Competition heats up as every major tech company targets finance AI
Anthropic's financial services push comes as AI competition intensifies across the enterprise. OpenAI, Microsoft, Google, and numerous startups are all vying for position in what may become one of AI's most lucrative verticals. Goldman Sachs introduced a generative AI assistant to its bankers, traders, and asset managers in January, signaling that major banks may build their own capabilities rather than rely exclusively on third-party providers.
The emergence of domain-specific AI models like BloombergGPT โ trained specifically on financial data โ suggests the market may fragment between generalized AI assistants and specialized tools. Anthropic's strategy appears to stake out a middle ground: general-purpose models, since Claude was not trained exclusively on financial data, enhanced with financial-specific tooling, data access, and workflows.
The company's partnership strategy with implementation consultancies including Deloitte, KPMG, PwC, Slalom, TribeAI, and Turing is equally critical. These firms serve as force multipliers, embedding Anthropic's technology into their own service offerings and providing the change management expertise that financial institutions need to successfully adopt AI at scale.
CFOs worry about AI hallucinations and cascading errors
The broader question is whether AI tools like Claude will genuinely transform financial services productivity or merely shift work around. The PYMNTS Intelligence report "The Agentic Trust Gap" found that chief financial officers remain hesitant about AI agents, with "nagging concern" about hallucinations where "an AI agent can go off script and expose firms to cascading payment errors and other inaccuracies."
"For finance leaders, the message is stark: Harness AI's momentum now, but build the guardrails before the next quarterly callโor risk owning the fallout," the report warned.
A 2025 KPMG report found that 70% of board members have developed responsible use policies for employees, with other popular initiatives including implementing a recognized AI risk and governance framework, developing ethical guidelines and training programs for AI developers, and conducting regular AI use audits.
The financial services industry faces a delicate balancing act: move too slowly and risk competitive disadvantage as rivals achieve productivity gains; move too quickly and risk operational failures, regulatory penalties, or reputational damage. Speaking at the Evident AI Symposium in New York last week, Ian Glasner, HSBC's group head of emerging technology, innovation and ventures, struck an optimistic tone about the sector's readiness for AI adoption. "As an industry, we are very well prepared to manage risk," he said, according to CIO Dive. "Let's not overcomplicate this. We just need to be focused on the business use case and the value associated."
Anthropic's latest moves suggest the company sees financial services as a beachhead market where AI's value proposition is clear, customers have deep pockets, and the technical requirements play to Claude's strengths in reasoning and accuracy. By building Excel integration, securing data partnerships, and pre-packaging common workflows, Anthropic is reducing the friction that typically slows enterprise AI adoption.
The $61.5 billion valuation the company commanded in its March fundraising round โ up from roughly $16 billion a year earlier โ suggests investors believe this strategy will work. But the real test will come as these tools move from pilot programs to production deployments across thousands of analysts and billions of dollars in transactions.
Financial services may prove to be AI's most demanding proving ground: an industry where mistakes are costly, regulation is stringent, and trust is everything. If Claude can successfully navigate the spreadsheet cells and data feeds of Wall Street without hallucinating a decimal point in the wrong direction, Anthropic will have accomplished something far more valuable than winning another benchmark test. It will have proven that AI can be trusted with the money.

-
VentureBeat
- Google Cloud takes aim at CoreWeave and AWS with managed Slurm for enterprise-scale AI training
Google Cloud takes aim at CoreWeave and AWS with managed Slurm for enterprise-scale AI training
Some enterprises are best served by fine-tuning large models to their needs, but a number of companies plan to build their own models, a project that would require access to GPUs.ย
Google Cloud wants to play a bigger role in enterprisesโ model-making journey with its new service, Vertex AI Training. The service gives enterprises looking to train their own models access to a managed Slurm environment, data science tooling and any chips capable of large-scale model training.ย
With this new service, Google Cloud hopes to turn more enterprises away from other providers and encourage the building of more company-specific AI models.ย
While Google Cloud has always offered the ability to customize its Gemini models, the new service allows customers to bring in their own models or customize any open-source model Google Cloud hosts.ย
Vertex AI Training positions Google Cloud directly against companies like CoreWeave and Lambda Labs, as well as its cloud competitors AWS and Microsoft Azure.ย ย
Jaime de Guerre, senior director of product management at Gloogle Cloud, told VentureBeat that the company has been hearing from a lot of organizations of varying sizes that they need a way to better optimize compute but in a more reliable environment.
โWhat we're seeing is that there's an increasing number of companies that are building or customizing large gen AI models to introduce a product offering built around those models, or to help power their business in some way,โ de Guerre said. โThis includes AI startups, technology companies, sovereign organizations building a model for a particular region or culture or language and some large enterprises that might be building it into internal processes.โ
De Guerre noted that while anyone can technically use the service, Google is targeting companies planning large-scale model training rather than simple fine-tuning or LoRA adopters. Vertex AI Services will focus on longer-running training jobs spanning hundreds or even thousands of chips. Pricing will depend on the amount of compute the enterprise will need.ย
โVertex AI Training is not for adding more information to the context or using RAG; this is to train a model where you might start from completely random weights,โ he said.
Model customization on the rise
Enterprises are recognizing the value of building customized models beyond just fine-tuning an LLM via retrieval-augmented generation (RAG). Custom models would know more in-depth company information and respond with answers specific to the organization. Companies like Arcee.ai have begun offering their models for customization to clients. Adobe recently announced a new service that allows enterprises to retrain Firefly for their specific needs. Organizations like FICO, which create small language models specific to the finance industry, often buy GPUs to train them at significant cost.ย
Google Cloud said Vertex AI Training differentiates itself by giving access to a larger set of chips, services to monitor and manage training and the expertise it learned from training the Gemini models.ย
Some early customers of Vertex AI Training include AI Singapore, a consortium of Singaporean research institutes and startups that built the 27-billion-parameter SEA-LION v4, and Salesforceโs AI research team.ย
Enterprises often have to choose between taking an already-built LLM and fine-tuning it or building their own model. But creating an LLM from scratch is usually unattainable for smaller companies, or it simply doesnโt make sense for some use cases. However, for organizations where a fully custom or from-scratch model makes sense, the issue is gaining access to the GPUs needed to run training.
Model training can be expensive
Training a model, de Guerre said, can be difficult and expensive, especially when organizations compete with several others for GPU space.
Hyperscalers like AWS and Microsoft โ and, yes, Google โ have pitched that their massive data centers and racks and racks of high-end chips deliver the most value to enterprises. Not only will they have access to expensive GPUs, but cloud providers often offer full-stack services to help enterprises move to production.
Services like CoreWeave gained prominence for offering on-demand access to Nvidia H100s, giving customers flexibility in compute power when building models or applications. This has also given rise to a business model in which companies with GPUs rent out server space.
De Guerre said Vertex AI Training isnโt just about offering access to train models on bare compute, where the enterprise rents a GPU server; they also have to bring their own training software and manage the timing and failures.ย
โThis is a managed Slurm environment that will help with all the job scheduling and automatic recovery of jobs failing,โ de Guerre said. โSo if a training job slows down or stops due to a hardware failure, the training will automatically restart very quickly, based on automatic checkpointing that we do in management of the checkpoints to continue with very little downtime.โ
He added that this provides higher throughput and more efficient training for a larger scale of compute clusters.ย
Services like Vertex AI Training could make it easier for enterprises to build niche models or completely customize existing models. Still, just because the option exists doesnโt mean it's the right fit for every enterprise.ย

-
VentureBeat
- Google's 'Watch & Learn' framework cracks the data bottleneck for training computer-use agents
Google's 'Watch & Learn' framework cracks the data bottleneck for training computer-use agents
A new framework developed by researchers at Google Cloud and DeepMind aims to address one of the key challenges of developing computer use agents (CUAs): Gathering high-quality training examples at scale.
The framework, dubbed Watch & Learn (W&L), addresses the problem of training data generation in a way that doesnโt require human annotation and can automatically extract demonstrations from raw videos.
Their experiments show that data generated W&L can be used to train or fine-tune existing computer use and foundation models to improve their performance on computer-use tasks. But equally important, the same approach can be used to create in-context learning (ICL) examples for computer use agents, enabling companies to create CUAs for bespoke internal tasks without the need for costly training of specialized models.
The data bottleneck of CUA
The web is rich with video tutorials and screencasts that describe complex workflows for using applications. These videos are a gold mine that can provide computer use agents with domain knowledge and instructions for accomplishing different tasks through user interface interactions.
However, before they can be used to train CUA agents, these videos need to be transformed into annotated trajectories (that is, a set of task descriptions, screenshots and actions), a process that is prohibitively expensive and time-consuming when done manually.
Existing approaches to address this data bottleneck rely on annotating these videos through the use of multimodal language models, which usually result in low precision and faulty examples. A different approach uses self-play agents that autonomously explore user interfaces to collect trajectories. However, techniques using this approach usually create simple examples that are not useful in unpredictable real-world situations.
As the researchers note in their paper, โOverall, these approaches either rely on brittle heuristics, are costly as they rely on explorations in real environments or generate low-complexity demonstrations misaligned with human intent.โ
Watch & Learn
The Watch & Learn framework tries to address the challenges of creating CUA demonstrations by rethinking the problem formulation.
Instead of directly generating trajectories or depending on complex multi-stage pipelines, the researchers frame the problem as an โinverse dynamics objectiveโ: Given two consecutive observations, predict the intermediate action that produced the transition.
According to the researchers, this formulation is โeasier to learn, avoids hand-crafted heuristics and generalizes robustly across applications.โ
The W&L framework can be broken down into three key stages: Training an inverse dynamics model (IDM), retrieving raw videos, and training CUA agents.
In the first phase, the researchers used agents to interact with live web pages to create a large corpus of 500,000 state transitions (two consecutive observations and the action that resulted in the transition). They then used this data (along with 132,000 human-annotated transitions from existing open datasets) to train an inverse dynamics model (IDM) that takes in two consecutive observations and predicts the transition action. Their trained IDM, which is a small transformer model, outperformed off-the-shelf foundation models in predicting transition actions.
The researchers then designed a pipeline that retrieves videos from platforms such as YouTube and runs them through IDM to generate high-quality trajectories. The IDM takes in consecutive video frames and determines the actions (scroll, click) that caused the changes in the environment, which are then packaged into annotated trajectories. Using this method, they generated 53,125 trajectories with high-accuracy action labels.
These examples can be used to train effective computer use models for specific tasks. But the researchers also found that trajectories extracted through IDM can serve as in-context learning examples to improve the performance of CUAs on bespoke tasks at inference time. For ICL, they use Gemini 2.5 Flash to add additional reasoning annotations to the observation/action examples in the trajectories, which can then be inserted into the CUA agentโs prompt (usually 3-5 examples) during inference.
โThis dual role (training and in-context guidance) enables flexible integration with both open-source models and general-purpose agents,โ the researchers write.
W&L in action
To test the usefulness of W&L, the researchers ran a series of experiments with closed and open source models on the OSWorld benchmark, which evaluates agents in real desktop and operating system environments across different tasks, including productivity, programming and design.
For fine-tuning, they used their corpus of 53,000 trajectories to train two open source models: UI-TARS-1.5, a strong, open source vision-language-action model designed specifically for computer use, and Qwen 2.5-VL, an open-weight multimodal LLM.ย
For in-context learning tests, they applied W&L examples to general-purpose multimodal models such as Gemini 2.5 Flash, OpenAI o3 and Claude Sonnet 4.ย
W&L resulted in improvements on OSWorld in all model categories, including up to 3 points for ICL on general-purpose models and up to 11 points for fine-tuned open-source models.
More importantly, these benefits were achieved without any manual annotation, โdemonstrating that web-scale human workflows can serve as a practical and scalable foundation for advancing CUAs towards real-world deployment,โ the researchers write.
This could have important implications for real-world applications, enabling enterprises to turn their existing corpora of videos and conference recordings into training data for CUAs. It also makes it easier to generate new training trajectories. All you will need to do is record videos of performing different tasks and have them annotated by an IDM. And with frontier models constantly improving and becoming cheaper, you can expect to get more from your existing data and the field continues to progress.

Amazon reportedly set to lay off up to 30,000 corporate employees in massive workforce cut

Original story: Amazon is preparing to lay off as many as 30,000 corporate employees in a sweeping workforce reduction intended to reduce expenses and compensate for over-hiring during the pandemic, according to a report from Reuters on Monday.
GeekWire has contacted Amazon for comment.
Layoff notifications will start going out via email on Tuesday, according to Reuters, which cited people familiar with the matter. One employee at Amazon told GeekWire the workforce is on โpins and needlesโ in anticipation of cuts.
Bloomberg reported that cuts will impact several business units, including logistics, payments, video games, and Amazon Web Services.
Amazonโs corporate workforce numbered around 350,000 in early 2023. It has not provided an updated number since then.
The companyโs last significant layoff occurred inย 2023ย when it cut 27,000 corporate workers in multiple stages. Since then the company has made a series ofย smallerย layoffs across different business units.
Fortune reported this month that Amazon planned to cut up to 15% of its human resources staff as part of a wider layoff.
Amazon has taken a cautious hiring approach with its corporate workforce, following years of huge headcount growth. The companyโs corporate headcount tripled between 2017 and 2022, according toย The Information.
The reported cuts come as Amazon is investing heavily in artificial intelligence. The company saidย earlier this year it expects to increase capital expenditures to more than $100 billion in 2025, up from $83 billion in 2024, with a majority going toward building out capacity for AI in AWS.
Amazon CEO Andy Jassy also hinted at potential workforce impact from generative AI earlier this year in a memo to employees that was shared publicly.
โWe will need fewer people doing some of the jobs that are being done today, and more people doing other types of jobs,โ he wrote. โItโs hard to know exactly where this nets out over time, but in the next few years, we expect that this will reduce our total corporate workforce as we get efficiency gains from using AI extensively across the company.โ
Amazonย reportedย 1.54 million total employees as of June 30 โย up 3% year-over-year. The majority of the companyโs workforce is made up of warehouse workers.
Amazon employs roughly 50,000 corporate and tech workers in buildings across its Seattle headquarters, with another 12,000 in Bellevue.
The company reports its third quarter earnings on Thursday afternoon.
Fellow Seattle-area tech giant Microsoft hasย laid off more than 15,000 people since May as it too invests in AI and data center capacity. Microsoft has cut more than 3,200 roles in Washington this year.
Last week, The New York Timesย cited internal Amazon documents and interviewsย to reportย that the company plans to automate as much as 75% of its warehouse operations by 2033.ย According to the report, the robotics team expects automation to โflatten Amazonโs hiring curve over the next 10 years,โ allowing it to avoid hiring more than 600,000 workers even as sales continue to grow.
GeekWire reporter Kurt Schlosser contributed to this story.
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The future of SEO teams is human-led and agent-powered
The conversation around artificial intelligence (AI) has been dominated by โreplacement theoryโ headlines. From front-line service roles to white-collar knowledge work, thereโs a growing narrative that human capital is under threat.
Economic anxiety has fueled research and debate, but many of the arguments remain narrow in scope.
- Stanfordโs Digital Economy Lab found that since generative AI became widespread, early-career workers in the most exposed jobs have seen a 13% decline in employment.
- This fear has spread into higher-paid sectors as well, with hedge fund managers and CEOs predicting large-scale restructuring of white-collar roles over the next decade.
However, much of this narrative is steeped in speculation rather than the fundamental, evolving dynamics of skilled work.
Yes, weโve seen layoffs, hiring slowdowns, and stories of AI automating tasks. But this is happening against the backdrop of high interest rates, shifts in global trade, and post-pandemic over-hiring.
As the global talent thought-leader Josh Bersin argues, claims of mass job destruction are โvastly over-hyped.โ Many roles will transform, not vanish.ย
What this means for SEO
For the SEO discipline, the familiar refrain โSEO is deadโ is just as overstated.
Yes, the nature of the SEO specialist is changing. Weโve seen fewer leadership roles, a contraction in content and technical positions, and cautious hiring. But the function itself is far from disappearing.
In fact, SEO job listings remain resilient in 2025 and mid-level roles still comprise nearly 60% of open positions. Rather than declining, the field is being reshaped by new skill demands.
Donโt ask, โWill AI replace me?โ Ask instead, โHow can I use AI to multiply my impact?โ
Think of AI not as the jackhammer replacing the hammer but as the jackhammer amplifying its effect. SEOs who can harness AI through agents, automation, and intelligent systems will deliver faster, more impactful results than ever before.
- โAI is a tool. We can make it or teach it to do whatever we wantโฆLife will go on, economies will continue to be driven by emotion, and our businesses will continue to be fueled by human ideas, emotion, grit, and hard work,โ Bersin said.
Rewriting the SEO narrative
As an industry, itโs time to change the language we use to describe SEOโs evolution.
Too much of our conversation still revolves around loss. We focus on lost clicks, lost visibility, lost control, and loss of num=100.
That narrative doesnโt serve us anymore.
We should be speaking the language of amplification and revenue generation. SEO has evolved from โoptimizing for rankingsโ to driving measurable business growth through organic discovery, whether that happens through traditional search, AI Overviews, or the emerging layer of Generative Engine Optimization (GEO).
AI isnโt the villain of SEO; itโs the force multiplier.
When harnessed effectively, AI scales insight, accelerates experimentation, and ties our work more directly to outcomes that matter:
- Pipeline.
- Conversions.
- Revenue.
We donโt need to fight the dystopian idea that AI will replace us. We need to prove that AI-empowered SEOs can help businesses grow faster than ever before.
The new language of SEO isnโt about survival, itโs about impact.
The team landscape has already shifted
For years, marketing and SEO teams grew headcount to scale output.
Today, the opposite is true. Hiring freezes, leaner budgets, and uncertainty around the role of SEO in an AI-driven world have forced leaders to rethink team design.
A recent Search Engine Land report noted that remote SEO roles dropped to 34% of listings in early 2025, while content-focused SEO positions declined by 28%. A separate LinkedIn survey found a 37% drop in SEO job postings in Q1 compared to the previous year.
This signals two key shifts:
- Specialized roles are disappearing. โSEO writersโ and โlink buildersโ are being replaced by versatile strategists who blend technical, analytical, and creative skill sets.
- Leadership is demanding higher ROI per role. Headcount is no longer the metric of success โย capability is.
What it means for SEO leadership
If your org chart still looks like a pyramid, youโre behind.ย

The new landscape demands flexibility, speed, and cross-functional integration with analytics, UX, paid media, and content.
Itโs time to design teams around capabilities, not titles.
Rethinking SEO Talent
The best SEO leaders arenโt hiring specialists, theyโre hiring aptitude. Modern SEO organizations value people who can think across disciplines, not just operate within one.
The strongest hires weโre seeing arenโt traditional technical SEOs focused on crawl analysis or schema. Theyโre problem solvers โ marketers who understand how search connects to the broader growth engine and who have experience scaling impact across content, data, and product.
Progressive leaders are also rethinking resourcing. The old model of a technical SEO paired with engineering support is giving way to tech SEOs working alongside AI product managers and, in many cases, vibe coding solutions. This model moves faster, tests bolder, and builds systems that drive real results.
For SEO leaders, rethinking team architecture is critical. The right question isnโt โWho should I hire next?โ Itโs โWhat critical capability must we master to stay competitive?โ
Once thatโs clear, structure your people and your agents around that need. The companies that get this right during the AI transition will be the ones writing the playbook for the next generation of search leadership.
The new human-led, agent-empowered team
The future of SEO teams will be defined by collaboration between humans and agents.
- These agents are AI-enabled systems like automated content refreshers, site-health bots, or citation-validation agents that work alongside human experts.
- The human role? To define, train, monitor, and QA their output.

Why this matters
- Agents handle high-volume, repeatable tasks (e.g., content generation, basic auditing, link-score filtering) so humans can focus on strategy, insight, and business impact.
- The cost of building AI agents can range from $20,000 to $150,000, depending on the complexity of the system, integrations, and the specialized work required across data science, engineering, and human QA teams, according to RTS Labs.
- A single human manager might oversee 10-20 agents, shifting the traditional pyramid and echoing the โshort pyramidโ or โrocket shipโ structure explored by Tomasz Tunguz.
The future: teams built around agents and empowered humans.
Real-world archetypes
- SaaS companies: Develop a bespoke โonboarding agentโ that reads product data, builds landing pages, and runs first-pass SEO audits, human strategist refines output.
- Marketplace brands (e.g., upcoming seasonal trend): Use an โAudience Discovery Agentโ that taps customer and marketplace data, but the human team writes the narrative and guides the vertical direction.
- Enterprise content hubs: deploy โContent Refresh Agentsโ that identify high-value pages, suggest optimizations, and push drafts that editors review and finalise.
Integration is key
These new teams succeed when they donโt live in silos. The SEO/GEO squad must partner with paid search, analytics, revenue ops, and UX โย not just serve them.
Agents create capacity; humans create alignment and amplification.
A call to SEO practitioners
Building the SEO community of the future will require change.
The pace of transformation has never been faster and itโs created a dangerous dependence on third-party โAI toolsโ as the answer to what is unknown.
But the true AI story doesnโt begin with a subscription. It begins inside your team.
If the only AI in your workflow is someone elseโs product, youโre giving up your competitive edge. The future belongs to teams that build, not just buy.
Hereโs how to start:
- Build your own agent frameworks, designed with human-in-the-loop oversight to ensure accuracy, adaptability, and brand alignment.
- Partner with experts who co-create, not just deliver. The most successful collaborations help your team learn how to manage and scale agents themselves.
- Evolve your team structure, move beyond the pyramid mentality, and embrace a โrocket shipโ model where humans and agents work in tandem to multiply output, insights, and results.
The future of SEO starts with building smarter teams. Itโs humans working with agents. Itโs capability uplift. And if you lead that charge, youโll not only adapt to the next generation of search, youโll be the ones designing it.
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- Struggling to get up in the colder months? You need a smart light in your life โ and I've found just the one
Struggling to get up in the colder months? You need a smart light in your life โ and I've found just the one
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TechRadar - All the latest technology news
- 5 great free horror movies to stream on Tubi, Samsung TV Plus, Pluto TV and more this week (October 27)
5 great free horror movies to stream on Tubi, Samsung TV Plus, Pluto TV and more this week (October 27)
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TechRadar - All the latest technology news
- Adorama has up to $400 off our favorite Canon cameras today - including the R5, R8, and R6 Mark II
Adorama has up to $400 off our favorite Canon cameras today - including the R5, R8, and R6 Mark II
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TechRadar - All the latest technology news
- New UN cybercrime treaty asks countries to share data and extradite suspects
New UN cybercrime treaty asks countries to share data and extradite suspects
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TechRadar - All the latest technology news
- I've already started searching early Black Friday deals for my next air fryer โ and I think I've found it
I've already started searching early Black Friday deals for my next air fryer โ and I think I've found it
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TechRadar - All the latest technology news
- Alaska Airlines has grounded its fleet once again due to a mystery IT issue
Alaska Airlines has grounded its fleet once again due to a mystery IT issue
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TechRadar - All the latest technology news
- Get โiPhone features on the cheapโ with the Honor 400 Lite for this super-low price
Get โiPhone features on the cheapโ with the Honor 400 Lite for this super-low price