AI Struggles With Student Loan Forgiveness

Understanding Public Service Loan Forgiveness (PSLF)

Public Service Loan Forgiveness is one of the most sought-after federal student loan forgiveness programs, promising debt cancellation after 120 qualifying payments for borrowers who work in government or nonprofit jobs. However, this program has also been plagued by years of confusion, regulatory changes, and uneven implementation. The complexity of PSLF has led some borrowers to turn to AI tools for guidance.

But can AI be trusted to explain such a complex program? A recent test of four leading AI platforms—ChatGPT, Google Gemini, Grok, and Perplexity—revealed mixed results. While all correctly explained the basics of PSLF, they struggled with more nuanced questions about repayment plans and forbearances.

What AI Got Right

Every system tested correctly defined PSLF at a high level: a program that cancels the remaining balance on Direct Loans after 120 qualifying monthly payments while working full-time for an eligible employer. The tools explained that qualifying employers include government agencies and nonprofit organizations, and that repayment must be made under an income-driven plan or the 10-year standard plan.

Google Gemini provided a clear and accurate explanation of PSLF, highlighting the requirement that only Direct Loans qualify, and that FFEL or Perkins Loans don't qualify unless they are consolidated first. This baseline accuracy is important, but it's also the simplest because it's defined clearly across multiple websites. For basic PSLF education, AI appears to be a reasonable starting point.

Where AI Went Off Track

The real test came with more complex questions. On whether the SAVE forbearance counts toward PSLF, only Google Gemini offered a somewhat decent answer, but after multiple paragraphs that seemed inappropriate for the question. The answer is simple: time in SAVE forbearance does not count, except potentially through the PSLF “buyback” process if the borrower qualifies.

ChatGPT, Grok, and Perplexity all gave inconsistent or incomplete responses, with some suggesting incorrectly that SAVE-related pauses might be credited like the COVID-era payment pause. For example, ChatGPT answered a clear "yes" to whether months in administrative forbearance could count toward PSLF, which is incorrect.

When asked about the new Repayment Assistance Plan (RAP) created under the One Big Beautiful Bill Act (OBBBA), the answers varied widely. Gemini correctly identified RAP as a qualifying income-driven repayment plan beginning in 2026. ChatGPT also recognized RAP’s eligibility but hedged that the Department of Education had not finalized guidance, even though this is incorrect. Grok, however, denied RAP’s existence as a repayment option, suggesting it must have been a typo.

Even on the relatively straightforward question of whether loans must be serviced by MOHELA to count for PSLF, responses varied. Gemini and Perplexity correctly explained that servicing is now managed through StudentAid.gov and that loans can remain with any federal servicer. ChatGPT suggested loans eventually move to MOHELA for tracking, reflecting outdated information. Grok gave a partial answer that was accurate in describing Direct Loan eligibility but incomplete in its explanation of MOHELA’s limited current role.

Why Accuracy Matters

The gaps in AI responses highlight why borrowers should be cautious when using AI tools for financial decisions. Mistakenly believing that months in SAVE forbearance count toward forgiveness could delay cancellation by years. Misunderstanding whether RAP qualifies might lead borrowers to choose the wrong repayment plan. Confusion about servicer requirements could result in incorrect paperwork or confusion.

Because PSLF has historically been one of the most error-prone and complaint-heavy programs in federal student aid, accuracy is not optional. The Department of Education has repeatedly updated PSLF rules through waivers, account adjustments, and negotiated rulemaking. Each change has created new exceptions and caveats that AI systems often fail to capture fully.

Safer Alternatives for Borrowers

Borrowers seeking reliable information on student loan forgiveness should continue to rely on official resources or actual human experts:

• Studentaid.gov: The Department of Education’s website hosts the PSLF Help Tool, which verifies employer eligibility and tracks payment counts.
• Loan servicers: While imperfect, loan servicers remain the official point of contact for processing payments and forms. It's also important to note that loan servicers cannot give you information on future programs like RAP—they can only discuss current options that may work for you.
• Media organizations that specialize on education and personal finance: These organizations provide in-depth coverage and expert analysis.
• Certified professionals: For personalized advice, borrowers can consult financial planners or student loan lawyers that specialize in student loan debt.

AI tools can provide a helpful overview, but borrowers should always cross-check information with official sources.

Bottom Line

AI is not ready to help you navigate Public Service Loan Forgiveness. While the technology is improving, it still struggles with the nuance and exceptions that can make or break eligibility. For now, AI should be treated as a supplementary tool, not a primary source.

Borrowers who want to ensure they are on track for forgiveness should document their employment, submit PSLF forms regularly, and consult the Department of Education directly. AI may someday help simplify student loan programs, but today, it remains a work in progress.

Dwaraka Nath Kummari Launches AI Tax Compliance System to Revolutionize Global Reporting

Modernizing Tax Compliance with Predictive Analytics

Businesses dealing with tax obligations across multiple jurisdictions are increasingly facing challenges in managing data preparation, interpreting regulations, and ensuring audit readiness. Dwaraka Nath Kummari has introduced an innovative framework that incorporates machine learning into critical parts of the tax reporting process. This approach aims to enhance accuracy, reduce manual work, and allow for more efficient prioritization of audits.

The Shift Toward Predictive Tools

Traditional tax processes often depend on manually gathered data, isolated systems, and reactive audits. Kummari suggests a move toward predictive analytics, where compliance risks are assessed early using both structured and unstructured data sources. By utilizing machine learning, the framework can detect potential inconsistencies, allowing tax teams to address issues earlier in the reporting cycle.

Key Lifecycle Phases in the Framework

Kummari’s system is divided into three main stages, each leveraging artificial intelligence to achieve specific operational benefits:

Data Intake and Preparation

• Natural language processing (NLP) is used to standardize regulatory texts and unstructured inputs.
• Structured data such as ledgers and transactions are cleaned, transformed, and analyzed for outliers or inconsistencies.
• Analytical tools identify early signs of compliance gaps, including delayed remittances or mismatches between different jurisdictions.

Risk Classification and Case Prioritization

• Predictive models, such as Random Forests and Logistic Regression, assess the likelihood of non-compliance.
• Entities are categorized based on their compliance risk levels, helping teams allocate audit resources effectively.
• Models are continuously updated with feedback from past audit results to improve their predictive accuracy over time.

Scalable Deployment and Reporting

• AI components are deployed across secure, distributed environments using privacy-preserving techniques like federated learning.
• Model decisions and supporting evidence are documented for audit readiness, with version control applied to regulatory logic.
• The system incorporates changes to tax rules through modular updates, ensuring minimal disruption to core analytics.

Observed Benefits in Early Implementation

In a trial involving a commercial organization operating in three tax jurisdictions, the prototype processed over 10 million transactions. The results showed a 40% increase in identifying potentially non-compliant cases, with a 25% reduction in false-positive classifications. By flagging risks earlier in the cycle, internal tax teams were able to resolve issues proactively, potentially reducing financial exposure by nearly one-fifth.

Ensuring Accountability in Model Use

To maintain transparency, the system includes explanation tools that link model outputs to observable data factors—such as missing documentation or unusual transaction values. This traceability supports both internal reviews and external audit requirements. Security protocols are implemented throughout, including encrypted data storage and strict access governance.

Future Applications

Looking ahead, the framework could support additional features such as automated document preparation when anomalies are detected or simulation tools that help tax teams anticipate the impact of new legislative proposals.

Kummari emphasizes that the goal is not to replace human oversight but to enable a more structured, data-informed approach to tax governance. By integrating predictive models with domain knowledge and operational safeguards, organizations can better manage regulatory complexity while maintaining accountability and control.

Samsung Extends 7-Year Update Promise to Smart Home Devices

Samsung Expands 7-Year Update Promise to Smart Home Appliances

In the early days of smartphones, it was common for brands to offer customers between one to three years of software updates. However, this has significantly changed over time. Companies like Samsung have now extended their update support to as long as seven years for newer devices. Now, the company is taking this approach a step further by applying similar update policies to its smart home appliances.

A New Era for Smart Home Devices

Samsung’s smart home appliances, including refrigerators, washing machines, and more, currently run on the Tizen operating system. According to recent announcements, the company is making some significant changes to how these devices are updated and managed. In addition to providing up to seven years of updates, Samsung is also integrating One UI into its smart appliances.

It’s important to note that Samsung isn’t replacing Tizen with One UI. Instead, it’s introducing a version of One UI tailored specifically for home appliances. This interface isn’t the same as the one found on Galaxy phones or tablets, but it aims to provide a more familiar experience for users who are already accustomed to Samsung’s mobile ecosystem.

A Unified Software Experience

One of the main motivations behind this change is to create a more unified software experience across all Samsung products. The company is focusing on features such as an enhanced version of Bixby, Samsung TV Plus, SmartThings, Family Care, Home Care, and Pet Care. These features aim to streamline the way users interact with their smart home devices, making them more intuitive and user-friendly.

Additionally, Samsung plans to introduce a feature called “Now Brief” in WiFi-enabled home appliances that launch in 2026. This feature, which first appeared in the Galaxy S25 series, delivers personalized and relevant information directly to the appliance’s display. Users can expect updates on weather, upcoming schedules, and other useful data without having to check their phone.

What Does This Mean for Consumers?

While the idea of receiving regular updates for smart home appliances may seem appealing, it’s worth considering how often users actually engage with these devices. Many people might find it more convenient to check their phone for updates rather than interacting with a fridge or washing machine. However, for those who are excited about the concept of a fully integrated smart home, this development could be a game-changer.

Samsung’s move to bring longer update cycles and a more consistent user interface to its appliances reflects a broader trend in the tech industry. As smart home technology continues to evolve, companies are looking for ways to make their products more accessible, functional, and future-proof.

Looking Ahead

With the introduction of One UI and extended update support, Samsung is positioning itself as a leader in the smart home space. The company’s focus on creating a seamless experience across all its products is likely to appeal to both existing Samsung users and those new to the ecosystem.

As these updates roll out, it will be interesting to see how consumers respond and whether the added functionality translates into real-world benefits. For now, one thing is clear: Samsung is committed to redefining what it means to own a smart home.

Sony INZONE Mouse Review: A Featherlight Pro Gaming Masterpiece

Price and Availability

The Sony INZONE Mouse-A is priced at $150. When you purchase the mouse, it comes with a USB-A to USB-C cable, a 2.4 GHz receiver (dongle), and replacement skates. This setup ensures that users have everything they need right out of the box.

It’s All About Shape and Weight

From a technical standpoint, the Sony INZONE Mouse-A is on par with other high-end gaming mice. Specifications such as 750 IPS, 70 G acceleration, 30,000 DPI, and an 8000 Hz polling rate are common in this category. Sony brings these standard features to the table, resulting in a performant mouse that meets expectations.

Instead of focusing on specs, Sony aimed to differentiate the INZONE Mouse-A through its design. At just 48 grams, it's lighter than many of its competitors, making it ideal for fast-paced games like first-person shooters. The smooth skates contribute to its performance, though larger skates could further enhance its capabilities.

The shape of the mouse is also significant. While it may not provide a clear competitive edge, the aggressive hump encourages an active posture. It supports claw grips well, but the hump can be uncomfortable when using a palm grip. For those who prefer a flatter design, there are alternatives available. However, if you use a claw grip or something similar, the INZONE Mouse-A should be comfortable enough.

Everything You Need, Nothing You Don’t

As with most high-end gaming mice, the INZONE Mouse-A focuses on essential features rather than flashy extras. There’s no RGB lighting or gimmicks here—just a straightforward design that prioritizes function over form.

The mouse includes two primary buttons, two side buttons, and a scroll wheel. Optical switches ensure precise clicks, and the large side buttons are easy to access. The scroll wheel is notably big, which is a welcome feature since many modern mice have wheels that are too small for comfortable use.

Despite these positives, some aspects of the mouse feel underdeveloped. The short travel distance and lack of buoyancy in the buttons result in hard stops, which can be unpleasant. The side buttons feel hollow, and the wheel button is too firm. These issues may be attributed to Sony’s first attempt at a gaming mouse, but for the same price, there are other mice that have already refined these details.

Another notable omission is Bluetooth connectivity. While this trend is becoming more common in gaming mice, the 2.4 GHz connection offers better responsiveness, making it a logical choice for gaming. If Bluetooth is a must-have for you, the INZONE Mouse-A may not be the best option.

Wireless Performance and Battery Life

The wireless version of the INZONE Mouse-A delivers impressive battery life. Sony claims up to 90 hours of use, which aligns with real-world testing. The mouse efficiently manages power by turning off when idle and quickly resuming operation when needed. This feature is especially beneficial, as even a minor delay could hinder performance during intense gaming sessions.

Customization May Be Too Basic

High-end gaming mice typically offer extensive software customization. However, the INZONE Hub software falls short in this regard. Users can reassign buttons, adjust DPI, and modify lift-off distance, among other settings. While these options are sufficient for casual gamers, those willing to spend a premium on a mouse expect more advanced features, such as adjusting acceleration curves.

Additional quality-of-life improvements, like disabling the always-on light of the 2.4 GHz dongle, would have been appreciated. Although the software may improve over time, currently, it doesn’t fully justify the mouse’s price point.

Should You Buy the Sony INZONE Mouse-A?

The Sony INZONE Mouse-A is a reliable, no-frills gaming mouse that caters well to users who prefer a claw grip. It features quality components, but it could benefit from more robust customization and improved tactile feedback. While it may not be the top choice at full price, it could be worth considering if it becomes available at a discount.

New Cell Phone Law Explained as Triad Students Head Back to School

New Law Restricts Cell Phone Use in North Carolina Schools

As students across the Piedmont Triad return to school, a new law is changing the way they interact with technology. Governor Josh Stein recently signed House Bill 959 into law, which places restrictions on the use of cell phones and other devices in public schools. The legislation also mandates that students receive education on social media literacy.

Restrictions on Mobile Devices

The law requires all public school districts in North Carolina to submit policies restricting wireless devices to the North Carolina Department of Public Instruction by September 1. These policies must be implemented by January 1. The goal is to reduce distractions and improve student focus during instructional time.

Research supports these restrictions, showing that mobile devices can negatively impact learning. Some school systems have already implemented similar policies. For example, Lexington City Schools requires elementary and middle school students to turn off their phones for the entire school day, while high school students may use them during lunch.

Superintendent Nakia Hardy of Lexington City Schools noted that students are more focused in class when devices are not allowed. “It's a difficult thing for students and even adults to detach from their devices, but they can be a major distraction,” she said.

Other districts, like Rockingham County Schools, are still determining how to implement the new rules. Superintendent John Stover mentioned that some middle schools have had success with no-cell-phone policies, and others are considering adopting similar models.

Impact on Students

While some parents have expressed concerns about being unable to contact their children in emergencies, experts like psychologist Mitch Prinstein believe the benefits outweigh the drawbacks. Prinstein, who studies the effects of technology on child development, says fewer distractions lead to better focus and safety.

He also highlighted the "second-hand screen effect," where students sitting near those using devices can also be distracted. Additionally, he warns about the exposure of students to harmful content online, such as cyberbullying or misinformation.

Prinstein emphasizes that when these policies are first introduced, there may be an adjustment period. However, many students eventually feel relieved, reporting that they can be more present and form real connections without the pressure of constant device use.

Social Media Literacy Education

In addition to limiting device usage, House Bill 959 requires schools to teach social media literacy. This includes lessons on the social, emotional, and physical effects of social media use. Each district must provide instruction at least once in elementary school, once in middle school, and twice in high school.

The curriculum covers eight key topics:

• Negative effects of social media on mental health, including addiction.
• The spread of misinformation on social media.
• How social media can manipulate behavior.
• The permanency of online information.
• Maintaining personal security online.
• Identifying cyberbullying, predatory behavior, and human trafficking.
• Reporting suspicious online activity.
• Developing personal and interpersonal skills to reduce risky behavior.

Prinstein believes this education helps students navigate both online and offline environments. He encourages teaching critical thinking, how to identify misinformation, and how to handle conflicts on the internet.

Ongoing Research and Adaptation

As schools implement these changes, Prinstein stresses the importance of continued research and legislative efforts. With the rapid advancement of AI and other technologies, it’s essential to stay informed and adapt policies accordingly.

The new law aims to create a safer and more focused learning environment for students, balancing the benefits of technology with the need for responsible use. As districts roll out these policies, the focus remains on supporting student well-being and academic success.

New radar reveals hidden underground city

Breakthrough in Radar Technology

Recent advancements in radar technology have led to a remarkable discovery beneath the Giza Pyramids in Egypt—a massive underground city. This groundbreaking find has drawn attention from archaeologists and scientists around the world, igniting discussions and prompting further exploration. As researchers and enthusiasts delve into this monumental discovery, it promises to reshape our understanding of ancient Egyptian civilization and its architectural achievements.

The breakthrough was made possible by the innovative use of quantum radar technology. Unlike traditional radar, which relies on radio waves to detect objects, quantum radar utilizes quantum entanglement to achieve unprecedented levels of resolution and penetration. This technology allows for more precise detection of underground structures, which has long been a challenge for archaeologists trying to explore beneath the Earth’s surface without invasive digging.

Quantum radar's technical advancements have opened new avenues for exploration. Its ability to penetrate deeper layers of the earth while maintaining high resolution has made it an invaluable tool in discovering hidden structures. The technology’s sensitivity is attributed to innovations in quantum physics, which allow it to distinguish between different materials with high accuracy. These capabilities not only facilitate archaeological discoveries but also have broader applications. For instance, in geology, it can be used to map mineral deposits, while in urban planning, it can help in the design of underground infrastructure. Its potential uses in military operations for detecting underground bunkers also highlight its strategic importance.

The Discovery of the Underground City

The initial signs of the underground city were detected when radar images revealed unusual patterns beneath the sands of Giza. These anomalies piqued the interest of researchers, leading to a more focused investigation. As exploration continued, the radar data unveiled a sprawling network of tunnels and chambers, confirming the existence of a vast subterranean complex. The architectural features identified within the underground city are nothing short of fascinating. Researchers have mapped out intricate passageways and chambers that suggest a well-organized urban layout. Some areas appear to have been used for residential purposes, with evidence of living quarters and communal spaces. The complexity of the construction indicates advanced engineering skills, challenging previous assumptions about the capabilities of ancient Egyptian society.

The discovery provides a new perspective on the architectural ingenuity of the civilization that built the pyramids and raises questions about the purpose and function of the underground city. It challenges existing historical narratives and suggests that ancient Egyptians may have been more advanced than previously thought. This newfound complexity in their urban planning and architecture could significantly alter our perception of their societal structure and cultural achievements.

Implications for Archaeology and History

Excavating and studying the underground city presents numerous challenges for archaeologists. The delicate balance of preserving the site while conducting thorough research requires advanced techniques and technologies. There are concerns about causing potential damage to the structures, which have remained hidden for millennia. Furthermore, ethical considerations must be addressed, as the site holds significant cultural and historical importance. Ensuring that the exploration respects the cultural heritage and traditions of Egypt is paramount to maintaining the integrity of the discovery.

As scientists and historians continue to study the site, they may uncover new insights into the daily lives and spiritual practices of the civilization. The revelation of such an expansive underground city has profound implications for our understanding of ancient history. It challenges existing historical narratives and suggests that ancient Egyptians may have been more advanced than previously thought. This newfound complexity in their urban planning and architecture could significantly alter our perception of their societal structure and cultural achievements.

Scientific and Public Reaction

The scientific community has been abuzz with debates and discussions regarding the implications of the underground city. Some experts argue that the discovery could rewrite sections of ancient history, while others call for cautious analysis before drawing definitive conclusions. The varying opinions reflect the complexity of interpreting such a monumental find.

Media coverage of the discovery has captivated the public’s imagination, sparking widespread interest in ancient civilizations and their mysteries. Reports from various outlets have brought the story to a global audience, increasing public engagement with archaeological research. The fascination with the unknown and the allure of uncovering hidden secrets beneath iconic landmarks like the Giza Pyramids have contributed to a renewed enthusiasm for historical exploration. As public interest grows, it may lead to increased funding and support for future archaeological endeavors.

Looking Forward: Potential Discoveries

The discovery of the underground city beneath the Giza Pyramids is just the beginning. As technology continues to advance, new tools and methods will likely emerge to aid in the exploration of hidden sites. Predicting future technological innovations, such as enhanced quantum radar systems with even greater precision and depth capabilities, could revolutionize the way we study ancient structures and their environments. These advancements will be crucial in uncovering other potential sites that lie hidden beneath the surface.

The global implications of similar discoveries are vast. If other ancient civilizations also constructed underground cities, we may need to reevaluate our understanding of history on a broader scale. These findings could provide insights into the commonalities and differences among ancient cultures, offering a more comprehensive view of human development throughout the ages. The potential for new discoveries highlights the importance of interdisciplinary collaboration, bringing together technologists, archaeologists, historians, and other experts to share knowledge and expertise. Such partnerships will be essential in unlocking the mysteries of our past and preserving them for future generations.

Ultrack and inTRACKtive: A Dynamic Duo for Tracking Cells in Embryonic Development

Advancements in Cell Tracking Technology

With today's advanced microscopes, scientists can capture videos of entire embryos developing in real time. However, converting these stunning images into accurate trajectories of each cell's journey is a complex challenge. Cells move, divide, and sometimes disappear as they form tissues and organs, making the process of tracking them extremely difficult.

Scientists often use the nuclei of cells as landmarks to identify boundaries within each video frame—a process known as segmentation. They then track these cells from one frame to the next. Accurate cell tracking is not only crucial for understanding developmental processes but also for studying how diseases develop and how diseased cells respond to treatments.

In Nature Methods, scientists at the Chan Zuckerberg Biohub San Francisco have introduced Ultrack, a cell-tracking platform that can handle everything from a few cells in a lab dish to whole embryos in 3D videos. Ultrack has shown superior performance in whole-embryo cell tracking compared to other tools in the Cell Tracking Challenge, an international benchmarking initiative.

"It's easy to do tracking in 2D or on a few cells, but Ultrack pushes the limits on very hard scenarios, like 3D or full embryos," says Loïc Royer, director of imaging AI at the San Francisco Biohub and senior author of the paper. "It's very fast and scales well but also has a lot of practical features to make it easy to use."

Working Smarter, Not Harder

Traditional cell tracking algorithms follow two steps: first, segmenting the cells in each frame of the video, and then linking the same cells across frames. The main issue with this approach is the initial step, where defining all the cells in a large, blurry, 3D microscopy image is challenging. It's difficult to determine whether a single large cell in a frame is actually multiple cells passing by or two cells that recently divided.

Ultrack takes a different approach by solving both tasks—segmentation and linking—simultaneously. Each time Ultrack inspects a candidate region in a frame, the algorithm creates something called an ultrametric contour map—a hierarchy of boundaries, with possible cell outlines represented as a composition of coarser to finer partitions.

To decide which cell boundary is correct, Ultrack considers all frames, identifying the most consistent cell boundaries over time when connecting to neighboring frames. This method is similar to how the brain determines whether a cloud in the sky is one large structure or two smaller clouds passing each other.

Ultrack simplifies this further by considering only segmentation scenarios that align with the rules of cell biology, such as the fact that cells divide but generally don't merge or make sudden jumps from one place to another. This efficient approach reduces computation time and minimizes tracking errors, allowing researchers to spend less time manually correcting mistakes.

"In images of dense tissue, where every correction requires considerable manual labor, Ultrack roughly halves the time scientists spend fixing segmentation and tracking mistakes," says Biohub SF scientist Jordão Bragantini, first author of the paper. "It does all this without the need for retraining deep-learning models on each new dataset, which is a major hurdle for many labs."

From Zebrafish to Sea Squirts

To evaluate Ultrack's performance in tracking organ development, the team used the zebrafish neuromast—a mechanosensory organ that helps fish navigate—as a model system. Using guidelines from the Cell Tracking Challenge, Ultrack achieved near-perfect accuracy.

The Royer team also used Ultrack to reconstruct the entire developmental trajectories of multiple embryos for Zebrahub, a zebrafish cell atlas published in Cell. Other Biohub scientists are using Ultrack to study the zebrafish immune system.

To explore the massive cell-tracking datasets from Ultrack, Royer's team, in collaboration with colleagues at the Chan Zuckerberg Initiative led by Chi-Li Chiu, developed an innovative tool called inTRACKtive, also published in Nature Methods. At the Biohub, this work was led by Teun Huijben.

Using inTRACKtive's intuitive browser-based interface, users can rotate embryos in 3D space, select groups of cells, and follow their trajectories for deeper analysis. They can speed up or slow down developmental processes and even see events run backward.

Royer's team also uploaded datasets from five other model species—including mouse, C. elegans, and sea squirt—to create the Virtual Embryo Zoo, where users can explore the datasets using inTRACKtive. Since inTRACKtive runs in any browser, users can interact with datasets from laptops, desktops, and even phones.

"We encourage researchers to contribute to the Virtual Embryo Zoo by submitting their own whole-embryo datasets from other species. Contributions will help the resource grow, creating a comprehensive repository of embryonic development across different organisms," says Huijben.

"Next, we plan to expand inTRACKtive's capabilities by integrating imaging data alongside cell tracking results. This would allow for even richer visualizations by layering cell behavior and tissue development with live microscopy."

Why Nova Twins Thrive on the Live Pedal Challenge

Challenging Stereotypes in the Music Industry

British alt-rock duo Nova Twins have opened up about the sexism they encounter as female musicians who are passionate about using pedals to create unique sounds. Despite their ability to produce all their music live, many people still accuse them of miming. This issue highlights a broader problem within the music industry, where women often face unnecessary scrutiny and doubt.

Amy Love and Georgia South, the dynamic guitar and bass duo behind Nova Twins, have become one of the most innovative rock acts to emerge from the underground scene in recent years. Their creative approach involves combining the sounds of their instruments with unconventional stompboxes, which has captivated many listeners. However, their success hasn't come without challenges, as they also face detractors who question their authenticity.

As Love shared in an interview, being a woman in the music industry means constantly proving oneself. "You have to be exceptional to meet a man's average," she said. South echoed this sentiment, adding that it's "crazy" how much effort is required just to be recognized for one's talent.

The duo keeps their pedalboards a closely guarded secret, but their live performances are known for their complexity and creativity. They take pride in playing everything live without relying on synths or pre-recorded tracks. "Men love to come along to our shows and say, 'They're miming! They're not playing live!' but the sounds we make are all live," Love explained.

South mentioned that they often have to win over audiences who aren't sure what to expect from their sets. This challenge extends beyond the stage, as even backstage interactions can be difficult. She recounted a time when a person asked their guitar tech, "What guitars do you have?" The tech responded, "Oh, no, those are the girls' guitars..." but the person didn't believe him, assuming the tech was joking. The idea that the guitars could genuinely belong to the band completely escaped the person's understanding.

In 2025, such attitudes are troubling, especially considering the number of inventive non-male musicians who are making waves across various genres. Artists like Yvette Young, Grace Bowers, Lari Basilio, The Warning, and Molly Tuttle are proof that women are breaking barriers and redefining what it means to be a musician.

Nova Twins, set to release their third album, Parasites & Butterflies, later this year, are challenging sexist stereotypes through their music. South has cited her love for heavy electronic music and dubstep as inspiration for her unique guitar sound. The balance of their instruments leans more toward electronic textures than traditional rock n' roll, which has helped them gain a wide audience.

Their innovative approach has led to performances at major festivals across Europe and the U.S., as well as collaborations with notable artists like Bring Me The Horizon and Ho99o9. Through their music, Nova Twins continue to push boundaries and inspire others to embrace creativity without limits.

Chemists Create Four-Charge Storage Molecule for Artificial Photosynthesis Breakthrough

Breakthrough in Artificial Photosynthesis Research

A team of researchers from the University of Basel has made significant progress in developing a molecule inspired by the natural process of photosynthesis. This new molecule is capable of storing two positive and two negative charges simultaneously when exposed to light. The ultimate goal of this research is to convert sunlight into carbon-neutral fuels, offering a sustainable alternative to traditional energy sources.

Photosynthesis is a vital biological process that enables plants to transform carbon dioxide into energy-rich molecules like sugar. This process not only sustains plant life but also forms the basis of the food chain for animals and humans. Through respiration, organisms break down these carbohydrates, releasing energy and producing carbon dioxide again, thus completing the cycle.

Inspired by this natural mechanism, scientists are working on creating artificial systems that mimic photosynthesis. These systems aim to produce high-energy compounds such as hydrogen, methanol, and synthetic gasoline using sunlight. If burned, these fuels would emit only the same amount of carbon dioxide that was used to create them, making them carbon-neutral.

A Molecule with Unique Properties

In a recent study published in Nature Chemistry, Professor Oliver Wenger and his doctoral student Mathis Brändlin introduced a groundbreaking molecule designed to store multiple charges at once. This molecule can hold four charges—two positive and two negative—when exposed to light. The ability to store multiple charges is crucial for converting sunlight into usable chemical energy, as these charges can drive various reactions, such as splitting water into hydrogen and oxygen.

The structure of the molecule consists of five distinct parts arranged in a sequence, each with a specific role. One side of the molecule contains two components that release electrons, resulting in a positive charge. On the opposite side, two other components absorb electrons, leading to a negative charge. In the center, a component captures sunlight and initiates the electron transfer process.

Two Steps Using Light

To generate the four charges, the researchers employed a stepwise approach involving two flashes of light. The first flash triggers a reaction that creates one positive and one negative charge. These charges then move toward the ends of the molecule. A second flash of light causes the same reaction again, resulting in two positive and two negative charges being stored within the molecule.

This method allows the use of significantly dimmer light than previously required, bringing the technology closer to practical applications under natural sunlight conditions. Earlier methods relied on intense laser light, which was not feasible for real-world implementation. Additionally, the charges generated in the molecule remain stable long enough to be utilized in further chemical processes.

Potential for Sustainable Energy

While the current molecule does not yet form a complete artificial photosynthesis system, it represents an important milestone in the field. "We have identified and implemented an essential piece of the puzzle," says Wenger. The findings from this study enhance our understanding of the electron transfer processes critical to artificial photosynthesis.

Researchers hope that this advancement will contribute to the development of sustainable energy solutions. By mimicking the efficiency of natural photosynthesis, future technologies could provide clean, renewable energy sources that reduce dependence on fossil fuels.

Future Implications

The research conducted by the University of Basel team highlights the potential of molecular engineering in addressing global energy challenges. As scientists continue to refine these systems, the possibility of creating efficient, carbon-neutral fuels becomes increasingly viable.

This breakthrough underscores the importance of interdisciplinary collaboration between chemistry, biology, and engineering. With continued innovation and investment, the vision of artificial photosynthesis may soon become a reality, paving the way for a more sustainable and environmentally friendly energy future.

Terumo Acquires OrganOx for $1.5 Billion

Terumo Acquires OrganOx in $1.5 Billion Deal

Terumo, a leading medical device company, has entered into a definitive agreement to acquire OrganOx, a company specializing in organ preservation devices. The transaction is valued at approximately $1.5 billion and marks a significant step in the expansion of Terumo’s presence in the field of transplant technology.

As part of the deal, OrganOx will become a wholly owned subsidiary of Terumo. This follows an earlier investment by Terumo through its venture capital arm in March of this year, indicating a long-term strategic interest in the company's innovative approach to organ preservation.

By combining Terumo's extensive experience in medical device design with OrganOx's cutting-edge expertise in normothermic machine perfusion (NMP), the two companies aim to enhance the global availability of advanced organ preservation solutions. This collaboration is expected to bring about meaningful improvements in the quality and accessibility of transplant procedures worldwide.

A Commitment to Patient Care

Terumo CEO Hikaru Samejima emphasized the importance of addressing unmet needs in the field of organ transplantation. He stated, “Organ transplantation represents a last resort for patients with limited treatment options, and addressing the unmet needs in this area carries significant social value.”

He further highlighted that donated organs are a precious medical resource, and he praised OrganOx’s mission to deliver transplantable organs in optimal condition. “This aligns with our unwavering commitment to patients—Our Promise,” Samejima added.

Innovation in Organ Preservation

Founded in 2008 as a spin-off from the University of Oxford, OrganOx has developed NMP devices that significantly extend the preservation of organs. These devices circulate nutrient-rich solutions at near-body temperature, enabling real-time monitoring during transport. This technology allows for better assessment and maintenance of organ viability, which can improve transplant outcomes.

One of OrganOx’s most notable products is the metra liver NMP device, which received FDA approval in 2021. It has already been used in over 6,000 liver transplant procedures globally. The company is also developing a kidney NMP device, which is expected to be commercialized by 2030.

Expanding Access to Transplant Technology

OrganOx executive chairman Oern Stug described the company as a pioneer and leader in organ transplantation technology. He noted that the acquisition by Terumo will help expand the adoption of their platform, leveraging Terumo’s global infrastructure to benefit more patients around the world.

The deal is expected to address several critical challenges in the field of organ transplantation, including improving organ utilization rates, increasing the use of marginal donor organs, and enhancing post-transplant outcomes. By integrating these technologies, the combined entity aims to make a lasting impact on patient care and healthcare systems globally.

Addressing Key Challenges in Transplantation

The acquisition underscores the growing need for innovative solutions in the transplantation sector. With the demand for organs far outpacing supply, technologies like NMP offer a promising way to maximize the use of available organs and improve patient outcomes.

Terumo and OrganOx are well-positioned to lead this transformation, combining their respective strengths to create a more efficient and effective system for organ preservation and transplantation. As the industry continues to evolve, the integration of such technologies could play a crucial role in saving more lives and reducing the burden on healthcare systems worldwide.

Uncover This Secret iPhone Feature to Boost Call Clarity

Understanding Voice Isolation on iPhone

Apple recently released the fourth public beta of iOS 26, which introduced several new features and improvements for developers and beta testers. Among these updates is call screening, a feature that enhances user experience during phone calls. However, one hidden gem that can benefit all iPhone users is Voice Isolation. This feature, designed to make calls clearer for the person on the other end, doesn't require you to be a developer or beta tester to use.

Voice Isolation was first introduced by Apple in 2023 with the release of iOS 16.4. The feature was initially added alongside Wide Spectrum for FaceTime calls in iOS 15 back in 2021. However, at this time, only Voice Isolation is available for regular phone calls.

When enabled, Voice Isolation works by muffling distracting background noises that might interrupt your conversation. Whether you're having a business call or catching up with friends, this feature ensures that external sounds like a barking dog or construction work nearby don’t interfere with your communication.

To activate Voice Isolation, you must be on an active phone call since the feature isn’t found in the Settings app. Once activated, it will remain enabled for all future calls unless you manually turn it off.

How to Enable and Disable Voice Isolation

Here’s a step-by-step guide to activating and deactivating Voice Isolation:

1. Open the Phone app.
2. While on a call, swipe down from the top-right corner of your screen to access the Control Center.
3. Tap on Phone Controls near the top of your screen.
4. Select Voice Isolation to enable it.

To disable Voice Isolation, follow the same steps and tap on Standard in Phone Controls. This action will revert your microphone to its default setting.

Exploring Other Mic Modes: Wide Spectrum and Automatic

In addition to Voice Isolation, you’ll find two other mic modes in Phone Controls: Wide Spectrum and Automatic.

Wide Spectrum is different from Voice Isolation as it amplifies background sounds without affecting your voice. This mode is particularly useful for calls involving multiple people, ensuring that everyone is heard clearly. Currently, Wide Spectrum is only available for FaceTime calls. However, its presence in Phone Controls suggests it might become available for regular phone calls in the future.

Automatic mode allows the system to choose the best mic setting for your call. For instance, it uses Voice Isolation to block ambient noise during calls using the receiver and switches to Standard mic mode when using speakerphone.

For those interested in exploring more about iOS 26, there are several resources available. These include insights into the beta version, how to enable call screening, and a comprehensive list of new features Apple plans to introduce later this year. Additionally, an iOS 26 cheat sheet provides an early look at upcoming iPhone features.

Theravance Finalizes Phase 3 CYPRESS Trial Enrollment

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Theravance Biopharma Announces Key Development

Theravance Biopharma recently shared an important update regarding its ongoing research into ampreloxetine, a potential treatment for neurogenic orthostatic hypotension (nOH) caused by multiple system atrophy (MSA). On August 25, 2025, the company announced that it had completed enrollment in the open-label portion of its pivotal Phase 3 CYPRESS study. This condition affects approximately 80% of MSA patients, often leading to severe symptoms such as dizziness and fainting. The study aims to address the lack of effective treatments for nOH, with top-line results expected in the first quarter of 2026. If successful, ampreloxetine could become the first therapy to offer long-term benefits for the estimated 40,000 U.S. patients suffering from MSA-related nOH, potentially transforming care in this underserved area.

Analyst Perspectives on TBPH Stock

Recent analyst ratings for Theravance Biopharma (TBPH) have been mixed. The most recent rating is a "Hold" with a $14.50 price target. Investors looking for a broader view of analyst forecasts can refer to the TBPH Stock Forecast page for more details.

According to Spark’s AI Analyst, TBPH is currently rated as Neutral. The company's stock score reflects strong technical momentum and positive earnings call highlights, including strategic financial transactions and product advancements. However, factors like a high P/E ratio and profitability challenges negatively impact the valuation and financial performance scores.

For a deeper understanding of the stock, investors can explore Spark’s full report on TBPH stock.

Overview of Theravance Biopharma

Theravance Biopharma, Inc. is a biopharmaceutical company dedicated to developing and commercializing innovative medicines. The company focuses on treating serious medical conditions, including the FDA-approved YUPELRI® for chronic obstructive pulmonary disease (COPD).

Key metrics for TBPH include:

• Average Trading Volume: 310,783
• Technical Sentiment Signal: Buy
• Current Market Cap: $700.5M

Investors seeking a comprehensive analysis of TBPH stock can visit The Shiro Copr’ Stock Analysis page for detailed insights.

Additional Insights and Resources

For those interested in staying updated on market trends and developments, there are several trending articles worth exploring. These include alerts about class-action lawsuits against companies like Reddit and iRobot, as well as analyses on how major players like Nvidia are positioned in the current market landscape.

By leveraging these resources and staying informed, investors can make more strategic decisions and navigate the complexities of the stock market with greater confidence.

Databricks Acquires Tecton to Elevate AI Agent Power

Strategic Expansion Through Acquisition

Databricks is making a significant move in the artificial intelligence (AI) landscape by acquiring Tecton, a machine learning startup known for its real-time data processing capabilities. This acquisition is part of Databricks’ broader strategy to enhance its AI agent offerings and provide enterprise customers with more robust tools for building and deploying AI solutions.

Tecton has gained recognition for its software that helps companies analyze and deploy data at scale with minimal latency. The company was founded in 2020 by former Uber engineers and has since raised $160 million from top-tier investors, including Andreessen Horowitz and Bain Capital Ventures. It was last valued at $900 million during a private funding round in 2022 and currently employs around 90 people.

The financial details of the acquisition, which involves Databricks’ private shares, have not been disclosed. However, the deal underscores Databricks' commitment to strengthening its position in the AI market. CEO Ali Ghodsi emphasized that Tecton’s technology and talent will play a key role in enhancing Databricks’ flagship product, Agent Bricks, which focuses on building and automating workflows using AI agents.

Enhancing Real-Time Capabilities

One of the primary goals of this acquisition is to improve response times in AI applications, which is crucial for interactive services. Ghodsi highlighted that Tecton's technology serves as a real-time building block, enabling faster data processing that can be integrated into AI agents.

Speed is a critical factor in many AI use cases, particularly those involving user-facing interactions such as voice assistance. Ghodsi noted that humans are not patient when it comes to waiting for responses, making real-time performance essential for successful AI deployment.

Tecton and Databricks have maintained close ties even before the acquisition. The two companies partnered in 2022 alongside Snowflake, another major player in the data analytics space. Both Databricks and Snowflake have also invested in Tecton, further solidifying their relationships within the industry.

Strengthening Client Relationships

Many of Tecton’s clients, including prominent names like crypto exchange Coinbase, already rely on Databricks’ services. Ghodsi pointed out that the acquisition will help strengthen these relationships, as clients now have access to both technologies.

This strategic move aligns with Databricks’ recent success in securing a new funding round at a valuation exceeding $100 billion. This represents a 60% increase from eight months ago, highlighting the company’s rapid growth and investor confidence.

The Tecton acquisition continues a trend of aggressive expansion for Databricks, driven by its soaring private valuation. Over the past few years, the company has made several high-profile acquisitions, including MosaicML for $1.3 billion, Tabular in 2024, and the serverless database company Neon for $1 billion.

A Growing Presence in the AI Market

With this latest acquisition, Databricks is reinforcing its position as a leader in the AI and data analytics space. By integrating Tecton’s real-time data processing capabilities, the company is better equipped to meet the evolving needs of its enterprise clients.

As AI becomes increasingly integral to business operations, the demand for fast, reliable, and scalable solutions continues to rise. Databricks’ acquisition of Tecton is a clear indication of its long-term vision to lead in this dynamic and competitive market.

Through strategic partnerships, continuous innovation, and a focus on real-time performance, Databricks is setting the stage for sustained growth and influence in the AI industry.

Engineers Unveil Breakthrough at World's Largest Construction Site

Challenges and Delays in Saudi Arabia's Neom Mountain Ski Resort

Saudi Arabia's ambitious mountain ski resort, a key component of the world's largest construction project known as Neom, is facing significant delays that may prevent it from hosting the 2029 Asian Winter Games. A recent report highlights concerns about the timeline for the project, suggesting that the event could be relocated to South Korea.

The potential relocation has been mentioned by a main engineering and construction contractor involved in the project. This development comes amid growing reports of delays and budget overruns affecting Neom, which is being developed in the Tabuk Province along the Red Sea coast. The project includes several regions such as The Line, Oxagon, and Trojena, a mountain ski resort built in the desert that will rely on artificial snow to offer year-round winter sports and activities.

Ongoing Construction Efforts

Despite these challenges, Eversendai Corporation Berhad, the company responsible for constructing Trojena, has stated that work will continue "without interruption." In a statement published by The Edge Malaysia, the company acknowledged early-stage challenges, particularly related to execution timelines and the unexpectedly complex terrain and rock conditions. However, they emphasized that these issues are not insurmountable.

Eversendai announced the Trojena contract in March of the previous year, describing it as their "largest and most challenging project." According to their year-end report published on their website in 2024, work has been progressing well. The resort is located on Jebel al Lawz Mountain in the northwest of Saudi Arabia, rising to more than 8,500 feet above sea level. It spans nearly 870 square miles and is set to include about 18 miles of ski slopes and a giant human-made lake.

Perspectives from Industry Leaders

Eversendai's statement, as reported by The Edge Malaysia, mentions that the Saudi Arabian government is exploring the possibility of transferring the hosting rights for the Asian Winter Games to South Korea. This strategic adjustment would provide the necessary time and flexibility to ensure the long-term success of the Trojena Ski Village project without compromising its vision or objectives.

Neom spokesperson Sahar Al-Anbar shared similar sentiments on LinkedIn earlier in August. She noted that it is natural for a project of this scale to go through periods of review and adjustment. These actions, she said, reflect responsible management and a proactive approach to staying aligned with Neom's ambitious long-term objectives.

Future Steps and Uncertainties

Neom has yet to provide a comprehensive update on the scope of its projects following the appointment of a new CEO. The organization continues to navigate the complexities of one of the most ambitious construction endeavors in the world.

As the project moves forward, stakeholders remain watchful of the progress being made at Trojena and other components of Neom. The success of these developments will not only shape the future of Saudi Arabia's infrastructure but also impact the global perception of the kingdom's commitment to innovation and large-scale projects.

Key Points to Consider

• Delays and Budget Overruns: Reports indicate that Neom is experiencing challenges with timelines and costs.
• Trojena Development: The mountain ski resort is a major focus of the project, with plans for extensive facilities and artificial snow systems.
• Relocation Possibility: The potential shift of the 2029 Asian Winter Games to South Korea is under consideration.
• Ongoing Construction: Despite challenges, Eversendai remains committed to the project, emphasizing that issues are manageable.
• Leadership Changes: The new CEO’s role in overseeing the project's future remains unclear.

With ongoing efforts and adjustments, the future of Neom and its iconic ski resort continues to evolve, offering both opportunities and challenges for all involved.

Police Use AI Spy Camera in Ulez Enforcement

Introduction to the Problem of Ghost Number Plates

In an effort to combat a growing issue, law enforcement agencies in the UK are turning to advanced technology to address the widespread use of fake or altered number plates. These so-called "ghost" plates are being used by drivers to evade detection in ultra-low emission (Ulez) zones and low-speed areas. It is estimated that as many as one in 15 motorists may be using these illegal plates, making it a significant challenge for police forces.

The Role of AI-Powered Cameras

To tackle this problem, West Midlands Police have initiated a pilot program involving AI-powered cameras designed to detect ghost number plates. This innovative approach has already shown promising results. In the first two weeks of the trial, the new technology identified 4,335 instances of ghost plates, involving 2,961 vehicles that would have otherwise gone undetected by traditional automatic number plate recognition (ANPR) systems.

The deployment of this technology not only helps catch drivers who alter their license plates but also enables police to identify those trying to avoid fines for speed limit violations, Ulez infractions, and other restricted zone breaches. Additionally, it aids in tracking criminals who modify their plates to avoid detection during illicit activities.

Methods Used to Defeat ANPR Systems

Drivers and criminals employ various methods to alter or obscure their number plates to avoid detection by ANPR cameras. These include the use of gels, sprays, and reflective "stealth" tape, which can be purchased online for around £80. In June 2023, a police investigation revealed that approximately six percent of cars had some form of ANPR-defeating material on their number plates, suggesting that up to two million motorists could be involved if scaled nationally.

Collaboration with Technology Providers

West Midlands Police have partnered with Redspeed, a company specializing in AI-powered cameras. Their technology is not limited to detecting ghost plates; it can also be adapted to address other motoring offenses such as illegal mobile phone use, high occupancy vehicles, seat belt violations, and misuse of railway crossings.

The technology has been specifically tailored to counteract the use of ghost number plates. Doctored registration numbers can become invisible under the infra-red light used by ANPR cameras to capture images at night, making it essential to develop more advanced detection methods.

Expert Opinions and Reactions

Simon Foster, the West Midlands Police and Crime Commissioner, emphasized the seriousness of the issue, stating that these illegal plates are not just minor offenses but serious criminal enablers. He praised the pilot scheme, known as Operation Phantom, as a potential breakthrough against the rising threat from ghost plates, with the technology possibly being deployed nationwide.

Supt Jack Hadley, head of the road policing unit at West Midlands Police, highlighted the importance of innovation and collaboration in addressing the use of ghost plates. He noted that tackling this issue is crucial for reducing crime and ensuring community safety.

Calls for Stricter Measures

Campaigners have welcomed the initiative but have called for stronger measures from the government. They suggest implementing tougher fines for errant motorists, a certification system for businesses’ number plates to eliminate clones, harsher penalties for those caught cloning plates, and security features within plates to distinguish them from fakes.

Fake number plates can be purchased for as little as £10 from numerous unregulated sellers, while "stealth" tape and other devices to make plates invisible to ANPR infra-red cameras are easily available online.

Tony Porter, former surveillance camera commissioner, warned that weak security requirements for number plate manufacturing pose a direct threat to citizens and national infrastructure. He stressed that ghost plates endanger road safety and undermine the enforcement of various regulations, including Ulez.

Sarah Coombes, Labour MP for West Bromwich, has proposed a bill to Parliament that would allow courts to impose fines of up to £1,000 and six-point penalties for drivers using ghost plates. She emphasized the need to crack down on these drivers who have gone unnoticed for too long.

For Classic Drivers, Ditching the Drums is a Smart Upgrade

The Necessity of Modern Braking in Vintage Cars

In today's world, where distractions behind the wheel are more common than ever, the charm of driving a vintage car can quickly turn into a dangerous situation. When these classic vehicles are surrounded by modern cars equipped with advanced braking systems, the limitations of older technology become glaringly obvious. This was precisely the case for Tim Quiggle, who found that the drum brakes on his 1949 Ford coupe were no longer sufficient for safe driving.

Tim had been driving his classic car for over three decades, but he began to feel uneasy about the performance of the original drum brakes. “The stopping distances were really long, and the brakes would fade when they got hot in traffic,” he explained. “It wasn’t just about safety—it was about how much I was enjoying the car.”

The Evolution of Brake Technology

Disc brake upgrade kits have been available for many years, but their relevance has grown significantly in recent times. These kits allow owners of vintage cars to enhance their braking performance without compromising the vehicle’s original aesthetic. However, finding suitable conversion kits for specific models, like Ford’s “shoebox” series, can be challenging. Fortunately, companies like Shoebox Central offer specialized kits for 1949-’53 Ford models.

The kit includes components such as 10-inch-diameter, five-lug rotors from the original Ford Ranger, Aerostar, and Bronco II models produced between the mid-1980s and mid-1990s. This means that replacement parts like rotors, calipers, and pads are readily available and affordable.

Cost and Installation Considerations

The disc brake conversion kit itself costs around $565, but it doesn’t include a master cylinder. A separate kit for this component adds another $396 to the total cost. Additionally, custom hard lines must be fabricated, which is an extra step in the process.

Tim chose to have the installation done by Brothers Custom Automotive, a shop located in suburban Detroit. While the project can be a DIY endeavor for those with moderate mechanical skills, it requires some specialized tools, such as a flaring tool and tubing bender for the brake lines. Proper installation also involves attention to detail, including bench-bleeding the master cylinder before assembly.

Bill Jagenow, the owner of Brothers Custom Automotive, spent approximately 10 hours on the project. Along with the fabricated brake lines, new brake fluid, and other necessary items, the total cost of the brake conversion came to around $2,500.

A Safer and More Enjoyable Driving Experience

Despite the investment, the results were well worth it. The braking performance of Tim’s 1949 Ford coupe improved dramatically, offering a level of confidence and control that was previously unattainable. “It has made a world of difference,” Tim said. “The car stops as well as a modern vehicle, making it much more enjoyable—and safer—in traffic.”

For classic car enthusiasts who drive their vehicles regularly, upgrading from drum brakes to disc brakes is one of the most impactful improvements they can make. Not only does it enhance safety, but it also significantly improves the overall driving experience.

Conclusion

Brake upgrades for vintage cars are becoming increasingly popular as drivers seek to balance nostalgia with modern safety standards. With the right components and proper installation, even older vehicles can benefit from the advancements in braking technology. For those looking to improve their driving experience while maintaining the character of their classic car, a disc brake conversion is a smart and practical choice.

CCSI joins MEDITECH Alliance Program as perinatal tech leader

Strategic Collaboration Between CCSI and MEDITECH Alliance Program

Clinical Computer Systems (CCSI), a leading US-based provider of perinatal software, has recently become a collaborator within the MEDITECH Alliance Program. This partnership marks a significant step in enhancing the integration of perinatal care solutions with broader electronic health record (EHR) systems.

The MEDITECH Alliance is an ecosystem that brings together partner organizations offering interoperable solutions. These solutions are designed to complement, enhance, or extend the capabilities of the MEDITECH Expanse EHR platform. By joining this alliance, CCSI aims to contribute its expertise in perinatal data systems to improve clinical workflows and patient outcomes across healthcare facilities.

Focus on OBIX Perinatal Data System Integration

The latest collaboration between CCSI and MEDITECH centers around integrating the OBIX Perinatal Data System with the MEDITECH Expanse platform. This initiative is focused on optimizing labor and delivery workflows, ultimately leading to better patient care. Since 2016, the two companies have been working together to develop interfaces that support an integrated perinatal medical record. Their joint efforts aim to improve hospitals’ clinical workflows and interoperability strategies.

OBIX is an advanced electronic foetal monitoring solution that offers a range of features, including bedside, central, and remote monitoring. It also provides point-of-care charting, archiving, and single-click management reports. The system’s decision support tools assist clinicians in promoting patient safety and improving clinical practices by leveraging current technology tailored for various environments.

Benefits of the Partnership

Stephanie Goetz, senior vice president at CCSI, expressed enthusiasm about the collaboration, stating, “We are excited to continue our work with MEDITECH to integrate the OBIX system with MEDITECH Expanse, providing hospitals with a strategic perinatal solution and a single patient medical record.” She emphasized that the partnership will enable healthcare providers to access relevant data quickly and easily, which can enhance the quality of care and improve patient outcomes.

This collaboration is expected to drive progress in electronic foetal monitoring and perinatal care. By combining their resources and expertise, CCSI and MEDITECH are working toward creating more efficient and effective healthcare solutions.

About CCSI

Based in Hoffman Estates, Illinois, CCSI has been specializing in the development of perinatal systems since 1996. Over the years, the company has built a reputation for innovation and reliability in the field of perinatal technology. Its commitment to advancing perinatal care aligns well with the goals of the MEDITECH Alliance Program.

Ongoing Commitment to Innovation

CCSI remains dedicated to its collaboration with MEDITECH, aiming to continue driving advancements in perinatal care. The integration of OBIX with MEDITECH Expanse represents a key milestone in this ongoing effort. As healthcare continues to evolve, such partnerships play a crucial role in ensuring that medical professionals have access to the most up-to-date tools and technologies.

By fostering these kinds of collaborations, CCSI and MEDITECH are helping to shape the future of perinatal care. Their combined efforts not only improve clinical workflows but also contribute to better patient outcomes and overall healthcare quality.

Retro Tech Revival: Why Junk is the New Punk

The Nostalgia of Retro Tech

In 2025, the world witnessed a surprising trend in the music industry. Taylor Swift released her latest mega-album, "Life of a Showgirl," not just on digital and vinyl but also on cassette tape. This choice might seem odd to many, given that cassettes are largely considered outdated. However, this move highlights a growing interest in retro technology. Despite the challenges of tape tangling and the need for endless rewinding, there is a strong appeal to these older formats.

This resurgence of interest in vintage tech is not limited to music. Many consumers are showing a renewed passion for old computers, consoles, cameras, and audio equipment. Companies have started rebooting classic devices like the Commodore 64 and ZX Spectrum, responding to a demand that has grown significantly over the years.

A recent survey by Smart Energy GB in the UK revealed that one in four people still keep cassette tapes and old MP3 players, while one in five still hold onto VHS tapes. TVs with Teletext also remain popular among some. A third of people even use these technologies occasionally, showing that nostalgia isn't just a passing trend.

Luke Malpass, owner of Retrosix, stumbled into the retro tech scene by accident. Starting as a software engineer, he began fixing old computers as a hobby. His journey led him to modify Game Boy shells, which eventually evolved into creating what he calls "prestige Game Boys." These modified devices retain the original CPU and motherboard but feature modern upgrades, making them more functional and appealing to today's users.

Malpass now builds and modifies old systems, offering custom designs and even constructing Amiga 1200s from scratch. He runs a forum to help others learn how to mod old systems, emphasizing the importance of community and accessibility.

Steve Vincent, who runs the VintNerd YouTube channel, notes that advancements in 3D printing, online forums, and affordable single-board computers have made it easier for enthusiasts to modify old tech. "If you're an enthusiast and you have an itch to make something happen, you can make it happen now," he says.

For many, the appeal of retro tech lies in its nostalgic value. Michele Diederich, a communications director and Vintage Computer Festival organizer, explains that it's about reconnecting with simpler times and core memories. However, it's not just older generations that are drawn to this trend. Younger individuals, aged 18 to 25, are also embracing retro tech, even if they didn't experience the original era.

Despite the positive aspects, there are concerns about the commercialization of retro trends. Grafton Tanner, a US-based author, warns that as retro tech becomes more popular, it risks becoming elitist. The vinyl record revival is a prime example, where prices have skyrocketed, making it less accessible to younger audiences.

Adam Fuerst, co-owner of Retrospekt, which refurbishes old instant film cameras, faces similar challenges. While the Y2K digital cameras are fun to use, their prices have become prohibitive. Fuerst strives to keep his business grounded by making retro gear affordable and functional. His team breaks down old equipment, reusing components to build new units.

Creating new cases for these refurbished devices is a challenge, as many original cases are beyond repair. Fuerst wants to maintain the original style, which requires precise manufacturing processes. Despite the difficulties, he remains committed to his passion.

The durability of older technology is another significant factor. Malpass points out that many consoles from the 70s and 80s are still functioning. Unlike modern devices, which often have short lifespans, older tech was built to last. This longevity, combined with the ease of repair, makes retro tech appealing.

Fuerst adds that modern PCBs are complex and difficult to repair, whereas older boards are simpler and more accessible. This simplicity allows for greater customization and adaptability.

As the past continues to influence the present, the future of retro tech looks promising. Modding ensures that these technologies remain relevant and adaptable. However, as modern technology becomes increasingly uniform and corporate, there is a question of whether it will hold the same nostalgic value in the future.

In the end, the appeal of retro tech lies in its ability to connect people with their past, offering a sense of history and character that modern devices often lack. Whether it's a cassette tape or a vintage console, these technologies continue to resonate with those who appreciate their unique qualities.

Samsung Could Redesign Galaxy S26 Ultra for Easier One-Handed Use

New Rumors Suggest Galaxy S26 Ultra Will Have a More Comfortable Design

Recent speculation suggests that the upcoming Samsung Galaxy S26 Ultra may be designed with improved ergonomics in mind. This information comes from a well-known industry insider, Ice Universe, who is often credited with accurate leaks about upcoming devices.

According to the rumor, the Galaxy S26 Ultra could feature more rounded corners, making it easier to hold and use. While the tipster hasn’t explicitly confirmed this detail, many believe this is the intended meaning behind his comments. The shift toward rounded edges would mark a departure from the sharp, angular design of previous models, such as the Galaxy S25 Ultra.

Smartphones with sharp corners can feel bulkier in the hand, and they may even cause discomfort during extended use. Rounded corners, on the other hand, are generally considered more comfortable, especially for users who frequently hold their phones for long periods. However, opinions on this design change are divided, with some users preferring the sleek look of sharp edges.

Despite the potential changes to the corners, there are indications that Samsung may keep the front, back, and sides of the device flat. This approach would align with current trends in the smartphone industry, where most flagship models use flat frames combined with slightly rounded corners. This design choice not only enhances aesthetics but also improves usability.

It’s worth noting that while the corners might become more rounded, the overall structure of the phone is unlikely to change drastically. Samsung typically introduces incremental improvements rather than complete overhauls. Maintaining a flat front and back would ensure compatibility with existing accessories, such as cases and screen protectors.

The Galaxy S26 Ultra is expected to launch in January of next year, alongside other models like the Galaxy S26 Pro and Galaxy S26 Edge. These devices are likely to follow similar design principles, with a focus on user comfort and modern aesthetics.

In addition to the potential design changes, there are also rumors suggesting that the Galaxy S26 Ultra could come with an upgraded S Pen stylus. Some reports even claim that this might be the last Samsung smartphone to include the stylus, though these details remain unconfirmed.

While these rumors are intriguing, it’s important to approach them with caution. Until official announcements are made, much of what is being discussed remains speculative. However, if true, the Galaxy S26 Ultra could represent a significant step forward in terms of user experience and design.

Overall, the potential redesign of the Galaxy S26 Ultra highlights Samsung’s ongoing efforts to balance form and function. Whether the company will go ahead with these changes remains to be seen, but the possibility of a more palm-friendly design is certainly something to watch for in the coming months.

Top 5 AI Stocks for Long-Term Investors to Consider

Key Points

Artificial intelligence (AI) is rapidly becoming the main driver of growth across the technology sector. As AI continues to develop and top tech companies invest heavily in the technology, it could be a smart move to consider investing in leading AI companies.

Here are five AI stocks that appear well-positioned for long-term growth:

1. Nvidia

Nvidia has become a central figure in the AI boom, and for good reason. Its graphics processing units (GPUs) are essential for training AI models and running inference workloads, making it a clear winner as demand for computing power increases.

Nvidia's data center revenue has grown significantly over the past few years, driven by cloud providers and enterprises building AI infrastructure. The company has also created a strong moat through its CUDA software platform and networking assets.

While growth rates may eventually slow, Nvidia's position in AI infrastructure looks secure. The company continues to expand its product portfolio, which puts it in a strong position to maintain robust earnings power for years to come.

2. Advanced Micro Devices (AMD)

Advanced Micro Devices has positioned itself as a primary challenger to Nvidia in the GPU market. The company has made notable progress in the inference market, which is expected to grow significantly in the future.

Beyond GPUs, AMD's EPYC server central processing units (CPUs) continue to gain share in data centers. While the CPU server market isn't as large as the GPU market, it is still an important and growing segment.

AMD doesn't need to take significant market share from Nvidia to be a winner. With the growth of the AI infrastructure market, even a small increase in market share can lead to substantial growth in the coming years.

3. Microsoft

Microsoft was one of the first major tech companies to embrace AI through its investment and partnership with OpenAI. This partnership has allowed the company to integrate AI tools into its productivity suite, including Word, Excel, and Teams. These tools are now helping drive revenue growth as enterprise customers adopt AI assistant copilots more widely.

At the same time, Microsoft's cloud computing unit, Azure, has been gaining market share as companies use its infrastructure and AI services to train and deploy AI models. Although capacity remains constrained, Microsoft's strong balance sheet and consistent cash flow generation give it the flexibility to continue investing in AI infrastructure to meet growing demand.

With AI driving growth across all its business units, Microsoft appears to be a clear long-term AI winner.

4. Alphabet

Rather than being disrupted by AI, Alphabet has found ways to benefit from it. Google Search continues to see advantages from AI enhancements, such as AI Overviews, which are used by billions of people each month. The company recently launched its new AI Mode globally, expanding beyond simple text searches with tools like Google Lens and Circle to Search.

Google Cloud is another key growth driver, with its Gemini AI model helping it attract enterprise customers. Alphabet has also developed its own custom AI chips, providing an edge in optimizing performance and reducing costs. Like Microsoft, the company is investing heavily in AI infrastructure to keep up with rising demand.

Alphabet is also a leader in autonomous driving with its Waymo robotaxi business and in quantum computing with its Willow chip. Between its market-leading businesses and emerging opportunities, Alphabet is a strong AI stock to consider.

5. Meta Platforms

Meta Platforms has fully committed to AI, using it to boost user engagement on Facebook and Instagram. The company is leveraging AI to improve recommendation algorithms, leading users to spend more time on its platforms.

In addition, Meta has introduced generative AI tools for advertisers, offering new ways to customize campaigns and target potential customers. This has led to increased ad inventory and higher ad prices.

However, Meta's AI strategy goes beyond advertising. The company has hired top AI talent at its Superintelligence Labs division and is restructuring the unit to focus on four areas: AI research, developing superintelligence, building and deploying AI tools, and data center infrastructure.

With its willingness to invest heavily in AI, Meta looks well-positioned to become a long-term AI winner.

Tulasi Naga Subhash Polineni: Transforming Retail with Machine Learning

The Role of Machine Learning in Modern Retail

Tulasi Naga Subhash Polineni is a highly experienced Oracle Cloud Integration Specialist with over 11 years of expertise in applying advanced knowledge of OIC, Oracle Cloud Infrastructure, and middleware frameworks to solve complex challenges in omnichannel retail. His work highlights the transformative potential of machine learning in enhancing customer experiences, streamlining transactions, and fostering loyalty across various industries such as retail, healthcare, and financial services.

Machine Learning in Omnichannel Retail

Polineni’s research explores how machine learning integrates into omnichannel retail to reshape customer engagement and improve operational efficiency. He emphasizes the use of techniques like supervised and unsupervised learning, clustering, and predictive analytics to analyze customer behavior. These methods allow retailers to predict customer preferences, offer personalized shopping experiences, and optimize inventory and pricing strategies.

Another significant innovation discussed in his work is Customer Lifetime Value (CLV) analytics. ML models can forecast the long-term profitability of customers, enabling retailers to design targeted loyalty programs and promotional strategies. Real-time segmentation of CLV insights helps retailers provide personalized services, leading to increased customer satisfaction and higher revenue.

Personalization: A Key Element of Customer Experience

According to Polineni, personalization plays a crucial role in today's retail landscape. With the help of machine learning, retailers can analyze data from purchase history and real-time interactions to create tailored experiences for customers. This leads to more accurate product recommendations, which can drive past behavior, enhance satisfaction, and boost sales growth.

Omnichannel retail involves integrating online and offline channels to provide seamless customer experiences. Polineni suggests that price unification, uniform inventory updates, and personalized promotions across all channels are essential. This allows customers to check product availability online and pick up in-store while receiving customized offers, reinforcing convenience and strengthening retailer-customer relationships.

Machine Learning for Retail Transaction Optimization

Polineni also focuses on optimizing retail transactions using machine learning. By analyzing transactional data, these models identify patterns and predict demand. Dynamic pricing algorithms adjust prices in real time based on demand fluctuations, competitor strategies, and inventory levels, helping retailers stay competitive and maximize revenue.

In inventory management, machine learning forecasts demand and analyzes supply chain data to ensure the right stock is available at the right time. Predictive analytics enhances the replenishment process by reducing stockouts and overstocking, improving overall operational efficiency.

Addressing Operational Challenges and Ethical Implementation

Polineni acknowledges the challenges in implementing machine learning in retail, including data accuracy issues, algorithmic biases, and integration with back-end systems. Overcoming these requires strong data governance, continuous model training, and collaboration among different business units.

Ethical considerations are central to his work. Polineni emphasizes transparency, fairness, and accountability in AI applications. He advocates for explainable AI models that provide clear insights into decision-making processes, addressing potential biases and building trust with customers. His focus on responsible AI ensures that technology aligns with both business goals and societal values.

The Future of Machine Learning in Retail

Looking ahead, Polineni believes machine learning will drive retail innovation through emerging technologies such as reinforcement learning, edge computing, and augmented reality (AR). Reinforcement learning will refine personalization by adapting to customer behavior, delivering relevant recommendations. Edge computing will enable faster data processing at customer interaction points, ensuring efficient service. AR will transform the shopping experience by allowing customers to visualize products in their space before purchasing.

Sustainability is another key area. Polineni sees machine learning as a tool to reduce waste, optimize resource usage, and create more sustainable supply chains. Predictive algorithms can forecast demand accurately, minimizing overproduction and inventory waste. Aligning technology with environmental goals allows retailers to deliver value to customers while supporting planetary health.

Conclusion

The work of Tulasi Naga Subhash Polineni highlights the transformative impact of machine learning in omnichannel retail. By focusing on personalization, transaction optimization, and ethical AI implementation, he provides a roadmap for retailers to succeed in competitive markets. His vision blends technological innovation with sustainability, ensuring that retail strategies meet evolving customer expectations and environmental objectives.

With a track record of delivering effective solutions across multiple industries, Polineni continues to shape the future of retail. His contributions empower retailers to improve operational efficiency, build customer loyalty, and redefine the shopping experience in the digital age.