Evals in 2025: going beyond simple benchmarks to build models people can use

Hacker NewsThursday, September 18, 2025 at 5:16:48 AM
PositiveTechnology
The article discusses the evolution of evaluation methods in 2025, emphasizing the need to move beyond basic benchmarks to create more practical models for users. This shift is significant as it highlights the importance of developing tools that are not only effective but also user-friendly, ensuring that advancements in technology can be effectively utilized by a broader audience.
— Curated by the World Pulse Now AI Editorial System

Was this article worth reading? Share it

Recommended Readings
I've tested a whole load of Shark vacuums, and these are the 3 I'd buy with my own money
PositiveTechnology
After testing numerous Shark vacuums, I've identified three standout models that I would personally invest in. Each vacuum caters to different needs, ensuring that there's an excellent option for everyone. This matters because choosing the right vacuum can significantly enhance your cleaning experience, making it more efficient and effective.
Bringing restartable sequences out of the niche
NeutralTechnology
The article discusses the emergence of restartable sequences in technology, highlighting their potential to move beyond niche applications. This development is significant as it could lead to broader adoption and innovation in various fields, making processes more efficient and adaptable.
36 Best Advent Calendars for Kids in 2025
PositiveTechnology
It's that time of year again! Advent calendars for kids are already flying off the shelves, and we've curated a list of the 36 best options for 2025. These calendars are packed with beloved characters, exciting toys, and delicious treats that will make the countdown to Christmas even more special. Shopping early means you can snag the most popular picks before they're gone, ensuring a joyful holiday season for your little ones.
Are touchscreens in cars dangerous?
NegativeTechnology
The debate over the safety of touchscreens in cars is heating up, with many experts warning that these devices can distract drivers and lead to accidents. As cars become more technologically advanced, the integration of touchscreens raises concerns about driver focus and road safety. This discussion is crucial as it impacts not only individual drivers but also broader traffic safety regulations.
The dawn of the post-literate society – and the end of civilisation
NegativeTechnology
The article discusses the emergence of a post-literate society, suggesting that the decline in traditional literacy could lead to significant cultural and societal changes. It raises concerns about how technology and new forms of communication might undermine critical thinking and deep understanding, ultimately threatening the foundations of civilization as we know it. This topic is crucial as it prompts us to reflect on the implications of our evolving relationship with information and communication.
Overcoming barriers of hydrogen storage with a low-temperature hydrogen battery
PositiveTechnology
A new low-temperature hydrogen battery is making waves in the energy sector by addressing the long-standing challenges of hydrogen storage. This breakthrough could significantly enhance the efficiency and safety of hydrogen as a clean energy source, paving the way for broader adoption in various industries. As the world shifts towards sustainable energy solutions, innovations like this are crucial for reducing reliance on fossil fuels and combating climate change.
FLX1s phone is launched
PositiveTechnology
The FLX1 phone has officially been launched, marking a significant milestone in mobile technology. This new device promises to deliver cutting-edge features and innovative design, appealing to tech enthusiasts and everyday users alike. Its launch is important as it showcases advancements in smartphone capabilities and sets a new standard in the industry.
IG Nobel Prize Winners 2025
PositiveTechnology
The IG Nobel Prize winners for 2025 have been announced, celebrating quirky and humorous research that makes people laugh and think. This unique award highlights the importance of creativity and unconventional thinking in science, reminding us that not all discoveries need to be serious to be significant. It's a fun way to engage the public with scientific inquiry and inspire future researchers to explore the lighter side of their fields.
5 ways ChatGPT can help you study, without using its Study Mode
PositiveTechnology
ChatGPT offers innovative ways to enhance your study sessions without relying on its Study Mode. By leveraging its capabilities, students can engage in interactive learning, clarify complex topics, and receive personalized feedback. This approach not only promotes understanding but also encourages independent thinking, making studying more effective and enjoyable. It's a game-changer for anyone looking to boost their academic performance.
Hands-On: Yale's High-Tech Delivery Box Is Made to Defeat Porch Pirates in 2025
PositiveTechnology
Yale's innovative delivery box is set to revolutionize package security in 2025, providing a high-tech solution to the growing problem of porch piracy. This smart bin not only protects deliveries but also offers advanced features that enhance convenience for users. As online shopping continues to rise, this technology is crucial for ensuring that packages arrive safely at their destination, making it a significant development in home security.
Diminish Distractions by Setting Your iPhone to Gray Scale When You're Home
PositiveTechnology
If you're finding it hard to focus at home because of your iPhone, there's a simple solution: set it to gray scale. This feature makes your phone less visually appealing, helping to reduce distractions and keep you more present. It's a small change that can lead to a big improvement in your productivity and overall well-being, making it easier to enjoy your time at home without the constant pull of notifications and apps.
Do you really need a screen protector for your Nintendo Switch 2? I tested multiple models to find out
NeutralTechnology
In a recent review, the necessity of a screen protector for the Nintendo Switch 2 was put to the test. After evaluating various models, the findings provide insights into whether investing in a protector is worthwhile. This matters for gamers who want to keep their devices in pristine condition while enjoying their gaming experience.
Latest from Technology
The Pixel 10 Pro was the purr-fect phone for rescuing kittens, with help from Gemini Live... and my veterinarian
PositiveTechnology
The Pixel 10 Pro has proven to be an invaluable tool for rescuing and caring for two small kittens. With its Night Sight camera feature, I was able to capture clear images in low light, making it easier to document their journey. Additionally, Gemini Live provided real-time assistance, while my veterinarian offered expert advice on their care. This experience highlights how technology can enhance our ability to help animals in need, making it a heartwarming story of compassion and innovation.
Optus CEO Pledges to Make Changes After Emergency Call Failure
NegativeTechnology
Optus CEO Stephen Rue has committed to making necessary changes following a serious emergency call failure that led to at least two fatalities. This incident highlights the critical importance of reliable communication services, especially in emergencies, and Rue's promise to implement recommendations from an independent review aims to restore public trust and ensure such failures do not happen again.
I just got very, very hyped for this silly new Apple TV+ series
PositiveTechnology
The new Apple TV+ series, The Last Frontier, is generating a lot of excitement among viewers. With its stunning visuals and engaging storyline, it promises to be a captivating addition to the streaming platform. This series matters because it showcases Apple's commitment to producing high-quality content that can compete with other major players in the industry.
I tested the Creative Chat Wireless business headset - and I love the comfort, cost, and call quality
PositiveTechnology
I recently tested the Creative Chat Wireless business headset and was impressed by its lightweight design, exceptional comfort, and outstanding audio quality, especially considering its price. This headset is a great option for anyone looking for reliable performance during calls without breaking the bank.
Dior’s new Grand Bal watch is so sparkly, you could see it from space!
PositiveTechnology
Dior has unveiled its stunning new Grand Bal watch, which is adorned with an impressive array of diamonds that sparkle brilliantly. This luxurious timepiece not only showcases exquisite craftsmanship but also makes a bold statement in the world of high fashion. The watch's dazzling design is sure to catch the eye of collectors and enthusiasts alike, making it a significant addition to Dior's prestigious lineup. It's a perfect example of how luxury and artistry can come together to create something truly remarkable.
Representing Heterogeneous Data (2023)
NeutralTechnology
The article discusses the representation of heterogeneous data in 2023, highlighting its significance in data analysis and processing. Understanding how to effectively manage and interpret diverse data types is crucial for researchers and businesses alike, as it can lead to more informed decision-making and innovative solutions.