250MWh 'Sand Battery' to start construction in Finland

https://www.energy-storage.news/wp-content/uploads/2025/11/Screenshot-2025-11-26-110954-1024x632.jpg
Polar Night Energy and Lahti Energia partnered for a 2MW sand battery project in Finland, reducing fossil emissions by 60% annually. The project will supply heat to Lahti Energia's district network and participate in grid balancing markets.

LinkedIn is loud, and corporate is hell

The writer is frustrated with corporate culture and feels overwhelmed by excessive management and busywork, leading to burnout. They're being let go from their job and see it as a chance for a fresh start.

Same-day upstream Linux support for Snapdragon 8 Elite Gen 5

https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/images/blog/headshots/aiqun-maria-yu.jpg
Qualcomm Technologies posted initial support for its Snapdragon 8 Elite Gen 5 to the Linux developer community. The patches enable advanced features like dynamic voltage and frequency scaling, display, and camera capabilities.

Vsora Jotunn-8 5nm European inference chip

https://vsora.com/wp-content/uploads/2025/04/Vsora_Jotunn8-1-1024x648.png
In modern data centers, success means deploying trained models with blistering speed, minimal cost, and effortless scalability. Designing and operating inference systems requires balancing key factors such as high throughput, low latency, optimized power consumption, and sustainable infrastructure. Achieving optimal performance while maintaining cost and energy efficiency is critical to ...

Physicists drive antihydrogen breakthrough at CERN

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Underrated reasons to be thankful V

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The user discusses various topics including evolution, infectious diseases, radiation, and human preferences, concluding that many problems can be solved with technology and societal cooperation. They also touch on the importance of appreciating the complexities and quirks of life, including the safety of air travel and the benefits of carbon sequestration in disposable plastic.

A Programmer-Friendly I/O Abstraction Over io_uring and kqueue

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The author discusses improving I/O performance by using io_uring and kqueue APIs to submit requests to the kernel for readiness and completion events, allowing for batching and amortizing system call overhead. A central dispatcher is built to handle I/O requests and completion events, providing a simple API for scheduling I/O and passing callbacks for event completion.

Quake Engine Indicators

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The user discovered four indicators in Chocolate Quake netcode: TURTLE, DISC, RAM, and NET, which were likely intended for developers and map designers to diagnose performance issues. These indicators show up on screen when the framerate drops below 10fps, HDD access is slow, the engine evicts surfaces from cache, or a client hasn't received packets from the server in 300ms.

Memories of .us

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The user reminisces about their elementary school days and shares their experience with a chess-enthusiast teacher who created a large chess board in the schoolyard. They then discuss the history of the Domain Name System (DNS) and how it has evolved over time, including the failed attempt to implement a hierarchical naming system in the US with RFC 1480.

Feedback doesn't scale

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As a team grows, feedback becomes harder to process due to the lack of personal relationships and context. Leaders must build systems and processes to filter and synthesize feedback at scale.

Why Strong Consistency?

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The user discusses the pain points of eventual consistency in database architectures, including operations costs and weird behavior, and how it can cause problems in application code. They explain how their team invested in making all reads strongly consistent in Aurora DSQL, which avoids these issues and allows for more effective scaling and easier application development.

Tell HN: Happy Thanksgiving

HN community members share gratitude for the site's enduring quality and meaningful discussions despite some decline in discourse. They appreciate the community's refuge from online absurdity and thank founders for creating this space.

Linux Kernel Explorer

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The kernel isn't a process—it's the system. It serves user processes, reacts to context, and enforces separation and control.

DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning [pdf]

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Indie, Alone, and Figuring It Out

https://danijelavrzan.com/_astro/danijela_memoji.-WN71851_1QXqKS.webp
Going indie offers freedom but also loneliness, pressure, and constant decision-making. It's a demanding yet rewarding experience that requires handling multiple roles and responsibilities.

TPUs vs. GPUs and why Google is positioned to win AI race in the long term

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Google's Tensor Processing Unit (TPU) is a custom ASIC designed for AI tasks, offering better performance per watt and cost-effectiveness compared to Nvidia GPUs. The TPU's unique systolic array architecture and Google's optimized ecosystem make it a significant competitive advantage for Google Cloud's business.

Show HN: Runprompt – run .prompt files from the command line

https://opengraph.githubassets.com/b097e4593ba939e3777c383f12c3d6323537e55a8ff4216f5b4f019734ee0f9d/chr15m/runprompt
The user is using the Claude model to extract information from a text. The model is extracting a person's name, age, and occupation.

DIY NAS: 2026 Edition

https://blog.briancmoses.com/images/2026/diynas/ssd_prices_600.png
The user built a DIY NAS server, the DIY NAS: 2026 Edition, with a Topton N22 motherboard, JONSBO N4 case, and TrueNAS 25.10.0.1 operating system, aiming to provide a capable homelab machine with a small footprint. The build features six drive bays, an integrated low-power CPU, and a focus on power efficiency, with the user considering auctioning off the build on eBay due to rising component prices.

Inspired by Spider-Man, scientists recreate web-slinging technology

Researchers at Tufts University created a fluid silk material that shoots from a needle, solidifies mid-air, and can lift items far heavier than itself. The breakthrough was achieved by mixing silk fibroin with dopamine, which sped up the solidification process, allowing for instant adhesion and controlled shooting.

Mixpanel Security Breach

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Mixpanel detected a smishing campaign on November 8th, 2025, and took steps to contain and secure impacted user accounts. Affected customers were proactively communicated with, while unaffected customers received no action required notification.

Pakistan says rooftop solar output to exceed grid demand in some hubs next year

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The VanDersarl Blériot: a 1911 airplane homebuilt by teenage brothers (2017)

https://www.historynet.com/wp-content/uploads/2017/03/VanDerserl-1912-960_640.jpg
The VanDersarl brothers built a Blériot XI in 1911 using a modified automobile engine and learned to fly it. After a century, the restored plane was registered as an experimental airplane and flew again in 2012.

Ray Marching Soft Shadows in 2D (2020)

https://www.rykap.com/images/voronoi.png
The author explains how a graphics project uses a distance field to generate shadows, and implements a technique called ray marching to improve performance. The technique involves advancing along a ray by a distance proportional to the distance from the closest shape.

Coq: The World's Best Macro Assembler? (2013) [pdf]

We formalize a subset of the x86 architecture in Coq, using dependent types and notation to give it a concise and readable semantics. The model includes a concrete representation of bits, bytes, and memory, and supports conventional assembly code syntax inside Coq.

The input stack on Linux: An end-to-end architecture overview

https://venam.net/blog/assets/input_devices_linux/astrolabe_img.jpg
The kernel-level handling of input devices involves the input core, which provides common abstract components and a publish-subscribe system for handling input devices and their events, while user-space handling is done through libraries such as libinput and XKB. The input core is responsible for registering and unregistering input devices, forwarding events to registered handlers, and ...

Generating Cats with KPN Filtering

https://aschrein.github.io/assets/gen_cats/x_pred.png
This is a short post to collect some references and notes about generative modeling and to try to experiment with generating images of cats using KPN denoising in pixel space. It’s not a comprehensive technical report, rather I was just curious if I get anything at all with this approach. Usually for image generation diffusion models operate in latent space [3] using direct prediction of ...

Music eases surgery and speeds recovery, study finds

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Researchers in Delhi found that playing calming music to patients under general anaesthesia reduced their need for anaesthetic drugs and improved recovery. The study suggests that music can help patients wake up more quickly and clearly.

The current state of the theory that GPL propagates to AI models

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The theory of GPL propagation to AI models, where GPL code in training data propagates to the model, remains an indeterminate problem with ongoing lawsuits and no clear judicial precedent. The theory could be ratified by the judiciary if the plaintiffs win in ongoing lawsuits, but it has serious detrimental effects and many experts argue against it.

Interactive λ-Reduction

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ZZ9000 multifunction card for Zorro Amigas

https://www.amiga-shop.net/images/product_images/info_images/1011_0.webp
The ZZ9000 is a multifunctional Zorro card for the Amiga with a powerful FPGA, 2 ARM Cortex-A9 cores, and DDR3 memory. It offers features like a flickerfixer, coprocessor, network card, and USB interfaces, supporting up to 1920x1080 FHD resolution.