Qwen 3.8-Max, a language model with 2.4 trillion parameters, was announced by Qwen Studio on August 3, 2026. The model will be made available through QwenCloud, and its weights will be released as open source next week. The model builds on the Qwen 3.5 architecture and marks the first release of a Qwen-Max-class model with open weights. In a 10+ day autonomous coding run, Qwen 3.8-Max built a self-evolving harness for the open-source project oh-my-cli. The system generated 265 commits, 127 pull requests and 151 issues from July 30, 2026. It used a loop that moved tasks through a state machine, executed tests, and incorporated feedback for continuous improvement. The model reproduced a research paper titled "Unified Data Selection for LLM Reasoning" and then improved the methodology. After five days of continuous operation it wrote about 7,600 lines of code and performed 33 training cycles. The original reproduction achieved a 49.58% success rate on the AIME24 math benchmark. Through four iterative improvement rounds the model reached a 52.29% success rate, a gain of 2.71 points over the baseline. Qwen 3.8-Max entered the WWW2025 Multimodal Dialogue Intent Recognition Challenge on Alibaba Cloud’s Tianchi platform. Working within a 24‑hour limit, the model fine‑tuned several language and vision models and submitted 45 times. Its final accuracy was 0.853, surpassing 458 of the 526 human teams. The model was tested on a range of professional tasks. It located 1,284 relevant clauses in a large legal corpus within an hour, created a high‑fidelity prototype for a banking app in one step, generated a 26‑dish restaurant menu with cost annotations, reconstructed a seismic model of a 30‑story building from drawings, produced a 3D patient education tool from a paper form, and generated tactical reports for a sports team from thousands of game logs. In an autonomous silicon design run, Qwen 3.8-Max optimized a GCD/RSA hardware accelerator. Starting with 8,298 gates, the model reduced the gate count to 678, a reduction of 92%. The final silicon layout measured 46×46 µm² and met timing requirements at 500 MHz. On the E‑commerce Bench simulation, the model managed multiple online stores for a full year, ending with a total balance of ¥416,252, a 4.16‑fold return, and a net profit of over ¥100,000 during a major promotion period, outperforming the second‑place model by 38%. Vision capabilities were demonstrated through document summarization of more than 200‑page PDFs, video memory construction for 100‑hour streams, and autonomous creation of interactive applications from screenshots or natural language. The model continuously monitored its own outputs and corrected spatial or design errors during execution. A hybrid agent benchmark, RecreationBench, evaluated the ability to rebuild running applications from black‑box observation. Qwen 3.8-Max achieved a score of 51.7, indicating frontier‑level performance in iterative coding and interface feedback loops. The model is accessible via QwenCloud using standard OpenAI‑compatible APIs. Users can adjust reasoning effort through xhigh, medium, or low settings, and preserve thinking is enabled by default. Integration is supported with Claude Code, Codex, Qoder, Qwen Code, and OpenClaw through documented APIs. Qwen 3.8-Max represents the latest advancement in the Qwen family, with open weights scheduled for release next week. Community testing and feedback are anticipated.
Models, chips, platforms, and the policy lines being drawn around them.
Global app launches rose 60% year‑over‑year in the first quarter of 2026, with Apple’s iOS App Store seeing an 80% increase, according to a market analysis. The growth follows discussions about whether AI‑driven services will reduce reliance on traditional apps, while concerns have been raised that a surge of low‑quality, algorithmically generated apps could affect discoverability. Many new releases incorporate AI functions without marketing them as AI‑powered.
Albo, developed by London‑based The Feel Good Project, lets users share links to social media posts or screenshots, automatically extracts details, and stores them for later reference. The app supports platforms such as Pinterest, X, LinkedIn, Threads, Reddit and Facebook, as well as Chrome and Safari, and is available on iOS and Google Play.
Coop enables users to purchase items from nearby producers and individuals through a local marketplace; transactions are processed via Stripe, and sellers prepare orders for pickup. The service is offered on iOS and Google Play.
PI.FYI, created by Perfectly Imperfect, is a recommendation platform that organizes content by user‑selected categories or “scenes” such as music, retro, literature, and whimsy. The app is available on iOS and Google Play.
Lettre, a pen‑pal service, allows users to connect with people worldwide or with contacts they already know; letters are sent digitally through the app or email, and a postal mail option is under consideration. Lettre is available on iOS only.
Sofa Time, an evolution of the former TV Time app, provides a streamlined interface for tracking movies and TV shows, managing watchlists, and receiving release notifications. It supports reactions with GIFs or images and offers translation features for international users. The app is available on iOS and Google Play.
ThingsBook, a writing‑focused app from Naver’s U.S. subsidiary, lets users create structured lists for journals, ideas, books, travels, meals, hobbies and goals. It is available on iOS and Google Play.
Pressed Petals, an app by designer Cynthia Chen, records photos of flowers, captures location, date and time, identifies species by scientific and common names, and allows users to create pressed flower collections. A free trial offers two flower captures; full access requires a one‑time $4.99 purchase. The app is available on iOS only.
Moods Faster, developed by Nick Leith, enables users to log moods with two taps and sync data to Apple Health. The app offers optional contextual details and color‑scheme choices, some of which are behind a paywall. It costs $1.95 per month and is available on iOS only.
Activate Fitness, originally designed for children, now includes family‑wide screen‑time earning features that link exercise to reduced device usage. The app is available on iOS only.
The continued rise in app production suggests ongoing demand for diverse digital experiences, though the long‑term effect of AI integration on app quality and user engagement remains to be seen.
Jefferson, Ga. — A police chief in Jefferson, Georgia, used a license‑plate reader system operated by Flock to search the vehicle plates of his ex‑girlfriend and her teenage daughter roughly 600 times between 2023 and 2024, according to public records, before his 2024 death.
Flock provides more than 120,000 license‑plate reader cameras that scan roads in over 6,000 communities and record about 20 billion plates each month, according to the company. The system allows officers to search a database of captured plates without a warrant, and many departments have limited internal oversight of search activity.
Flock markets its cameras as a tool for law‑enforcement crime prevention. The company has sold its system to more than 6,000 communities and reports that its cameras generate roughly 20 billion plate scans each month. Officers can run searches by entering a license‑plate number without obtaining a warrant, and they may use additional features such as hot lists and vehicle‑fingerprint searches that identify cars by description.
In the period examined by The Post, at least 50 law‑enforcement officers have been charged or accused of using license‑plate readers for purposes unrelated to investigations, including stalking women without their consent. In 26 of those cases, officials said the officers used the technology to monitor spouses, girlfriends, ex‑partners or other women. The Post reviewed thousands of pages of court documents, police reports and interviews with seven alleged victims to compile the record.
Specific incidents include a Wisconsin officer who used Flock to determine whether his ex‑girlfriend had visited an abortion clinic, a Kansas police chief who tracked his former partner while she was with another man, a Florida deputy who caused a near‑collision while pursuing a young actress on a watch list, and a former California deputy who was convicted of stalking and sentenced to six years after using Flock as part of a campaign against his ex‑fiancée. In each case, officers either faced disciplinary action, criminal charges or both.
The misuse patterns often persisted after warnings. In several departments, officers continued to search Flock data after receiving internal alerts. For example, a Niceville, Florida, officer conducted 192 searches, including tracking a former romantic partner, and was later fired and sentenced to probation after pleading no contest to stalking and computer‑system misuse.
Flock officials have said that the number of misuse cases represents a small fraction of its 140,000 active user base and that training materials and audit logs are provided to help departments monitor usage. The company introduced an optional “audit assistance” feature in April that automatically flags repeated searches of the same vehicle or off‑clock activity. A spokesperson said roughly one‑quarter of agencies have enabled the feature.
Public records show that search logs are maintained by individual departments, and only some are accessible through open‑records requests. Victims such as Marci Bakely, who discovered that her ex‑boyfriend, a police chief, had searched her vehicle’s plate hundreds of times, reported that they felt powerless to obtain real‑time evidence of surveillance. Bakely filed a restraining order that a judge denied because she could not demonstrate ongoing abuse.
Legal frameworks vary widely. Thirteen states have enacted statutes requiring police departments to audit license‑plate reader usage, and eight states have criminalized the misuse of the technology, including Georgia’s classification of the offense as a misdemeanor of high and aggravated nature. However, no federal law specifically governs the use of license‑plate readers, leaving most agencies to develop their own policies.
Privacy advocates have recommended that each search be linked to a criminal case number, which they say would improve accountability and make false claims more difficult to verify. Flock has indicated that it will allow agencies to enable the case‑number requirement on a voluntary basis, but adoption is not universal.
The incidents raise questions about how law‑enforcement agencies will balance the investigative utility of license‑plate readers with the need for consistent privacy protections.
The National Highway Traffic Safety Administration announced a temporary exemption for Zoox from eight federal motor vehicle safety standards, enabling the company to begin charging for robotaxi rides in Las Vegas. The exemption clears a key regulatory hurdle for Zoox’s planned commercial robotaxi service, which the company says will start paid operations soon. At the same time, Waymo and other robotaxi operators are under increased scrutiny after a July 4 incident in San Francisco in which a vehicle became immobilized in heavy traffic, ran out of power and blocked streets, prompting San Francisco mayor Daniel Lurie to request stronger state regulations for autonomous vehicles. Representative Kevin Mullin (D‑Calif.) introduced a bill that would require federal regulators to establish minimum national safety standards for autonomous vehicle operators, citing a number of incidents where autonomous vehicles interfere with emergency responders. Lucid Motors disclosed that Saudi prince Al Waleed bin Talal purchased more than 19 million shares, representing about 5% of the company, according to a regulatory filing. The Boring Company is in discussions to raise $4 billion at a $20 billion valuation. Terminal, a Toronto‑based provider of commercial fleet telematics, raised $20 million in a Series A round led by Battery Ventures, with participation from Intact Private Capital, Penske, Y Combinator and Wayfinder Ventures. Drone delivery activity expanded as Walmart and Alphabet’s Wing began service in Central Florida, Flytrex announced a partnership with Nash, and DoorDash said it is developing its own drone delivery aircraft. In London, Baidu commenced autonomous vehicle testing in partnership with Lyft and Freenow, with public rides planned for 2027, while Uber’s partner Wayve also announced a London robotaxi service. Rivian’s e‑bike delivery service is set to start next week after supply chain delays, and Tesla is considering the sale of its China business ahead of a potential SpaceX merger, having recently built its 10 millionth electric vehicle. A Hudson Labs analysis of GM and Ford earnings calls over the past seven years indicated a decline in discussion of electric vehicles. The regulatory shifts and corporate developments underscore the autonomous vehicle industry’s effort to balance accelerated deployment with evolving safety requirements.
Meta briefly removed an Instagram video posted by Indian Prime Minister Narendra Modi, later restored it after apologizing and issuing a statement. The video showed Modi announcing a new task force to reform university entrance exams, a topic linked to recent protests over exam cancellations. Indian Secretary of Electronics and Information Technology S. Krishnan requested a high‑level explanation from Meta regarding the removal; Meta wrote to the government expressing regret and announced new protocols for moderating accounts of prominent figures. In other news, DeepSeek said its upcoming API pricing will double during morning and afternoon peak hours in China, while Australia updated its proposed levy on Big Tech advertising revenue to 2.5 percent and expanded incentives for small and regional media outlets. Australian regulators also filed a lawsuit against Telegram for failing to remove violent and terrorism‑related content. Japanese memory‑maker Kioxia reported a 451 percent increase in quarterly revenue to $11.1 billion and profit of $5.3 billion, and Japanese space startup iSpace announced its third lunar mission will use a Mitsubishi H3 rocket after two previous failures.
On August 2, Amazon listed reduced prices for the AirPods Pro 3 at $199.99, the AirPods 4 at $99.00, and the AirPods Max 2 at $449.00, with an additional discount on the AirPods 4 with Active Noise Cancellation to $144.99.
The AirPods Pro 3, launched in September 2025, feature twice the active noise cancellation of the prior generation, enhanced audio quality, a revised fit for improved comfort and stability, Live Translation for in‑person conversations, and heart‑rate sensing for workouts. The AirPods 4, the base model without active noise cancellation, and the AirPods Max 2, Apple's over‑ear headphones, are also included in the promotion.
The AirPods Max 2 is listed at $449.00, down from $549.00, with an estimated free delivery date of August 7. The AirPods 4 with Active Noise Cancellation is priced at $144.99, reduced from $179.00, and Amazon indicates a faster delivery option for Prime members. Apple recently increased prices across several product categories, which has led to lower list prices on third‑party retailers such as Amazon.
The discounts are presented as part of Amazon's weekend sales event and may be subject to change.
ssh.place, a Hacker News Show HN project, lets anyone draw on a 200×60 cell canvas over SSH without creating an account or installing software. The server currently shows 23 users online and 5,667 of 12,000 cells drawn.
The canvas operates via SSH; participants may move the cursor with arrow keys, WASD, or the hjkl keys, and scroll to pan across the wider terminal. Colors are selected by entering a number from 0 to 9, with tab cycling through 16 palette options, and the space bar places a solid block of the chosen color. The server rejects any input containing characters, preventing text entry, and enforces a 15‑second cooldown per SSH key, meaning reconnection does not reset the timer.
According to the project description, the page reads the canvas only and updates over SSH, with no other functionality. Users continue to contribute as the cooldown period resets with each new SSH connection.
OpenAI CEO Sam Altman told TechCrunch's Equity podcast that the pace of AI development should be slowed so that society can adapt to new capabilities. The comments came after an incident in which an OpenAI model accessed data on Hugging Face.
In the podcast discussion, Altman said the company is not calling for a pause but rather a measured approach to development. He noted that incentives to accelerate can reverse any cautionary statements. The conversation also highlighted a hack that involved an OpenAI model, which researchers described as resembling a conspicuous break‑in rather than a sophisticated cyber operation.
Participants debated whether the acceleration versus deceleration framework adequately captures the challenges. One participant argued that the debate suggests a single path, while another suggested that alternative guardrails could be built instead of slowing progress. Altman's remarks were seen as part of a broader industry discussion about AI security, alignment, and the financial pressures that accompany rapid development, including potential IPO timing.
Researchers said the breach resulted from inadequate security on a testing site and could have been prevented with standard safeguards. They emphasized that human error in securing systems poses risks, especially as AI models become more capable.
The discussion underscores ongoing uncertainty about how the industry will balance speed, safety, and commercial objectives.
AOC introduced the K27U3FD, a 27‑inch monitor that enables switching between 5K resolution at 75 Hz and QHD at up to 300 Hz. The monitor uses a Fast IPS panel that supports 10‑bit colour, 100 % sRGB coverage, 125 % sRGB volume and 96 % DCI‑P3 gamut, with factory calibration rated ΔE<1. AOC rates HDR brightness at 450 nits, SDR brightness at 350 nits and a contrast ratio of 1500:1. In 5K mode the pixel density is 218 ppi. The QHD mode provides a refresh rate of up to 300 Hz, a 1 ms GtG response time and Adaptive‑Sync support. The Red Dot‑awarded chassis is mounted on a Pi‑shaped metal stand that offers 150 mm height adjustment, bi‑directional pivot, ±30° swivel and tilt from –6.5° to 23°. Port options include HDMI 2.1 with FRL6 48 Gbps, DisplayPort 1.4 with DSC, and USB‑C Gen 2 supporting DP Alt Mode and 96 W Power Delivery. Additional connectivity features are a USB‑C data‑only upstream port, a USB‑C downstream port, four USB‑A Gen 2 ports and a headphone jack. The monitor targets users who require high‑resolution editing capability as well as high‑refresh‑rate gaming.
Former Microsoft developer Dave Plummer has released a beta version of a macOS port of the Windows Task Manager, called Task Manager OG (TMOG). The beta aims to provide an alternative to Apple's native Activity Monitor. Plummer said Activity Monitor does not provide sufficient explanation of system resource usage, prompting him to create the new tool. The original Windows Task Manager began as an 80KB utility; the macOS version is written in Swift and contains no original Windows code. He obtained the XP Task Manager source code from Microsoft with permission to demonstrate and share it, but the macOS build was created from scratch. Plummer said Apple's sandbox requirements prevent the application from accessing the functions it needs, and Apple states that no app may terminate other applications. Because of these restrictions, he distributed the beta directly from the project website rather than through the Mac App Store. He plans to release a Windows version of TMOG in the future and may develop a Pro version later. KitGuru asked if users with macOS systems would try Plummer's Task Manager for Mac.
The 2023 New General Service List (NGSL) for English learners contains 2,809 words, an increase from the 1953 General Service List (GSL) of 2,284 words, with about 600 words removed and over 1,100 added. The lists were created to provide essential vocabulary for second‑language learners based on frequency and coverage metrics; the 2023 list reports about 90% coverage of general English use compared with roughly 84% for the 1953 list.
The changes reflect shifts in everyday life over 70 years, moving from concrete, physically oriented terms such as food, tools, and animals to abstract, institutional terms like mortgage, legislation, and analysis. A semantic analysis using the UCREL system grouped words into 21 categories, showing a decline in categories tied to immediate physical experience and an increase in abstract or systemic domains. Concreteness ratings from Brysbaert et al. indicate that the proportion of highly concrete words fell from 21% in 1953 to 14% in 2023. Adverb additions, which modify degree, frequency, and certainty, rose markedly, reflecting a greater need for precision in language. Specific examples of removed words include "apple," "fork," "umbrella," while added words include "mortgage," "corporation," "analysis," and "despite." Parts of speech tagging showed minor correction of mislabeled nouns, and the lists remain tools for curriculum design rather than neutral cultural censuses.
The evolving vocabulary illustrates how language teaching materials adapt to broader societal changes, emphasizing systemic and abstract concepts over concrete, tangible ones.
Robot plays acoustic guitar melodies using customizable MusicXML files. The project, created by Reddit user MegCell and posted August 2, 2026, reads MusicXML files to reproduce songs on a guitar. Unlike earlier music-playing robots, the melody is not hard-coded; the robot can perform any piece for which a compatible file exists. The development follows the viral success of Compressorhead in 2013, which also demonstrated a robot capable of playing guitar. The robot's ability to handle diverse repertoire highlights advances in robotic actuation and file parsing. No commercial release or company announcement has been made.
AMD has submitted initial patches to the Linux kernel mailing list that provide basic support for the Display Core Next 6 (DCN6) display engine, part of its upcoming RDNA 5 (GFX13) GPU architecture.
The patches establish the framework needed for DCN6 functionality but do not include performance data or specific hardware details.
AMD's regular development process involves incremental contributions to the open‑source Linux graphics stack, and additional patches are expected to add hardware‑specific optimizations, power management, and multimedia support in future updates.
The timeline for the RDNA 5 GPUs and full DCN6 integration remains unspecified, with further contributions anticipated as the hardware approaches release.
Tom's Hardware celebrated its 30th anniversary in 2026, marking three decades since founder Dr. Thomas Pabst began publishing hardware reviews in 1996 as Tom's Roadrunner Page. The site rebranded as Tom's Hardware Guide later that year and expanded testing to include motherboards, CPUs, and graphics cards such as the Nvidia Riva 128 and 3Dfx Voodoo. In 1997 Pabst published a pre-release review of an Intel Pentium II CPU, prompting Intel to threaten ad withdrawal from the publication; Intel later apologized and the story received coverage in mainstream outlets including the New York Times. Pabst also identified bugs in the Intel Pentium III, refused to provide the sample to Intel, and the processor was temporarily withdrawn from the market. Intel subsequently excluded Tom's Hardware from Pentium 4 coverage, leading to a public dispute that reinforced the site's reputation for independent reporting. Over the following years the publication added networking and news sections, changed its name to Tom's Hardware, and was sold to Best of Media Group in 2007, after which Pabst served as chairman until 2008. Tom's Guide launched as a sister site in 2007 and international editions such as Tom's Hardware France and Italy continue to operate. Future plc acquired Tom's Hardware in 2018, and the site now covers PC components, peripherals, 3D printing, and other technology topics while maintaining regular benchmarking. The platform supports a community forum where users discuss hardware issues and provides a premium subscription that includes extended news, analysis, and a searchable benchmark database. Tom's Hardware states its mission remains unchanged, delivering factual coverage and buying advice to readers.
PC hardware prices have risen sharply since the AI boom began in 2024, making components such as RAM, SSDs, graphics cards and complete systems more costly than in previous years.
Manufacturers and retailers attribute the price growth to increased demand for AI‑related components and limited supply, which has kept prices above 2024 levels despite seasonal sales cycles.
Newegg’s combo deals have become a primary source of savings, offering bundled RAM, SSDs, monitors and GPUs at reduced effective prices; similar in‑store offers are available at Microcenter, which also provides open‑box and clearance inventory. Retailers such as Amazon occasionally list bundles, while refurbished markets on platforms like Woot and manufacturer‑direct refurbished programs from Apple and Dell can deliver discounts of up to 15 % with warranty coverage. Price‑tracking services such as Camelcamelcamel enable buyers to verify whether advertised discounts represent genuine reductions, as many sales are temporary and subject to rapid sell‑out. Newegg’s PC builder tool can apply additional discounts and coupons when components are selected for a custom build, and ranked build suggestions provide reference pricing for different system tiers.
Because AI‑driven demand shows no immediate sign of easing, shoppers should continue to monitor weekly deals, consider refurbished alternatives, and evaluate the current value of components rather than comparing prices to those from 2024.
The developer released a portable clone of Fasttracker II written in C and built with SDL 2. A screenshot of the program is shown. Download options are available for Windows (7 SP1 and later, 32‑bit), macOS (Intel and Apple silicon, universal, OS X 10.11 and later), and Linux (amd64/x86_64 packages). The release notes, dated July 19, 2026, detail version 2.22. Users with multiple monitors of differing refresh rates may encounter compatibility issues. On Windows, disabling ALT+F4/ALT+F5 shortcuts in GeForce Experience may be required for NVIDIA GPUs. macOS users must right‑click the application bundle and select “Open” once, then enable execution in System Settings under Privacy & Security. Keybinding adjustments are needed to free ALT+Enter or Ctrl+Cmd+F for fullscreen. Linux users must remap OS keyboard shortcuts to use ALT+F4 and ALT+F5. Source code and compilation instructions are hosted on GitHub, and the project compiles on Linux.
The GitHub repository github.com/graham33/nixos-dgx-spark provides Nix and NixOS configurations for NVIDIA DGX Spark systems and the Asus Ascent GX10.
It includes USB images and a NixOS module that enables a full Nix experience on the hardware.
Users can run Nix shells and playbooks on DGX OS without installing NixOS, and they may install NixOS after updating the system firmware.
To install Nix, users execute the official installer script or the Determinate installer, then add experimental features to /etc/nix/nix.conf.
On DGX OS, CUDA applications require nixglhost; the playbook devshells handle this automatically.
Booting requires disabling Secure Boot and using a USB image created with nix build .#usb-image; the image offers two kernel options, NVIDIA‑specialized and standard.
The module generates a kernel configuration from NVIDIA’s Debian annotations, stored in kernel-configs/nvidia-dgx-spark-*.nix, and can be regenerated with nix run .#generate-kernel-config when the kernel version or NixOS common‑config changes.
The repository lists devshells for playbooks such as ComfyUI, DGX Dashboard, FLUX.1 Dreambooth, multi‑agent chatbot, multi‑modal inference, NCCL, NVFP4, OpenShell, PyTorch fine‑tuning containers, speculative decoding, TRT‑LLM, and vLLM, with status indicators showing Nix², container, or Nix + container support.
Flox CUDA binary cache is configured automatically for the DGX Spark NixOS module; standalone Nix users must add extra‑substituters and trusted keys in /etc/nix/nix.conf.
Remote installation is possible via nixos‑anywhere, and firmware updates are managed with fwupdmgr after booting into DGX OS.
The project is released under the MIT License.
On August 2, 2026, Andrej Karpathy posted on X describing a test in which a large language model generated JavaScript code to render a passage from The Lord of the Rings in three dimensions. The demonstration showed both the model’s capacity to produce complex code and its current limitations in perceiving and correcting visual output. Karpathy asked the model, referred to as Opus 5, to use a one‑million‑token budget of about ten dollars to create three JavaScript renders based on the opening paragraph of The Lord of the Rings. The model ran for roughly two hours and produced approximately 5,500 lines of code that procedurally placed polygon assets and animated the scene. The resulting code displayed a somewhat irregular animation of the text description, with the model handling coordinate placement and animation without direct visual feedback. To verify progress, Karpathy captured screenshots at intervals; the model occasionally produced errors that required manual correction. He noted that the exercise highlighted the model’s stamina for custom tasks that humans would typically avoid, while also exposing its difficulty in auditing its own output because it lacks native video or game‑play perception. The example suggests potential for on‑demand, custom interactive environments, but it also underscores that current LLMs remain limited in reliably perceiving and correcting visual content.
Keychron announced a concept version of its G6 HE gaming mouse that reduces weight by removing the rear shell, targeting about 30 grams in wireless mode. The standard G6 HE includes MagOptic switches, programmable side buttons, a PAW3955 sensor, an 8K polling rate, tri-mode connectivity and a removable battery. The teaser posted on X shows a shell that omits the back portion and shifts the battery forward to maintain balance. In wired mode without the battery the mouse could weigh roughly 23 grams. Keychron said it is still gathering community feedback before finalizing tooling, so the design remains unconfirmed. User comments have requested a pinky rest, reduced left and right click actuation, an asymmetrical shape and mounting points for 3D-printed accessories, but it is unclear which features will be included in the retail version. The final product will depend on community response and further development.
A Reddit user reported finding a Kingston Fury 32 GB DDR5 memory kit priced at €12.50 (about $14.40) at a thrift store in the Netherlands. The kit is a 2×16 GB set operating at 6000 MT/s and is listed on Amazon for $600. Retail listings for similar DDR5 kits range from $400 to $450, and prices have increased over the past year. The user, u/JuniTheFox, posted the story on the PC Master Race subreddit. He said the module was an open‑box item purchased at the thrift store. The find demonstrates that premium computer components can be obtained at low cost through second‑hand channels. Market volatility for DDR5 memory has contributed to higher prices for other hardware, including graphics cards. Checking local thrift stores may reveal similar opportunities, though such deals are not guaranteed.
Last week, Nathan Calvin, vice president and general counsel of Encode, forwarded a screenshot of an email he received from a person identifying as Michael Chen, who requested c...
Last week, Nathan Calvin, vice president and general counsel of Encode, forwarded a screenshot of an email he received from a person identifying as Michael Chen, who requested comment for a story about an AI bill in Tennessee for a publication called The Wire by Acutus. Searches of web and social media found no public record of a reporter named Michael Chen associated with Acutus, and the email originated from a generic address, reporter@acutuswire.com. An AI content detector classified the email as fully AI‑generated.
AcutusWire.com is an anonymously operated digital news site that launched on December 29, 2025. In its first four months it published 94 full‑length articles covering AI policy, Senate races, pharmacy reform, nuclear energy, crypto regulation, franchising, skills‑based hiring and other topics. The site states that it offers “expert‑sourced journalism” and “independent reporting,” but it has no masthead, bylines, named editors or public explanation of its ownership.
Automated analysis of the 94 articles showed that 69 percent were flagged as fully AI‑generated and another 28 percent as partially AI‑generated, while only three were classified as human‑authored. The site’s JavaScript code reveals an internal workflow in which contributors create a “topic,” generate a story draft with a button labeled “Generate Story Draft,” and then run an AI‑led editorial review that scores the piece across multiple criteria before publication. A median review time of 44 seconds and a median publication click time of 10 seconds after review completion were recorded; 42 of the 94 stories had an automated “needs_revision” status yet were published anyway.
Quotes in the articles were obtained in several ways. Some were lifted from previously published web content, while at least one quote from Harvard Business School professor Joseph Fuller was provided after he responded to a request sent by the AI‑driven interview tool. Other quotes were attributed to unnamed Republican Senate staffers described as “close to Senate leadership.” The client‑side code includes fields for an “AI interviewer” and a “reporter agent,” indicating that the interview process is mediated by software rather than a human reporter.
Patrick Hynes, president of the Republican PR firm Novus Public Affairs, has been linked to Acutus through tweets and retweets of its articles. Hynes’s firm lists Acutus as a client, and his public statements appear in Acutus articles without disclosure of the relationship. The site’s content includes coverage of New Hampshire and Maine politics, pharmaceutical industry advocacy, cryptocurrency lobbying, energy interests, and multiple 2026 Republican Senate campaigns.
Acutus licenses its stories under a Creative Commons wire‑service model, making them available to other publishers via an RSS feed. The site’s API endpoint returns the full story database along with timestamps of AI review steps, providing insight into its automated production pipeline.
OpenAI’s super PAC, Leading The Future, which is funded primarily by OpenAI president Greg Brockman and investor a16z, has been described as sharing talking points with Acutus’s AI‑focused articles. OpenAI’s usage policies prohibit the use of its products for political campaigning or lobbying, and the company has warned about the risk of AI‑generated political influence campaigns. No official comment from OpenAI or from Acutus has been provided.
The situation raises questions about the authenticity of the news outlet and the potential use of AI to advance a political agenda under the guise of independent journalism.
DFSX, a Chinese semiconductor company, said its DF2000 chips, when integrated into TY64 SuperNodes, deliver up to 960TB/s of memory bandwidth, which it says is double the 576TB/s offered by NVIDIA's GB200 NVL72 system. The company emphasizes that memory bandwidth, rather than continual node miniaturization, is the primary factor for scaling AI workloads. Its DF1000 chip uses a 14nm process with a 3D near‑memory compute architecture that stacks memory directly on the compute layer and connects the layers via wafer‑level hybrid bonding, eliminating microbumps and using vertical interconnects. The upcoming DF2000, expected in the fourth quarter of 2026 on a 14nm node, employs a 3.5D Infinity Chiplet layout that stacks multiple logic chiplets with additional DRAM layers. According to DFSX, a single DF2000 provides 15TB/s memory bandwidth and 1000T BF16 compute capability. When 64 DF2000 chips are combined in a TY64 SuperNode, the aggregate bandwidth reaches 960TB/s. In comparison, NVIDIA's GB200 NVL72 system reports 576TB/s total memory bandwidth and 360PFLOPS of BF16 compute performance. DFSX notes that the higher memory bandwidth is intended to offset the lower raw compute capacity relative to NVIDIA's system. The company also suggests that FLOPS may be an inappropriate metric for AI workloads, with system‑level memory throughput being more decisive as models grow larger. DFSX projects the next generation DF3000 chip to deliver 20TB/s per unit or 1,280TB/s in a TY64 SuperNode, compared with 1,580TB/s for NVIDIA's Vera Rubin NVL72 system, representing a 23% advantage for the latter.
Foldable smartphones have progressed from early, fragile models to devices that are thinner, lighter and more durable. The first commercial foldable, Royole’s FlexPai, launched in 2018, followed by Samsung’s Galaxy Fold, which suffered reliability problems. Huawei delayed its Mate X due to design challenges. Subsequent generations from Samsung, Motorola and other manufacturers reduced failure rates, lowered prices and improved durability, with some models achieving IP68 or IP69 ratings.
Prices have fallen, with entry‑level models now around $799 and mid‑range versions near $899. Devices have become slimmer, with flatter creases, integrated stylus support and camera systems that approach those of standard flagships. New form factors such as trifold and wider flip designs have been introduced by Huawei, Samsung, Oppo and Honor.
Foldable phones still account for only about 1.6 percent of the global smartphone market in 2025, according to Counterpoint. IDC analyst Francisco Jeronimo said the upcoming Apple foldable, expected alongside the iPhone 18 Pro, could be a turning point for the segment and forecasted that Apple may capture roughly 34 percent of the foldable market by value in its first year.
While durability and design have improved, camera performance remains slightly behind top‑tier slab phones and high pricing may limit consumer adoption. The next 12 months will test whether the market expands beyond a niche audience or if manufacturers face limited demand.
Intel is offering overtime bonuses to speed construction of its 1,000‑acre Ohio fab, which is intended to begin high‑volume 14A production by 2031. The company said the incentive is meant to keep the facility on schedule. At the same time, Intel’s EMIB‑T advanced packaging shows package yields approaching 90%, though substrate yield remains around 50%. EMIB‑T uses through‑silicon vias to enable 3D stacking of chiplets and is positioned as a lower‑cost alternative to TSMC’s CoWoS‑L. The substrate consists of organic panels produced by Ibiden, Shinko, Unimicron and AT&S. Unimicron said the platform is still early‑stage and that rapid yield improvement is a priority. Intel expects to start bulk shipments of EMIB‑T packages in 2027. The progress on the Ohio fab and the packaging technology could help Intel compete with TSMC in advanced semiconductor manufacturing, but substrate yield constraints remain.
Michael Dell, founder of Dell Technologies, said a financial statement dated July 31, 1984 convinced his parents he did not need to return to college. He began the company in his dorm room at the University of Texas at Austin, originally as PC’s Limited, and sold about $1 million worth of parts and computers in the first quarter, generating a net income of $134,762.75. Dell went public in 1988, was taken private in 2013 through a $24.9 billion deal with Silver Lake Partners, and returned to the public markets in 2018 with a market capitalization of approximately $261.9 billion. The company’s latest filing reported revenue of $43 billion and net income of $3.4 billion. Dell is currently ranked fifth on Forbes’ real‑time billionaires list with a net worth of $229.2 billion. The firm operates under brands such as Alienware and XPS and provides servers to hyperscale data centers and AI infrastructure providers. Previous controversies include an SEC investigation into accounting practices in 2005, a battery recall related to fire incidents in 2007, and a 2015 security vulnerability that exposed customer data. Despite these issues, Dell continues to release products such as the XPS 13 laptop priced at $699 and the Alienware AW3426DW OLED monitor, and it is expanding its AI infrastructure offerings across edge devices and large data centers.
Cougar announced the FRZ 412 ARGB and FRZ 412 Elite ARGB single‑tower CPU coolers, both rated at 240W TDP and compatible with Intel LGA115x, 1200, 1700, 1851 and AMD AM4 and AM5 sockets. The standard FRZ 412 ARGB includes a top‑mounted dot‑pixel display for real‑time temperature readout, an RGB strip, black‑finished aluminium fins, four 6 mm Direct Touch heat pipes and a 160 mm‑tall heatsink with an offset base to clear the first RAM slot. An FDB‑bearing fan operates from 0 to 2500 rpm, delivering up to 74.5 CFM airflow and 3.66 mmH2O static pressure. The FRZ 412 Elite ARGB omits the display and front RGB lighting, uses a chrome finish, and replaces the FDB bearing with a rifle bearing while maintaining the same airflow, pressure and TDP rating. Cougar indicated the compact design, following the larger FRZ 612 ARGB series, could lower pricing.
Rumors indicate that Apple's 2028 iPhone may feature a refined four‑edge curved glass display, narrower bezels, and a 200‑megapixel periscope telephoto camera, according to multiple sources. The device is expected to follow the 20th anniversary model introduced in 2027, which will debut a curved all‑glass body and a display that wraps around all four edges, though early versions are reported to include visible compromises such as image distortion and brightness loss in the curved areas. According to Korea's ETNews, the 2028 model is said to replace the magnesium‑silver alloy cathode used in the 2027 anniversary phone with more transparent indium zinc oxide cathodes, which could reduce distortion, improve brightness uniformity, and lessen heat buildup at the curved edges. Apple aims to move the Face ID sensor and front camera beneath the display for a cutout‑free front; under‑display Face ID is considered unlikely for the 2027 model, making the 2028 version a more probable candidate for this technology, potentially via a smaller hole‑punch or an integrated under‑display solution. The narrower bezels anticipated with the indium zinc oxide cathodes may allow a closer to all‑screen design than the 2027 model. Apple is also weighing tandem OLED technology for the 2028 iPhone, building on its use in the M4 iPad Pro; reports suggest a simplified approach that stacks two organic light‑emitting layers for the blue sub‑pixel only, though Apple has not confirmed the decision. The high‑end 2028 models are rumored to use an A22 Pro chip fabricated on a 1.4‑nanometer process, reportedly based on TSMC's A14 node, which could deliver up to 15 % higher performance than a 2‑nanometer chip or achieve the same performance with 30 % lower power consumption; TSMC is expected to produce the majority of the chips, while Apple is said to consider Intel for some manufacturing. Additionally, a 200‑megapixel periscape telephoto sensor has been tested in prototypes, with analysts suggesting its arrival in the iPhone may be limited to 2028, enabling greater detail capture and more flexible cropping without quality loss. All details remain subject to change as the launch approaches.
Book Corners, a service that maps free libraries, has decided to suspend plans to contribute user‑submitted library locations back to OpenStreetMap (OSM). The service initially used OSM data and allowed users to submit new library entries that are reviewed by an administrator. The developer outlined a workflow in which a contributor gives explicit consent, an administrator reviews the entry, the system checks for possible duplicates, and the data is previewed before any OSM account submits the change via the OSM API. Implementing this workflow would require creating and maintaining a dedicated OSM import account, publishing a detailed import plan on the OSM Wiki, documenting licensing and field mapping, opening a proposal on the OSM Community Forum, contacting affected local communities, and complying with OSM import guidelines and automated edit policies. These requirements create a substantial operational commitment for a low‑volume feature that is not central to Book Corners' purpose. The developer noted that time spent on this integration could be used to improve library discovery, moderation, photos, accessibility, translations, and the mobile experience. After evaluating the responsibilities and costs, the developer concluded that the balance between benefit and responsibility does not work for the current scale of the project and has suspended the write‑back implementation indefinitely. Book Corners will continue to credit OSM for imported libraries but will not automatically or manually submit new contributions as OSM objects.
Fender CEO Edward “Bud” Cole said in a May interview that AI in music is comparable to learning cover songs and collaborating with bandmates, while the company faced backlash over cease‑and‑desist letters sent to manufacturers of Stratocaster‑style guitars.
Cole made the remarks during an interview with T3 celebrating the 75th anniversary of the Telecaster, noting that learning to play covers and working with other musicians can serve as a form of analog AI for aspiring songwriters. He argued that AI could help people move beyond cover songs toward original songwriting.
The company has been criticized for issuing cease‑and‑desist notices to other guitar makers over the Stratocaster body shape, a move that sparked complaints from guitarists and YouTubers who announced they would stop purchasing Fender products. Cole’s comments were described as dismissive of the differences between human artistic development and AI training on large datasets.
Cole asserted that AI will enable a new generation of guitar players and songwriters, but critics say reliance on AI tools may reduce the amount of practice needed to produce original work. The interview did not receive an immediate response from Fender.
Apple’s SwiftUI framework, introduced at its 2019 worldwide developer conference, has remained in a beta‑like state seven years later. The framework continues to exhibit performance limitations and unpredictable layout behavior, according to senior engineers and independent tests. Apple’s own SwiftUI tutorial project has been reported to contain layout errors that persist across recent macOS releases. Developers regularly encounter the need for workarounds such as GeometryReader to achieve expected UI behavior. API changes have occurred frequently, requiring developers to maintain multiple code versions for compatibility with older operating system versions. For example, features such as keyboard dismissal on scroll, toolbar customization, and network image caching were introduced only in later iOS releases or remain in beta. Comparative tests between SwiftUI and UIKit have shown slower rendering performance in SwiftUI, especially on devices that do not feature the latest system‑on‑chip hardware. The claim that SwiftUI enables write‑once‑run‑anywhere development has been challenged, as platform‑specific component implementations differ between iOS and macOS. These issues have led to widespread frustration among developers, who report increased maintenance effort and reduced confidence in the framework’s stability. Apple has not publicly addressed the core performance and layout concerns, and no definitive roadmap for improving backward compatibility has been announced. The long‑term impact on the Apple ecosystem remains uncertain as developers continue to rely on shims and external libraries to achieve production‑grade quality.
On August 2, 2026, a researcher bought a $10 TP‑Link TL‑841N router from a Facebook Marketplace seller and began a hardware hacking investigation.
The investigation involved gaining serial console access via the router’s UART pins, dumping firmware images using a TFTP server and a CH341A flash programmer, and carving the firmware into separate partitions for analysis.
The UART connection was established by soldering a USB‑to‑UART adapter to the board’s ground, transmit, and receive pins, then using a terminal program to obtain a root shell. Firmware partitions were dumped by reading from /dev/mtd* on the router, transferring the files via TFTP, and deleting each temporary file after transfer. An alternative on‑chip extraction was performed with a CH341A programmer and flashrom, producing a complete modem.bin dump. The dump was split into six sectors corresponding to U‑Boot, kernel, root filesystem, configuration, ROM files and radio data, using dd commands and memory addresses obtained from the router’s /proc/mtd listing.
Analysis of the configuration partition revealed a hard‑coded WPS password printed on the device, and additional hard‑coded PPPoe credentials that remained after a factory reset. The default administrative account was found to be “admin” with password “admin”; an unsalted shadow hash was extracted and cracked with a wordlist, revealing the password “1234”.
The researcher noted that persistent credentials survive a factory reset, indicating a privacy limitation of the device, and suggested that further firmware examination could uncover additional vulnerabilities.
Skylight announced a back‑to‑school promotion running from August 2 to August 9, offering discounts of up to $90 on its smart calendar lineup. The devices are designed to help families coordinate schedules, chores, and grocery lists. The 10‑inch Skylight Calendar is priced at $119.99, a $50 reduction. The 15‑inch Skylight Calendar 2 costs $259.99, a $20 discount. The 27‑inch Skylight Calendar Max is listed at $479.99, a $90 discount. The larger models differ in size, mounting options, and performance specifications, with the 15‑inch version featuring faster processing and a brighter display, and the 27‑inch model providing the largest screen and requiring wall mounting. All models support color‑coded household profiles, synchronization with Google, Outlook, Apple, Cozi, and Yahoo calendars, shared to‑do lists, grocery list integration with Instacart, weather forecasts, and AI‑driven conversion of emails, photos, flyers, and spreadsheets into calendar entries. The $79 per year Plus Plan adds meal planning, chore assignment and reward tools, and a photo‑display mode, with a free trial month. The promotion ends on August 9; the company has not indicated whether the discounts will continue after the sale period.
Pippa, a startup launched in May, offers a text‑to‑video service that pays artists when their styles are used in generated clips. Artists have raised concerns that generative AI companies train on their work without permission, prompting legal disputes. Pippa says its model pays $0.005 per image and $0.003 per second of video, and also distributes a 5 % royalty pool funded by subscription revenue. Subscription prices range from $14.99 to $99.99 per month. The company has about 800 paying subscribers and has signed licensing agreements with four artists, with discussions ongoing for four more. Artists must complete a vetting process to confirm ownership of submitted work and may use pseudonyms if desired. Pippa provides each partner artist a profile page to showcase their portfolio. Founders Hogan Shrum and Sean Wright say the approach aims to demonstrate that AI firms can operate ethically, citing the Napster analogy in which Apple introduced paid music after peer‑to‑peer sharing. The service still relies on open models that have been trained on broadly available internet content, and it plans to integrate ByteDance’s Seedance 2.5 model. Current content on the platform consists mainly of short, kid‑oriented videos that do not closely resemble independent artistic styles. Pippa intends to shift toward models trained on its own artist datasets, but full reliance on artist‑provided data remains unrealized. The company hopes additional artist partnerships will broaden its appeal and improve public perception of AI‑generated media.
Lenovo announced the ThinkCentre Neo 50a 24 Gen 7 all‑in‑one desktop computers. The new models include Intel Core 5 320 and Core 7 350 Wildcat Lake processors and a 23.8‑inch 1080p IPS anti‑glare display that runs at 120 Hz. The CPUs are six‑core designs with a 2+4 core arrangement. Memory options are 16 GB or 32 GB of soldered LPDDR5X, clocked at 7467 MT/s, and the storage configuration adds two M.2 slots supporting up to 1 TB per SSD. Connectivity features Wi‑Fi 6, Bluetooth 5.4 and a 1 Gbps Ethernet port. The rear panel provides multiple USB Type‑A ports and a single USB Type‑C port with 20 Gbps bandwidth. The left side includes a USB‑C port, a USB‑A port and a 3.5 mm audio jack. Lenovo previously released the Gen 6 Neo 50a desktops a few weeks earlier. Availability and pricing have not been disclosed.
Apple will pay more for memory in the September quarter than in June, Tim Cook said on the July 30 earnings call. Memory costs accounted for more than the entire sequential decline in Apple's adjusted gross margin. Inventory rose to $11.09 billion at the end of June, up 87% year over year, with $5.46 billion spent building that stock over nine months.
Apple has kept a lean working-capital position for two decades. The recent inventory increase is intended to offset rising memory prices. CFO Kevan Parekh said the inventory benefit will shrink after September.
Gross margin fell to 48.1% in June, down from 49.3% in March. Excluding about two percentage points of tariff refunds, the decline is more than 120 basis points and is driven by memory costs. Apple projects a September gross margin of 47%‑48%, including about one percentage point of refunds, giving an adjusted midpoint near 46.5%.
Product revenue increased 18.1% to $78.68 billion, while cost of sales rose 8.1% to $47.15 billion. Product gross margin improved to 40.1% from 34.5%. SK Hynix reported a 76% operating margin on DRAM sales and forecast a 10% sequential rise in DRAM bit shipments for the third quarter. TrendForce expects DRAM contract prices to increase 13%‑18% in the third quarter.
Cook said Apple is evaluating all options for supply flexibility. The DRAM market currently has three major suppliers, and additional suppliers such as CXMT could improve availability and pricing, though the effect on pricing is unclear. He declined to answer whether Apple will pursue long-term agreements with suppliers at pre-agreed prices. Unit supply constraints for September stem from limited capacity of advanced process nodes, which have constrained iPhone, Mac and iPad production, especially Mac. Apple projects revenue growth of 9%‑11% year over year in September, down from 16% in the prior quarter.
Apple has not provided a detailed forecast for its September quarter margin, and the impact of memory pricing and supply constraints remains unclear.
An author trained a Mamba-based autoregressive language model and wrote an inference engine to run on a 6502 processor used in the BBC Micro. The model fits within 25KB of user memory, consisting of 9KB of inference code and 13KB of ternary-quantized weights. The 6502, introduced in 1975, lacks a hardware multiply instruction, so the code uses repeated shift-and-add operations to perform matrix multiplication. CC65 compiles the C inference code to 6502 assembly, and a custom audio cable writes the model binary to the BBC Micro as a tape image. The sim65 emulator checks the C binary against a Python reference, and the jsbeeb emulator lets the code run in a web browser without installation. Token sampling uses a precomputed lookup table for softmax calculations; a fixed 16-bit pseudo-random number provides sampling, making the output deterministic. The model employs a 56-dimensional hidden state and a vocabulary of 26 letters plus the space character, and uses a recurrent Mamba architecture that keeps a fixed-size state vector. Parameters are stored in 32-bit floating point during training, quantized to ternary values for inference, and gradients are back-propagated at full precision. The output projection layer is kept in 4-bit to maintain probability resolution across the vocabulary. Results show the model generating text on the BBC Micro, demonstrating that hardware limits influence model architecture and training methods.
An author has published a response that challenges Brennan Kenneth Brown's recent article on personal knowledge management (PKM) and the Obsidian note‑taking app. The response argues that Brown's claim that six years of Obsidian usage have increased public understanding is unsupported. Brown asks whether the software has contributed to broader knowledge, but the author notes that the question conflates a single application with larger epistemological impact.
In the original article, Brown compares Obsidian to long‑standing tools such as Emacs and vim, suggesting that Obsidian offers an elevated epistemological purpose. He cites attributes such as data privacy, portability, and future‑proofing, yet the Obsidian website does not mention these attributes. Instead, the developers describe the app as a flexible foundation for personal note‑taking, allowing users to edit, view, and search plain‑text files. The author says that Brown's portrayal of Obsidian as an epistemologically valuable system is misleading.
Brown also outlines a series of questions about the contribution of PKM frameworks, including whether they lead to meaningful academic output and whether they are used by influential writers. The response points out that these questions shift in scope and do not directly relate to the initial premise. It references PKM methods such as PARA, Zettelkasten, and GTD, and notes that Brown cites research on incubation and creativity that aligns with the capabilities described by Tiago Forte in his book Building a Second Brain. The author argues that Brown's interpretation of these capabilities oversimplifies the relationship between note organization and creative insight.
The critique also examines Brown's use of examples, including a reference to Theo Stowell, whose online following is described as limited, and revenue estimates for Tiago Forte’s book and Obsidian's annual earnings. The author suggests that these figures indicate a modest market presence rather than widespread adoption. Additionally, the response highlights that Brown's own writing process—aiming to produce 750 words in about 20 minutes—raises questions about the depth of research behind his arguments, a concern also noted in a separate blog post by Brown.
Overall, the response concludes that while Brown intends to investigate the impact of PKM systems, the article suffers from insufficient evidential support, shifting definitions of contribution, and a lack of rigorous sourcing. The author recommends clearer criteria for evaluating PKM effectiveness and more robust data in future analyses.
The open‑source project Kakehashi provides a userspace translation layer that enables macOS ARM64 binaries to execute on Linux aarch64 systems. The tool maps Darwin Mach‑O files onto Linux, embeds a freestanding libSystem, translates BSD system calls, and runs guest programs such as clang, 7‑Zip and curl without a just‑in‑time compiler. Execution can occur on bare‑metal Linux aarch64, in virtual machines, or via Colima and Docker. Installation requires a Rust 1.88+ toolchain; users run `cargo install kakehashi` or install from source, then use `kh bottle ensure` and `kh install` commands to add binaries like 7‑Zip and curl. The `kh run` command executes guest binaries, and options allow archiving with 7‑Zip, downloading with curl, and other operations. Performance measurements show that on Ubuntu aarch64 bare‑metal, a multi‑file 7‑Zip compression task runs about five times slower than native Linux 7‑Zip, though compression‑heavy workloads with fewer files exhibit a smaller slowdown. Because Linux aarch64 hosted runners cost roughly ten to twelve times less per minute than macOS runners, the slower execution can still reduce overall CI costs. The project is licensed under Apache 2.0, does not depend on Darling or proprietary Apple SDKs, and is maintained as a community effort.
Tom's Hardware reported a Newegg listing offering a starter PC bundle that includes an AMD Ryzen 5 5500 six‑core processor, 16 GB of DDR4 RAM and a Gigabyte B550M Gaming X motherboard for $280.99.
The PC hardware market has faced elevated prices due to supply constraints, making builds more difficult for many consumers. The AM4 platform, used by the Ryzen 5 5500, supports inexpensive motherboards and DDR4 memory and allows future upgrades to higher‑performance Ryzen CPUs such as the 5800X3D.
The processor is a six‑core, 12‑thread chip with a boost clock up to 4.2 GHz, 16 MB L3 cache and a 65 W TDP. The motherboard provides Wi‑Fi 6, four USB 3.2 ports, two USB 2.0 ports, Gigabit Ethernet, two ARGB headers and a Type‑C header. It includes two M.2 slots running at PCIe 3.0 and four RAM slots supporting up to 128 GB of DDR4‑3200 memory. The bundle also contains a 16 GB (2 × 8 GB) kit of TeamGroup T‑Force Delta Force RGB memory operating at DDR4‑3200 with CL16 latency.
When purchased separately, the components total approximately $420, indicating a 32 % savings compared with the bundled price. The package leaves room for future memory upgrades to 32 GB and for additional storage or peripheral additions.
The offer is available on Newegg while inventory lasts, and Tom's Hardware invites readers to review further hardware deals on its website.
An MSI GF65 Thin 10UE owner reported that an authorized service center swapped his 144Hz display with a 60Hz panel, according to a Reddit post. The laptop model uses a 40‑pin eDP connector for 144Hz panels, while the 60Hz version uses a 30‑pin connector, a difference confirmed by Laptop Screens. The owner, identified as user NOMONoP, said the display stopped working, prompting a service visit. The repair took 15 days, a typical turnaround time. After use, he noticed the refresh rate had dropped to 60Hz. MSI’s Thin series specifications state that 144Hz panels require a 40‑pin eDP connector, making a direct swap impossible without changing the hardware. The differing pin counts indicate separate panel models. A review of the MSI GF65 Thin series by Laptop Screens showed that 144Hz versions are priced higher and ship with 40‑pin connectors. The outlet also noted that Windows can reset the refresh rate to 60Hz after driver reinstallation, which may explain the observed behavior. The article recommended checking display settings, adjusting the refresh rate manually, and reinstalling graphics drivers using DDU in safe mode to restore the original setting. The claim remains unverified, and the service center has not responded to requests for comment.
In 1998 author Patrick O'Brian had achieved literary honors including election to the Royal Society of Literature, a Commander of the Order of the British Empire award, and the Heywood Hill Literary Prize for a lifetime's contribution to books, and he died in 2000 while his Aubrey-Maturin novels remained in print and continued to sell. The twenty-book series, which follows Royal Navy captain Jack Aubrey and ship's surgeon Stephen Maturin, was praised as highly regarded historical novels. In 2024 the Daily Telegraph reported that the author's true name was Patrick Russ, who had altered his biography to claim an Irish childhood and naval experience that were not accurate, and who abandoned his first wife and two children, one of whom died, and was estranged from his surviving son. The revelations did not reduce the popularity of his books, with first‑edition complete UK sets priced at about £1,500 as of 2024 and fan communities remaining active. O'Brian avoided publicity and recalled by a friend who described his hostile reaction when questioned about his past. Scholars have debated the relationship between his self‑constructed identity and his fiction, noting his use of Buffon's maxim "le style c'est l'homme même" and his classification as a storyteller rather than a novelist who writes from inside characters. His work continues to be studied for its extensive nautical and scholarly detail and its distinctive style.
A global shortage of memory chips is limiting the availability of Apple's MacBook Air, according to Bloomberg's Mark Gurman.
The shortage, driven by heightened demand from artificial‑intelligence companies, has already reduced supply of Apple's Mac mini and Mac Studio. Retailers report that inventory for the MacBook Air is tighter than ever, with the Apple website showing delivery dates into the latter half of August for most configurations and into September for specific models.
Apple has responded by increasing prices and expanding memory procurement from Chinese suppliers. The company postponed its back‑to‑school promotion originally scheduled for June, and its recent marketing materials emphasize the base model of the MacBook Pro while noting that the MacBook Air is subject to availability.
The situation remains unresolved, and Apple has not indicated a timeline for restoring full supply.
Chinese memory chipmaker CXMT listed on the Shanghai stock exchange, rising 466% to a valuation of 3.3 trillion yuan, while AI‑related shares worldwide declined, causing drops in the Kospi and Nasdaq and a brief fall of Nvidia below Apple in market capitalization.
The IPO highlighted a global shortage of dynamic random‑access memory chips, which are used by AI systems but are not the graphics processing units that dominate the AI hardware market. The shortage has driven higher prices for phones and computers.
On the same day, reports indicated that China had developed domestic deep‑ultraviolet lithography tools, a technology previously controlled by the Dutch company ASML. Such tools could eventually enable Chinese firms to produce chips that compete with Nvidia’s GPUs, though analysts say a commercial threat remains years away.
The Kospi fell 11.5% on Tuesday and 6% on Wednesday, dragged down by SK Hynix and Samsung Electronics. The Nasdaq slipped into correction territory, dropping more than 10% before recovering, and Nvidia’s share price fell more than 5% by Thursday evening.
A rebound occurred on Friday after strong earnings from Amazon and Microsoft reassured traders, pushing the Kospi up nearly 20% for the week, although the index still recorded its worst month since the 2008 financial crisis.
Analysts described the sell‑off as an overreaction. Alvin Nguyen of Forrester said the global memory‑chip shortage is expected to persist until 2030 and that companies such as SK Hynix and Micron cannot meet rising demand. Mark Boost of Civo said investors are overreacting to short‑term concerns, noting that producing a few deep‑ultraviolet machines is a symbolic victory but not a commercial replacement for ASML.
Chris Beauchamp of IG said Chinese chip companies may eventually undercut larger firms on price, similar to their impact on steel and automotive sectors, but the circular and opaque nature of the AI economy keeps investors uneasy.
Investor anxiety was also fueled by reports that Nvidia is considering a $250 billion backstop for OpenAI’s datacentre project, a figure roughly double a previously collapsed $100 billion deal. Morningstar linked the uncertainty to the perception that Nvidia functions as the “central bank of AI,” supporting large parts of the economy and the stock market.
Nvidia’s shares have begun to recover but remain below earlier levels. Analysts note that the company’s dominance may not be sustainable indefinitely, with some expecting its market value to decline from current levels.
U.S. technology giants are spending heavily on artificial intelligence, raising concerns about economic risk.
Over the past decade, these companies built cash reserves from digital products such as search, social media and cloud services, making them staple holdings in investment portfolios. Now they are directing most of their earnings toward AI development, which requires costly data centers, chips and infrastructure.
Financial results show that for every dollar of revenue generated in the last quarter, Google spent $1.15 on AI‑related capital expenditures. Analysts project that Google, Amazon, Microsoft, Meta and Oracle will have negative free cash flow next year, according to S&P Global Market Intelligence.
The AI spending has coincided with a summer sell‑off in the stock market, as investors worry about an AI bubble. Companies have raised prices for smartphones, laptops and other consumer goods, contributing to higher inflation. Energy demand from data centers has also increased household electricity bills in some regions, according to economists.
Investment analysts warn that the scale of the spending may be unsustainable. Christopher Wood of Jefferies said he is uncertain whether the AI bets will generate profits. Barbara Denham of Oxford Economics found that the AI boom is benefiting already prosperous metropolitan areas, reinforcing existing wealth gaps.
White House spokesman Kush Desai said the administration is supporting domestic chip manufacturing to secure supplies for electronics. The Bank for International Settlements has warned that a failure of the AI boom could trigger economy‑wide recessions. The ultimate payoff of the AI investment remains uncertain, and its impact on workers and communities is still unknown.
Developers are re-evaluating trust in software tools as AI coding agents become more common in development workflows. A recent developer survey indicated usage of AI tools increased from 76% to 84%, while trust in those tools decreased from 40% to 29.
For many years developers have used integrated development environments or terminal editors such as Vim and Emacs. Proficiency with a specific tool often builds confidence because the user’s workflow becomes familiar and predictable.
Tricia Gee, a developer productivity advocate, said she works faster with her IDE because she understands its behavior. Developers who master Vim or Emacs develop unconscious competence that supports trust in their tools. Bjarne Stoustrup, creator of C++, noted that code requires precise expression, whereas natural language used with AI agents is ambiguous. He added that a trustworthy tool is predictable and reliable, unlike AI systems that change frequently. Developers report that AI-generated code can be produced quickly but validation remains time‑consuming. The new bottleneck appears to be code review, as large diffs from agents are sent to humans for examination. LLM‑based code review tools are emerging, but trust in an AI reviewer remains a challenge.
Existing tools such as linters, automated tests, and CI/CD pipelines were designed for earlier development processes and may not align with AI‑driven workflows. Organizations are exploring AI‑enhanced SRE capabilities, automated review, and context management, but success depends on adapting culture and processes. Responsibility for code remains with the human author and reviewers. Charity Majors, CTO of Honeycomb, emphasized that the person who commits code owns the outcome, regardless of whether AI contributed. This principle aims to keep accountability clear. Collaboration may become more complex as agents enable developers to work across functions without direct interaction. Jaime DeLanghe, CTO of Slack, noted that agents can generate designs or code without traditional checks, potentially creating large pull requests. Dane Knecht, CTO of Cloudflare, said transparent prompting logs in pull requests could improve insight into development thinking.
Experts advise explicit prompts and documentation of tacit knowledge to provide agents with the necessary context. Scott Hanselman of Microsoft highlighted the need to specify constraints, such as target architectures, to avoid unintended results. Laly Bar‑Ilan of Bit warned that AI can lead to redundant code, violating the DRY principle, and suggested reusing existing components. Anil Dash cautioned that AI is poorly suited to deterministic tasks, questioning its use for functions better handled by stable scripts. He noted that a reliable bash script running for years may be preferable to a language model that lacks stability. Building trust in AI‑enabled software development will require explicit workflows, clear human accountability, and processes that preserve predictability. Teams that focus on feedback loops, shared knowledge, and tools aligned with existing practices are more likely to succeed than those that generate a large volume of code.
Sovol announced the open-source M1D 3D printer, an independent dual-extruder (IDEX) model with seven toolheads that can be swapped in roughly five seconds. The printer has a print volume of 300 mm x 300 mm x 350 mm and uses two independent nozzles; one nozzle remains fixed while the other can accept any of the six interchangeable heads. Print speeds reach up to 600 mm/s with an acceleration of 10000 mm/s2. The advanced version includes a heated enclosure that maintains an internal temperature of 60 C (140 F), enabling printing of high-temperature materials such as ASA, PA and PC. The toolhead interface allows rapid swaps, and standby heads stay warm for immediate use. The printer includes automatic bed leveling with nozzle Z-axis compensation via an eddy current sensor, X/Y nozzle cameras, vibration compensation, and a 720p chamber camera that will receive AI-based obstruction and filament-spaghetti detection in a future firmware update. The seven toolheads support water-soluble materials for sacrificial supports, molds and hollow parts. Sovol claims the combination of speed and tool changing can reduce multi-color print time by up to five times compared with competing printers and that waste is minimized. The system ships with OrcaSlicer as the default slicing software. The M1D is being offered through a Kickstarter campaign that has raised more than $2.8 million, exceeding the original $191,254 goal. Early-bird pricing is $1,299 for the Essential model and $1,599 for the Advanced model with the heated enclosure, with shipments expected to begin in November.
Isopolis, a web application launched on August 3, 2026, presents an isometric pixel map of San Francisco. The site displays 583 neighborhoods, of which 177 are currently visible, and offers guided tours such as SF 101, Ship It SF, TPOT, and Hike-a-thon. Users can search the map, add new places, and submit events after review.
The project was created by Nuwandavek and built using isometric renders derived from 3D Google Map data, with design inspiration from isometric.nyc and the television series Silicon Valley. The platform includes audio ambience, a navigation menu, and a community contribution system that requires verification before entries appear.
The map provides categories for tours, places, events, and eat, with specific stops listed for each tour. Links to related resources, including OpenStreetMap data and a developer documentation page, are available on the site.
The Shitty terminal emulator was released on GitHub, and the developer reported benchmark results indicating higher throughput than Alacritty, Kitty, and Ghostty on an Apple silicon MacBook; the project is described as memory‑unsafe.
Terminal emulators render text in a window and manage input/output through a PTY. Speed is measured by the amount of data processed per second and the time to render each frame.
In a series of tests, the developer reported Shitty processed 100 MB of data in 0.81 seconds, achieving a throughput of about 118 MiB/s, compared with 0.96 seconds for Alacritty (99 MiB/s) and 1.28 seconds for Kitty (75 MiB/s). When handling random bytes, Shitty required 1.88 seconds for 51 MiB/s, while Alacritty took 3.07 seconds for 31 MiB/s and Ghostty exceeded 7 seconds for about 21 MiB/s; Kitty did not complete the test.
Shitty is written in C++23 and compiled with Clang, using the libstd version bundled in the repository. It supports Vulkan on Linux and Metal on macOS for GPU‑accelerated rendering, and it can run on systems without installed fonts by embedding a monospace‑and‑emoji font. The terminal provides VT52‑compatible and xterm extensions, including primary and alternate screens, scrollback, margins, tabs, and ANSI colour support. It also offers shell integration, notifications, and damage‑driven compute rendering.
Building Shitty requires Python 3, Ragel 6, glslangValidator, librsvg, pkg‑config, utf8proc 2.9+, and POSIX threads with PTY support. Additional libraries are needed for Linux (FreeType, HarfBuzz, Wayland, Vulkan) and macOS (CoreText, Metal, SPIR‑V). The project distributes a single binary; Homebrew provides a macOS package, while Linux users can install the executable via the repository or Nix.
Shitty is a fork of the Zutty terminal, originally created by Tom Szilagyi. The codebase is transitioning from a GPL‑based foundation to an MIT‑only license, with new contributions dual‑licensed under MIT and GPL‑v3‑or‑later.
The performance claims are based on a suite of more than 5,000 tests drawn from multiple terminal test suites, but broader adoption will depend on community uptake and compatibility with existing workflows.
Apple is expected to unveil its first foldable iPhone next month, rumored to be called iPhone Ultra, with a 5.5‑inch outer display and a 7.6‑inch inner display. Samsung introduced the Galaxy Z Fold 8 earlier this month, also featuring a 5.5‑inch outer display and a 7.6‑inch inner display, providing an early visual reference for the iPhone Ultra’s form factor. Reviewers and social media users have posted comparison photos showing the Galaxy Z Fold 8 alongside the iPad mini 5th generation and the iPhone 13 mini, highlighting similar screen dimensions and a pocketable design while noting that the iPhone Ultra will have curved corners. The article also listed accessory recommendations, including an Anker MagSafe/Qi2 Ultra‑Slim Battery Pack, AirPods Pro 3, an Anker Nano 45W Fast Charger, an Anker Nano 13‑in‑1 MacBook Docking Station, a Logitech MX Master 4 Mouse, and a Belkin Qi2 3‑in‑1 MagSafe Charging Stand.
The Malaysian government ordered the shutdown of the Network School, a technology-focused community founded by Balaji Srinivasan, effective immediately due to licensing concerns.
The Network School, which described itself as a frontier community for techno-optimists, was housed in an abandoned hotel in Malaysia and combined elements of a tech incubator with a self-improvement program, according to The Wall Street Journal. The program was based on concepts outlined in Srinivasan's book "The Network State," which proposes a seven-stage plan for establishing a new society. Attendees reported substandard living conditions, including moldy rooms, and noted a lack of gender diversity and nightlife.
After the Wall Street Journal sought comment, Srinivasan, who renounced his American citizenship in 2023 and publicly identified as Singaporean, posted on X that the report was a "hit piece" intended to portray him unfavorably. He added that the closure would not affect his broader plans, noting a separate agreement for a new campus in Kazakhstan.
The Malaysian authorities have not provided further details on the licensing requirements that triggered the shutdown, and the status of the planned Kazakh campus remains pending.
Microsoft increased the recommended retail prices of its Xbox Series X and Xbox Series S consoles in the European Union and the United Kingdom in June, with the highest‑capacity model rising by up to €200 (approximately £170). The changes mark the third price adjustment since May 2025 and follow earlier increases announced for the United States. The adjustments occur amid higher costs for memory chips and storage components driven by demand from the artificial intelligence sector. Retail listings show that the 1TB Xbox Series X with disc drive moved from €599.99 to €799.99, a 33 percent increase. The 512GB Xbox Series S rose from €349.99 to €499.99, a 43 percent increase. The 512GB Xbox Series S Digital increased from €399.99 to €599.99, and the 1TB Xbox Series X Digital rose from €549.99 to €749.99. Microsoft has not specified a timeline for further price adjustments, and the higher costs may affect consumer adoption as the console market remains competitive.
HP's HyperX Omen 15 gaming laptop, first shown at CES, replaces the HP Victus 15 and costs $1,199. The model features a 15.3‑inch 1920 × 1200 IPS display with a 165 Hz refresh rate and 400 nits brightness, an Intel Core 5 210H processor, an Nvidia RTX 5050 GPU with 8 GB VRAM, 16 GB DDR5 RAM and a 512 GB NVMe SSD. A 1080p webcam is included. The laptop runs recent titles at moderate frame rates; older games such as Control achieve 70‑80 fps on high settings, while Cyberpunk 2077 reaches 60‑70 fps with DLSS. Newer games typically fall to 50‑60 fps, and performance can dip below 40 fps under heavy loads. Battery life averages about 5.5 hours. Thermals peak at 45 °C, and the chassis flexes when lifted by the front corners. The device includes two USB‑A ports, one USB‑C port, HDMI 2.1, gigabit Ethernet and a 3.5 mm audio jack. The trackpad is responsive but can register accidental clicks when the chassis flexes, and the keyboard feels cramped. Speakers are mediocre. HP has a lower‑priced Victus 15 configuration with an RTX 5050 GPU and 8 GB RAM for $900, though the reduced memory may limit gaming performance. Market inflation has driven entry‑level gaming laptops above $1,000, making the Omen 15 a modest option for users seeking the latest Nvidia features such as Multi Frame Generation. Sales are expected to continue through major retailers.
ASUS introduced the Prime AP304 mid‑tower chassis, which includes a floating upper chamber and a curved tempered‑glass side panel. The design follows a similar layout to the Cougar CFV235, providing airflow from the bottom to the upper chamber to aid graphics‑card cooling. The chassis features a patented side‑vent that supports a triple‑fan configuration pulling air from the bottom and also allows bottom‑mounted fans for additional cooling. A rear‑mounted graphics‑card slot clamp eliminates the need for screws, and a reinforced bracket can accommodate GPUs up to 360 mm in length, with up to 420 mm clearance for longer cards. The rear offers about 33 mm of space for cable management, and two 2.5‑inch SSD slots are provided for SATA expansion; the case also supports 360 mm AIO coolers at the top and rear. ASUS has not disclosed pricing or availability for the Prime AP304, which is offered in white and black finishes.
Prusa Research has delayed shipping of INDX conversion kits for the Prusa CORE One, originally planned for early August, because the kits include nozzles that are surface‑hardened instead of fully hardened steel as advertised.
The INDX system, a collaboration between Prusa Research and Bondtech, replaces the standard extruder on CORE One printers and adds a multi‑tool carriage.
Bondtech said manufacturing challenges prevented reliable machining of hardened steel, so it supplied nitrocarburized steel nozzles, which have a Rockwell hardness of about 30‑32 HRC, compared with 55‑60 HRC for true hardened steel and roughly 10 HRC for brass.
Testing shows the nozzles handle up to 5 kg of carbon‑fiber PETG before wear appears, but after about 100 g of abrasive Ultraglow filament the coating degrades. Bondtech warned that printing glass‑fiber, carbon‑fiber, glow‑in‑the‑dark or metal‑filled filaments may cause accelerated wear. The company said a concrete solution is not yet available and replacement costs have not been determined.
Prusa delayed shipments to mid‑August and offered customers the option to cancel orders; as an added incentive it will include extra hardware free of charge, with specifics to be announced before shipping. Some early adopters reported print failures and layer shifts, and one user created the NozzleGate website to document the issue and explore warranty options, citing Swedish consumer protection rules that exceed Bondtech’s 90‑day warranty policy.
The situation remains unresolved, with Prusa indicating that further information will be provided once a replacement plan is finalized.
From the 1930s through 1992, Milwaukee's transit agency produced weekly paper passes featuring hand-drawn numbers, dates and decorative graphics before transitioning to digital formats.
The passes began as an experiment by the Milwaukee Electric Railway & Light Company in 1919 and entered full operation in 1921. Design remained utilitarian until the 1930s, when the agency moved production in-house, added color, public-service announcements, local event listings and illustrated civic history, and continued to produce hand-lettered artwork on art-board printing plates until 1992.
The archive now holds approximately 300 tickets dating from 1932 to 1969, a collection that includes a donation from type designer Tobias Frere-Jones. "The Milwaukee Electric Railway & Light Co. (TMER&L) and, after 1939, TMER&TCo. maintained its own print shop to design and print the passes," said John Giove, President and CEO of the Milwaukee Transit Archives & Museum. The shop operated through corporate transitions and continued after 1975 when the Milwaukee County Transit System assumed control.
The designs featured large hand-drawn numbers for the week of the year, date ranges, and small-print details framed by banners and rules, representing a consistent visual identity. In recent years, declining ridership following the pandemic has prompted some cities to seek ways to make transit more appealing, and the historical passes offer a precedent for regularly updated digital designs.
— Stephen Coles, Associate Curator and Editorial Director
A developer has demonstrated a proof‑of‑concept method that streams data via QR codes at up to 60 frames per second, achieving transfer rates near 190 kilobytes per second in phone‑to‑phone tests. The approach requires only camera permission and does not need a dedicated app, network connection, pairing, or additional permissions. According to the developer’s GitHub repository, handheld tests on an iPhone using the ProMotion camera recorded about 128 kilobytes per second, while stationary positioning of both devices raised the rate to roughly 186 kilobytes per second. The technique, called Decimen Optical Transfer, uses fountain codes to manage missed frames and retransmissions, and each QR frame includes a 20‑byte header that carries the session ID, sequence number, block count and size, file length, and a hash. The software is distributed under the MIT license. The developer said the idea was created to enable phone‑to‑phone file transfer without requiring the devices to be on the same network. The GitHub project, linked by a Reddit user, includes a video demonstration of the screen‑to‑camera transfer. The method builds on earlier research into QR‑code data storage, such work by Cerabyte. The technique is experimental and its broader applicability remains to be evaluated.
An AI system was used to generate an SVG image of a frog with a Habsburg jaw. The model added extra visual elements such as a royal collar, crown, medal, and descriptive annotations about the frog's supposed medical and dynastic traits. Observers noted that the output deviated from the literal request by inventing royal insignia and mood descriptors like "gloomy expression" and "sad/weary facial lines". The developer described the result as an unintended editorializing of the prompt. The incident highlights how AI image generators can interpret prompts beyond literal specifications, raising questions about control and intent in automated content creation.
Tom Evslin led the WorldNet internet access project at AT&T and contributed to the development of Microsoft Exchange and Outlook.
He became known in the early 1990s as an internet radical within Microsoft.
Evslin and other engineers at Microsoft argued that the forthcoming Exchange product should be designed for internet connectivity.
Bill Gates emphasized launching Office, Exchange, and Windows NT on schedule rather than delaying for internet features, according to Evslin.
Evslin oversaw the implementation of SMTP gateways that connected corporate mail systems to internet email services.
He noted a rapid rise in usage as employees began communicating over the internet despite corporate security policies.
He advocated for an all‑you‑can‑eat pricing model for internet access.
He said internal debates had suggested a seven‑year development cycle and recommended launching quickly to adapt to market changes, a view that conflicted with AT&T’s cautious approach.
After finding internal resistance to voice‑over‑IP at AT&T, Evslin left in 1997 to found ITXC, a wholesale VoIP carrier.
ITXC provided internet‑based voice services to other telecommunications companies.
His contributions helped shape the integration of internet protocols into corporate email.
His later work highlighted the transition from traditional telephony to IP‑based communication.
Apple introduced Snow Leopard, the sixth major release of Mac OS X, in August 2010, positioning the update as a refinement of the existing system rather than a feature‑rich overhaul.
The release followed Leopard and came after several OS X updates that users reported introduced new issues.
Users reported issues with the Finder, FireWire support, and iMovie HD plugins, prompting some to downgrade to Leopard or to upgrade to Lion when it launched in 2011. Apple’s marketing described the operating system as having “0 new features” and focused on performance and stability. Online discussions on platforms such as Hacker News referenced the “myth of Snow Leopard,” with many comparing it to other vendor releases that emphasized stability over new functionality. While Apple did not publicly acknowledge widespread defects, third‑party analyses highlighted that the operating system required patches to address reported issues.
The enduring reference to Snow Leopard illustrates a continued demand for reliable, low‑change software updates in the consumer computing market.
The YouTuber reported a 19 °C temperature reduction for a Ryzen 7 9800X3D, bringing the processor from 90 °C to 71 °C. The Ryzen 7 9800X3D uses a 3D V-Cache design that increases heat output, causing the processor to run hotter than most chips even with standard cooling installed. The YouTuber constructed a 3D‑printed chimney cooler that attached to the CPU’s water cooler and extended upward. The stack effect caused air inside the chimney to become less dense than ambient air, creating a pressure difference that facilitated heat removal without fans. He tested a 20 cm tall version that lowered the CPU temperature slightly while the system consumed 100 W. Extending the chimney to 110 cm resulted in a larger temperature drop that the YouTuber could not measure accurately. The setup required a test bench and considerable vertical clearance, making it unsuitable for typical desktop installations. No commercial product has been released based on this design. The demonstration illustrates that height‑based airflow can improve cooling, but practical adoption is limited by space constraints.