Category: Artificial intelligence

  • CATL Surpasses Tesla with Humanoid Robots for EV Battery Production

    CATL Surpasses Tesla with Humanoid Robots for EV Battery Production

    Key Takeaways

    1. Tesla’s Optimus robot is experiencing performance issues, including overheating joints and malfunctions.
    2. CATL has successfully deployed the Moz robot for mass production in the electric vehicle battery sector, marking a significant industry achievement.
    3. The Moz robot performs complex quality assurance tasks, showing capabilities beyond simple assembly tasks demonstrated by Tesla’s Optimus.
    4. The Moz robot boasts a 99% insertion success rate and adapts in real-time to changes in material positions and connection points.
    5. Analysts express concerns about overcapacity in China’s humanoid robot market, despite CATL’s leadership in the EV and battery sectors.


    While Tesla seems to be facing issues with the performance of its Optimus robot in factories, experiencing problems like overheating joints and frequent malfunctions in its intricate hand mechanism, CATL has proudly announced a significant achievement. They have successfully deployed a humanoid robot for mass production in the electric vehicle battery sector.

    CATL’s Moz Robot Breakthrough

    The Moz robot, created by CATL’s Spirit AI subsidiary, is operating “the world’s first power battery pack production line to achieve large-scale deployment of humanoid embodied intelligence robots,” as stated by the leading battery manufacturer. This deployment marks a notable milestone in the industry.

    Precision Tasks Beyond Tesla’s Reach

    The tasks that the Moz robot undertakes are not as straightforward as Tesla’s Optimus video, which shows the robot simply picking up and placing 4680 battery cells into a crate. The Moz robot performs critical quality assurance roles, where it must attach battery connectors with a level of precision and speed comparable to that of “skilled human workers,” according to CATL.

    Impressive Performance Metrics

    Achieving a remarkable 99% insertion success rate, the Moz robots utilize an end-to-end vision model that allows them to adapt to “material position deviations and connection point changes, continuously modifying their operational posture in real-time.” Additionally, CATL’s humanoid robot can effectively gauge the force required to secure the harness without risking damage to the delicate wires. “Moz demonstrated strong environmental perception and task generalization capabilities,” CATL asserts.

    China is currently filled with AI companies focused on humanoid robots. Some analysts caution that the market may be reaching an overcapacity stage, which contributed to its status as a global leader in the EV and battery sectors. Hence, the news regarding CATL’s Moz robot deployment in mass production lines isn’t particularly surprising.

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  • Cloud AI Consumes Memory Chips: Impact on PCs and Phones

    Cloud AI Consumes Memory Chips: Impact on PCs and Phones

    Key Takeaways

    1. Memory Shortage Crisis: There is a significant shortage of memory chips, with prices increasing by 100% since early 2025, and supply is not expected to stabilize until 2027 or 2028.

    2. Shifting Production Focus: Major memory manufacturers are prioritizing production of high-performance memory for AI data centers, reducing output of older components essential for PCs and smartphones.

    3. Impact on Consumer Technology: Increased memory prices are leading to higher costs for PCs and smartphones, with potential declines in global smartphone shipments expected in 2026.

    4. Long-Term Outlook: The memory shortage is seen as a long-term barrier to AI growth, as the availability of RAM and high-bandwidth memory will limit the expansion of AI capabilities.

    5. Market Disparity: Tech giants with financial resources are securing long-term memory contracts, putting smaller manufacturers and budget smartphone brands at risk of being priced out of the market.


    The surge in AI technology is not just about the lack of GPUs anymore. An influx of new AI data centers is now consuming the world’s available memory chips, leading tech companies and device manufacturers to vie for the limited supplies of DRAM, NAND flash, and high-bandwidth memory (HBM).

    Memory Shortage Crisis

    According to a Reuters report that includes insights from almost 40 industry executives and insiders, there is a significant shortage of memory that has already caused some memory prices to increase by 100% compared to early 2025. Inventory levels are at historic lows, and experts predict that supply won’t stabilize until 2027 or 2028.

    Shifting Production Focus

    To meet the rising demand for AI, major memory manufacturers like Samsung, SK hynix, and Micron have redirected their wafer production toward HBM and high-performance DRAM for data center GPUs. This shift has led to a reduction in the output of older, yet essential components such as DDR4 and LPDDR4, which are used in PCs, laptops, and budget smartphones.

    At the same time, tech giants like Microsoft, Google, and ByteDance are securing long-term contracts for memory supplies and sometimes placing indefinite orders. This strategy puts them ahead of smaller buyers, thereby reducing market flexibility. Analysts mentioned in the report caution that the growth of AI is facing a supply chain that cannot fulfill its immediate needs.

    Impact on Consumer Technology

    The ramifications of this crisis are already affecting consumer technology. Samsung has increased prices on certain memory products by up to 60% since September. Meanwhile, PC manufacturers and custom PC builders are warning of widespread price increases on systems that require a lot of RAM.

    Smartphone producers are also encountering challenges. According to Counterpoint Research, global smartphone shipments are likely to decline in 2026 as the rising cost of memory drives up the production costs of entry-level phones by 20–30%, with models priced under $200 being the most affected. Brands like Xiaomi and Realme have already indicated that they may need to raise retail prices if memory costs do not decrease.

    Long-Term Outlook

    With new memory fabrication facilities and process technologies taking years to develop, most analysts now view the memory shortage as a long-term limitation on AI expansion. As new GPU clusters become operational, many operators may discover that the availability of RAM and HBM—rather than the accelerators themselves—will dictate the pace at which AI capacity grows.

    Currently, tech giants with substantial financial resources and long-term agreements are in the strongest position to weather this crisis. In contrast, smaller OEMs, white-box manufacturers, and budget smartphone brands may find themselves priced out of the market or forced to produce lower-spec devices until the supply situation improves.

     

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  • Smart Lighting System: 16,000 Lumens, Cameras, and AI Features

    Smart Lighting System: 16,000 Lumens, Cameras, and AI Features

    Key Takeaways

    1. Unique Design: The White Rabbit is a spherical smart lamp that moves along a rail between two walls, illuminating spaces as needed.

    2. Smart Features: It can adjust color temperature and brightness based on time and situation, with a maximum brightness of 16,000 lumens for various uses.

    3. Advanced Functionality: Equipped with AI tracking and four cameras, it also functions as a security camera and can facilitate video calls.

    4. Pricing: The Super Early Bird price is $879, while the regular price is expected to be $1,499.

    5. Kickstarter Risks: As a Kickstarter project, its performance and reliability are uncertain, highlighting the inherent risks of backing new products.


    While I was exploring Kickstarter, I stumbled upon a rather peculiar product concept—I’m still not sure if it’s fascinating or a bit creepy. Maybe it’s a mix of both. It’s called the White Rabbit 3-in-1 AI Companion. Describing this device isn’t straightforward, which is why some visuals really help clarify what it is.

    A Unique Design

    At first glance, this spherical object is primarily a lamp—but a smart one at that. Instead of being suspended from the ceiling, it glides along a rail attached between two walls, allowing it to traverse the entire room close to the ceiling (or any other spot). This design allows the lamp to literally “follow” the person and illuminate spaces where light is required. Relaxing on the couch? The glowing sphere hovers overhead. Standing up to work at a desk? The lamp shifts on the rail to light up the new area.

    Smart Features

    However, it doesn’t just follow; it can also adjust the light’s color temperature and brightness based on the time and situation. Bright daylight for working on the computer, then warmer light in the evening for dinner. It’s even suggested that this hovering light can be used for photoshoots, boasting a maximum brightness of a whopping 16,000 lumens.

    Advanced Functionality

    To track movement, the air-encased lamp ball uses AI tracking abilities. Coupled with four cameras, this opens the door to additional features. Besides tracking and adjustable lighting, the lamp also functions as a security camera for your home, with control and monitoring available via an app.

    Video calls are also said to be possible with the White Rabbit, thanks to several built-in microphones. With its position above the heads of participants, it captures everyone in a meeting room.

    Pricing and Considerations

    We can’t be sure how well it works at this moment, so this isn’t an endorsement for support; there’s always risk involved with Kickstarter projects. The product is intriguing, to say the least—but it certainly isn’t cheap: The Super Early Bird price stands at $879, while the regular price is expected to be $1,499.

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  • MIT System Empowers Small AI Models to Excel in Complex Tasks

    MIT System Empowers Small AI Models to Excel in Complex Tasks

    Key Takeaways

    1. Big language models excel in creative tasks but struggle with complex, rule-based challenges like Sudoku and detailed scheduling.
    2. MIT’s CSAIL developed DisCIPL, a system using a manager-worker framework, where a large model plans and smaller models execute tasks.
    3. The boss model communicates with follower models using a unique programming language (LLaMPPL) to ensure alignment and correct errors.
    4. DisCIPL demonstrated higher accuracy and efficiency in tasks like grant writing and grocery organization compared to GPT-4o and other models.
    5. Coordinating smaller models in DisCIPL results in a 40% reduction in reasoning time and over 80% cost savings, promoting a more sustainable AI approach.


    While big language models do great at tasks like creative writing and simple math, they often have trouble with complex, rule-based challenges such as Sudoku or detailed itinerary scheduling. To address this issue, researchers from MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL), led by Gabriel Grand, have developed a novel system known as DisCIPL (Distributional Constraints by Inference Programming with Language Models).

    Manager-Worker Framework

    The framework works on a hierarchy that consists of a manager and worker models. A large “boss” model initially functions as a planner, creating a strategy to fulfill a user’s request. After that, it delegates specific parts of the task to smaller, more efficient “follower” models.

    Communication and Correction

    To keep the team aligned, the boss uses LLaMPPL, a unique programming language crafted to guide models towards specific outputs. If a follower model deviates from the guidelines — say, by using incorrect phrasing in a structured poem — the main model intervenes to fix it.

    Impressive Outcomes

    The results from this approach have been quite remarkable. The researchers reported that during tests involving tasks such as writing grant proposals or organizing grocery lists, the DisCIPL system delivered more precise responses than OpenAI’s GPT-4o and matched the accuracy of the specialized reasoning model o1. Even more impressively, it accomplished this with significantly greater efficiency. By shifting the heavy work to smaller models, the system reduced reasoning time by about 40% and cut costs by more than 80% compared to its rivals.

    The team is confident that this strategy presents a sustainable way forward for AI, showing that coordinating smaller models can be much more efficient — both in performance and energy use — than depending solely on large, power-hungry systems.

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  • AI-Powered Free Petting Zoo in Karlsruhe Features 10 Unique Guinea Pigs

    AI-Powered Free Petting Zoo in Karlsruhe Features 10 Unique Guinea Pigs

    Key Takeaways

    1. ZKM Karlsruhe has launched an electronic petting zoo featuring AI-powered guinea pigs called Booboos, each with unique personalities.
    2. The project aims to illustrate that artificial beings can be perceived as individual entities through well-defined characteristics.
    3. Key questions raised include whether robotic animals can provide companionship or substitute for human interaction.
    4. The exhibit serves as a research initiative, encouraging visitors to contemplate the nature of companionship in the modern age.
    5. The electronic petting zoo is free to visit and will be open until August 2, 2026, with specific visiting hours.


    The surge in AI development has already led to interesting inventions like Huawei’s AI Pet and Casio’s Moflins. Starting from November 30, the Center for Art and Media (ZKM) in Karlsruhe, Germany, has taken this innovation further by introducing a real petting zoo filled with artificial animals. Guests can interact with ten Booboos, which are AI-powered guinea pigs each showcasing unique personalities. For instance, Plüsch is said to love the aroma of cinnamon and mandarins and is rarely seen without a festive Christmas hat. Lola is considered the ultimate lover of naps, while Dieter thrives on orderliness.

    Unique Personalities of Guinea Pigs

    Although these personality traits may appear exaggerated, they likely serve a purpose: to illustrate that even artificial beings can be viewed as individual entities when given well-defined characteristics. In Karlsruhe, both kids and adults can witness how these supposed traits significantly affect the Booboos’ actions. The specific AI technology used for the project has not yet been revealed to the public.

    Questions of Companionship

    The team behind the project emphasizes that the main intention is to encourage contemplation. Can robotic animals provide companionship or even substitute for human interaction? Are these things that people truly wish for? These questions are central to the goals of the initiative. Moreover, the project also functions as a research endeavor. Visiting the electronic petting zoo is free of charge. Accompanied children can engage with the Booboos for about 30 minutes. This exhibit will continue until August 2, 2026, with visiting hours from Wednesday to Friday, 2 to 6 p.m., and on weekends from 11 a.m. to 6 p.m. For group visits, prior arrangements must be made via email.

    A New Experience at ZKM Karlsruhe

    ZKM Karlsruhe is exploring the interesting intersection of technology and human emotion through this exhibit, pushing boundaries and inviting everyone to question the nature of companionship in the modern age.

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  • Dyson Spot+Scrub AI Robot Vacuum Expands to More Countries

    Dyson Spot+Scrub AI Robot Vacuum Expands to More Countries

    Key Takeaways

    1. Dyson’s Spot+Scrub AI Robot Vacuum Cleaner is now available in major European markets, including the UK, France, and Germany, with a price of £1,049 in the UK and €1,199 in EU nations.

    2. The vacuum features strong suction power of up to 18,000 Pa, a roller mop for cleaning, and a Carpet boost mode for enhanced carpet cleaning.

    3. It includes an anti-tangle silicon roller brush and a rotating side brush to effectively collect dirt and debris.

    4. The Spot+Scrub AI uses AI stain detection technology to identify and re-clean dirty areas, with the ability to clean the same spot up to 15 times.

    5. Additional features include dual laser LiDAR navigation, app remote control, and a self-cleaning docking station that enables up to 100 days of hands-free cleaning.


    Dyson has begun to introduce its Spot+Scrub AI Robot Vacuum Cleaner throughout Europe. This new model, which follows the 360 Vis Nav, was first announced in September 2025. It has been available in select locations since early December, including Italy and China.

    Availability in Major Markets

    The latest Dyson robot vacuum is now also accessible in countries such as the UK, France, and Germany. In the UK, the Spot+Scrub AI can be bought for £1,049 through the company’s online shop and at retailers like John Lewis. For customers in EU nations, the price for this vacuum stands at €1,199.

    Cleaning Capabilities

    The Spot+Scrub AI merges strong suction power with a roller mop to effectively clean different flooring surfaces within your home. Dyson claims that the vacuum offers suction power of up to 18,000 Pa and features a Carpet boost mode for enhanced cleaning on carpets. It includes an anti-tangle silicon roller brush and a rotating side brush which help in collecting dirt.

    For mopping, the Spot+Scrub AI is equipped with Dyson’s innovative hygienic roller that extends up to 40 mm (~1.6 inches) to clean edges of your rooms. Fresh 60°C (~140°F) hot water is supplied to the mop head from 12 points to prevent dirt from being spread around on the floor. Moreover, the robot uses AI stain detection technology that allows it to recognize various types of dirt and stains, adjusting its cleaning accordingly. For instance, it can detect if a spot remains dirty, allowing it to re-clean the same area up to 15 times.

    Additional Features

    Other notable features include dual laser LiDAR navigation and remote control through an app. This model also comes with a self-cleaning docking station, which can provide up to 100 days of hands-free cleaning by emptying the robot’s dustbin and cleaning the mop after each job. Dyson plans to launch the Spot+Scrub AI Robot Vacuum Cleaner in the US in 2026.

    Dyson, Smarthome Assistent.

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  • AI-Generated McDonald’s Ad Faces Backlash from Community

    AI-Generated McDonald’s Ad Faces Backlash from Community

    Key Takeaways

    1. McDonald’s new Christmas ad amplifies holiday chaos with dark imagery and a twisted Christmas tune, highlighting discomfort in the festive season.
    2. The ad, created using artificial intelligence, features unsettling visuals that evoke the “Uncanny Valley” effect, leading to a negative viewer response.
    3. Viewer backlash included ridicule and annoyance, prompting McDonald’s to turn off comments and eventually make the ad private.
    4. Common criticisms focused on the ad’s “emotionless” production, lack of humor, and absence of genuine Christmas spirit.
    5. The reception of fully AI-generated content, including a reality show, is also facing scrutiny, raising questions about emotional authenticity.


    McDonald’s has rolled out a new advert that intentionally amplifies the chaos of the Christmas season. It shows burning holiday trees, heated disputes during shopping, dreary weather, and visibly anxious people. All of this is accompanied by a twisted version of a beloved Christmas tune, now called “The Most Terrible Time of the Year.” The underlying message is straightforward – even though the world outside is in turmoil, McDonald’s offers a slice of peace and comfort.

    Mixed Reactions to the Ad

    What was meant to be a humorous twist on the typical Christmas joy came across as cold and disturbing to many viewers – and for good reason. The entire advertisement, made in partnership with TBWANeboko and The Sweetshop, was crafted using artificial intelligence. The AI-generated imagery showcases warped figures, empty gazes, and an unsettling vibe that resembles a bad dream more than a festive ad. The phrase “Uncanny Valley” became popular, describing the discomfort felt when artificial beings look nearly real, but not quite, creating an eerie viewing experience.

    Viewer Backlash

    After the YouTube audience primarily reacted with ridicule and annoyance, McDonald’s first turned off comments on the video, then eventually made it private. Nevertheless, the ad can still be found on the OudeTVinHD channel. Common criticisms highlight its “emotionless” production, lack of humor, and total absence of true Christmas spirit. On a larger scale, completely AI-made commercials are facing more scrutiny, with many viewers questioning their emotional resonance and authenticity.

    Other AI Ventures

    Interestingly, a fully AI-generated reality show is now available for streaming on YouTube, but it has also received a poor reception from viewers.

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  • Google’s New AI Browser Transforms Tabs into Custom Apps

    Google’s New AI Browser Transforms Tabs into Custom Apps

    Key Takeaways

    1. Google has launched Disco, an AI-driven project from Google Labs, currently only available in the US via a waitlist.
    2. Disco’s main feature, GenTabs, analyzes open tabs and chat history to create custom web apps for personalized browsing needs.
    3. The tool operates on Google’s Gemini 3 model, allowing users to describe desired tools in natural language without coding.
    4. Examples showcased by Google, such as trip planning and meal prep, are common use cases seen in other AI presentations.
    5. Although Disco may not become a standalone browser, successful features could eventually be integrated into Google Chrome.


    Google is stepping into the world of AI browsers. There are already several options out there competing for people’s interest. Perplexity was one of the first to launch with its Comet browser and its unique features, followed by OpenAI’s Atlas and Dia from The Browser Company. Google’s new tool is not a fully developed main browser; instead, it’s a project from Google Labs called Disco. At this stage, it’s only accessible in the US, and you need to join a waitlist to use it.

    Disco’s Purpose

    Disco is described by Google as a “discovery vehicle designed to test ideas for the future of the web.” The goal is to create a range of AI-driven tools that enhance the way you explore the internet. The standout feature being highlighted today is GenTabs, which reviews your open tabs and chat history to generate an interactive tool or a custom web app that fits your current browsing or research needs.

    Power of Gemini 3

    This feature runs on Google’s latest model, Gemini 3. The concept is simple: there’s no need to code anything; you just explain the tool you wish for, refine it with natural language, and let the model create a tailored web app to assist you.

    Familiar Use Cases

    However, the examples Google is presenting are quite common in today’s AI scene: organizing a trip to Japan, aiding in weekly meal preparation, or designing a garden layout. These situations have been demonstrated in nearly every major AI presentation over the past two years.

    While Google is framing this as a new vision for the web, it’s hard to picture Disco as a lasting standalone browser. Yet, if even a small part of these concepts succeed, it’s likely they will be incorporated into Chrome eventually.

    If you’re in the US and wish to experience Disco and GenTabs, you can join the waitlist here. Google reveals that macOS users will be the first to access the browser, with Windows and Linux support expected to follow later.

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  • OpenAI Launches GPT-5.2 with $1 Billion Disney Investment

    OpenAI Launches GPT-5.2 with $1 Billion Disney Investment

    Key Takeaways

    1. New AI Model: OpenAI launched GPT-5.2, available in Instant, Thinking, and Pro versions for paid subscribers, featuring enhanced visual processing, programming, and reasoning skills.

    2. Improved Accuracy: The model shows better accuracy with fewer hallucinations or false information, even with long documents, making it suitable for complex business tasks.

    3. Safety Enhancements: There is a significant decrease in inappropriate responses, and a new age detection feature redirects users under 18 to a safer version of ChatGPT.

    4. Disney Partnership: OpenAI secured a $1 billion investment from Disney, allowing access to Disney’s characters for content generation while imposing restrictions on their portrayal.

    5. User Resources: New users can explore ChatGPT with a helpful guide available on Amazon, detailing features and effective prompting for GPT-5.2.


    OpenAI has rolled out its newest AI model, GPT-5.2, available in Instant, Thinking, and Pro versions for ChatGPT’s paid subscribers. Additionally, the company has secured a $1 billion equity investment from Disney.

    Enhanced Capabilities

    This AI model comes with remarkable improvements in visual processing, programming, mathematics, and long-term reasoning skills. These enhancements allow it to tackle complex business tasks, app development, and call center operations more efficiently, as indicated by OpenAI’s testing results. Accuracy has seen a boost, with fewer instances of hallucinations or false information, even when managing extensive input documents.

    Safety Measures

    Moreover, the frequency of inappropriate responses related to self-harm, mental health issues, extremism, misuse of personal data, and sexual abuse has significantly decreased. ChatGPT now implements predictive age detection to redirect users under the age of 18 to a safer version, which blocks explicit sexual content and alerts authorities when a user’s safety might be compromised.

    Collaboration with Disney

    The investment from Disney is mutually beneficial. Disney gains access to OpenAI’s services and options to purchase more OpenAI stock at its current valuation. Meanwhile, OpenAI has the opportunity to use over 200 licensed Disney characters in its Sora image and video AI for the next three years. This allows users to feature their beloved characters in generated content starting in early 2026, though there are restrictions on how these characters can be portrayed to avoid harmful content generation. Further financial details about this partnership remain undisclosed.

    For those new to ChatGPT, they can give it a try here. A helpful guide on Amazon can serve as a quick reference to its numerous features and how to effectively prompt GPT-5.2.

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  • AMD Launches Two New Radeon Pro GPUs for AI Workloads

    AMD Launches Two New Radeon Pro GPUs for AI Workloads

    Key Takeaways

    1. AMD introduced two new Radeon AI Pro GPUs: the R9700S and R9600D, which are lower-performance versions of the R9700.
    2. The R9700S features 64 Compute Units, 32 GB of GDDR6 VRAM, and a maximum power draw of 300 Watts, but lacks an active cooling system.
    3. The R9600D has 48 Compute Units, also offers 32 GB of VRAM, and has a lower power consumption of 150 Watts, making it suitable for 450 Watt power supplies.
    4. Both GPUs support ECC functionality on Linux systems and include a single DisplayPort 2.1 for video output.
    5. They are designed for non-gaming applications but support features like AMD Fluid Motion Frames and Radeon Anti-Lag; pricing and availability details are not yet provided.


    AMD has quietly introduced two new Radeon AI Pro GPUs, the Radeon AI Pro R9700S and the Radeon AI Pro R9600D. These models are lower-performance versions of the previously launched Radeon AI Pro R9700. The R9700S is nearly identical to the R9700, showing no significant differences in specifications.

    Detailed Specifications of R9700S

    The Radeon AI Pro R9700S features 64 Compute Units (CUs), which amounts to 4,096 stream processors, along with 128 Render Output Units (ROPs). It also offers 32 GB of GDDR6 VRAM on a 256-bit memory bus, resulting in a total memory bandwidth of 640 GB/s and a boost clock speed of 2.92 GHz. This GPU connects to motherboards using two 16-pin PCIe connectors and has a maximum power draw of 300 Watts. Unlike the R9700S, it lacks an active cooling system and is best suited for server racks that have their own cooling solutions.

    Overview of R9600D Features

    On the other hand, the Radeon AI Pro R9600D reduces the number of CUs to 48, translating to 3,072 stream processors, 32 GB of VRAM on the same 256-bit bus (also providing 640 GB/s memory bandwidth), and 96 ROPs. It consumes only 150 Watts of power, making it compatible with a 450 Watt power supply. Similar to the R9700S, the R9600D also utilizes passive cooling.

    Both cards come equipped with a single DisplayPort 2.1 for video output and are capable of supporting ECC functionality, though this is only available on Linux systems. While these GPUs are not aimed at gamers, they do support several features such as AMD Fluid Motion Frames, Radeon Super Resolution, Smart Access Memory, Radeon Boost, and Radeon Anti-Lag. At this time, AMD has not disclosed pricing or availability details for either of these GPUs.

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