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AI outperforms doctors and top coders in latest benchmarks

03 May 2026
Mercedes-Benz commits to bringing back physical buttons

Mercedes-Benz is set to reintroduce physical buttons in its vehicles, a move readers suspect is driven by upcoming Chinese regulatory mandates rather than a genuine leap in user experience. This decision underscores ongoing criticisms of German automakers and their historical struggles with in-house software development and consumer-facing interface design.

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BYOMesh – New LoRa mesh radio offers 100x the bandwidth

The newly announced BYOMesh is an ultra-compact LoRa development kit that combines sub-1GHz and high-speed 2.4GHz radios on a single board. By integrating both the SX1276 and SX1281 chips, the versatile device offers 100 times the bandwidth for mesh networking enthusiasts using protocols like Meshtastic and Reticulum.

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OpenAI’s o1 correctly diagnosed 67% of ER patients vs. 50-55% by triage doctors
OpenAI’s o1 correctly diagnosed 67% of ER patients vs. 50-55% by triage doctors

OpenAI's new o1 model correctly diagnosed 67 percent of emergency room patients in a recent study, substantially outperforming human triage doctors who achieved a 50 to 55 percent accuracy rate. Researchers describe these results as a profound technological shift that could fundamentally reshape the future of healthcare.

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DeepClaude – Claude Code agent loop with DeepSeek V4 Pro
DeepClaude – Claude Code agent loop with DeepSeek V4 Pro

DeepClaude is a new open-source project that allows developers to run Claude Code's autonomous agent loop using DeepSeek V4 Pro or other Anthropic-compatible backends. This integration provides the exact same user experience as the original tool while reducing overall costs by up to 17 times.

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A desktop made for one

This tech and lifestyle piece explores the concept of a minimalist desktop environment designed to eliminate digital clutter and promote focused work. It connects this simplified computing setup to a broader philosophy of streamlining daily life, advocating for a holistic approach to simplification across all personal and professional disciplines.

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New statue in London, attributed to Banksy, of a suited man, blinded by a flag
New statue in London, attributed to Banksy, of a suited man, blinded by a flag

A new statue depicting a suited man blinded by a flag has mysteriously appeared in London and is attributed to the anonymous street artist Banksy. The artwork was installed in secret overnight, arriving just two months after a journalistic investigation attempted to uncover the creator's true identity.

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A couple million lines of Haskell: Production engineering at Mercury
A couple million lines of Haskell: Production engineering at Mercury

Fintech company Mercury recently shared insights into its production engineering practices, revealing that it now operates a massive codebase of two million lines of Haskell. This extensive use of the functional programming language successfully supports the backend infrastructure for approximately 300,000 business customers. The update provides a rare look into the scalability and reliability of running functional languages in large-scale enterprise environments.

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This Month in Ladybird – April 2026
This Month in Ladybird – April 2026

The April 2026 update for the Ladybird web browser introduces a new inline PDF viewer powered by pdf.js alongside a newly implemented GTK4 frontend. The release also delivers significant performance and feature enhancements, including browsing history, speculative HTML parsing, off-thread JavaScript compilation, and asynchronous DNS resolution. Additionally, the update improves styling capabilities with CSS anchor positioning and includes various other under-the-hood optimizations.

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Southwest Headquarters Tour
Southwest Headquarters Tour

A behind-the-scenes tour of Southwest Airlines headquarters explores the company's daily operational hubs, ranging from crew training facilities to the social media department. The visit highlights the carrier's critical technological infrastructure with an in-depth look at the Network Operations Center and TechOps Hangar.

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US–Indian space mission maps extreme subsidence in Mexico City
US–Indian space mission maps extreme subsidence in Mexico City

The joint US-Indian NISAR satellite has mapped severe ground subsidence in Mexico City using one of the most powerful radar systems ever launched into space. This achievement highlights the advanced technology's ability to reliably track real-time surface changes from orbit without interference from clouds or vegetation.

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Bad Connection: Global telecom exploitation by covert surveillance actors
Bad Connection: Global telecom exploitation by covert surveillance actors

A new investigation has uncovered two sophisticated surveillance campaigns that link real-world attack traffic directly to mobile operator signaling infrastructure. The findings reveal how commercial surveillance vendors exploit the global telecom interconnect ecosystem and leverage private networks to conduct covert location tracking that persists undetected for years.

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Why TUIs are back

The recent resurgence of text-based user interfaces is largely driven by modern development libraries like Ratatui and Ink that have drastically simplified cross-platform TUI creation. Alongside these framework improvements, advanced terminal emulators with enhanced ANSI support and rendering capabilities have made text-based applications a highly viable alternative to traditional graphical interfaces.

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Text-to-CAD
Text-to-CAD

The open-source repository Text-to-CAD provides a specialized collection of AI agent skills designed for computer-aided design, robotics, and hardware engineering. By leveraging these tools, users can automate complex tasks and streamline physical design workflows. This integration of agentic capabilities aims to significantly accelerate the development cycle for next-generation hardware and robotic systems.

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Show HN: Apple's SHARP running in the browser via ONNX runtime web
Show HN: Apple's SHARP running in the browser via ONNX runtime web

A new web playground allows users to generate 3D Gaussian Splats directly in their browser using Apple's SHARP model. The project runs the machine learning model entirely client-side by leveraging the ONNX runtime web. This enables developers to experience advanced rendering techniques without requiring powerful local hardware.

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A physics engine with incremental rollback for multiplayer games
A physics engine with incremental rollback for multiplayer games

A new physics engine named Easel features incremental rollback technology designed specifically to enhance multiplayer gaming experiences. The developers aim to make the platform powerful enough to support the creation of deeply engaging, long-play games.

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I recreated the Apple Lisa computer inside an FPGA [video]
I recreated the Apple Lisa computer inside an FPGA [video]

After eight months of development, a creator has successfully recreated a fully functional Apple Lisa computer inside an FPGA. A newly released video showcases the completed build, demonstrating the impressive capability of modern programmable hardware in accurately emulating vintage computing systems.

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Security through obscurity is not bad

Security through obscurity is often dismissed by cybersecurity professionals, but it remains a valuable defensive layer when used alongside other standard measures. It should never serve as the sole method of protection for a system or network. However, when implemented correctly, it acts as a practical hurdle that significantly raises the time, effort, and overall cost required for an attacker to succeed.

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Maryland to ban A.I.-driven price increases in grocery stores

Maryland is set to ban grocery stores from using artificial intelligence to implement dynamic price increases on food items. The legislation aims to protect consumers from algorithmic surge pricing on everyday essentials.

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What is Z-Angle Memory and why is Intel developing it?
What is Z-Angle Memory and why is Intel developing it?

Intel and SoftBank subsidiary SAIMEMORY are collaborating to commercialize Z-Angle Memory, an advanced DRAM technology that vertically stacks memory modules. Although the chips are at least three years away from release, ZAM could eventually replace the high-bandwidth memory that is currently in such high demand.

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Care homes and hotels in Japan shut as expansion strategy unravels

A fraudulent scheme targeting Chinese nationals has led to the closure of numerous care homes and hotels across Japan after scammers sold Japanese Business Manager visas disguised as real estate investments. Fraudsters purchased cheap, abandoned rural properties at rock-bottom prices and resold them at massive markups, but the collapse of the operation has left foreign investors with worthless buildings and no visas.

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Metal Gear Solid 2's source code has been leaked on 4chan
Metal Gear Solid 2's source code has been leaked on 4chan

The source code for the PlayStation Vita port of the Metal Gear Solid 2 HD remaster has been leaked on the imageboard 4chan. This unexpected disclosure exposes the underlying architecture of the classic game years after its initial release.

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A more efficient implementation of Shor's algorithm

Researchers have developed a more efficient implementation of Shor's algorithm, significantly reducing the quantum resources needed for integer factorization. This optimization marks a major milestone in quantum computing by making the process faster and less resource-intensive. Ultimately, this advancement brings the threat to current cryptographic systems one step closer to practical reality.

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Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge
Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge

Kimi K2.6, an open-weights model from Chinese startup Moonshot, defeated major competitors like Claude, GPT-5.5, and Gemini in an ongoing AI coding contest. The unexpected victory took place during a real-time programming puzzle that evaluated ten language models using objective scoring.

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Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML
Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML

The author discusses techniques for preventing AI psychosis during coding sessions by structuring project specifications in YAML. They have also open-sourced a new toolkit to help developers easily implement this structured approach in their own workflows.

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Windows quality update: Progress we've made since March
Windows quality update: Progress we've made since March

The new leader of the Windows Insider Program has published a quality update detailing the progress made on system improvements since March. The post highlights two key themes driving these recent enhancements to the Windows operating system.

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I built my own hair electrolysis machine
I built my own hair electrolysis machine

A maker has built a DIY hair electrolysis machine featuring voltage regulation and shared their build details and results with the community. The accompanying discussion explored technical questions about the device's hardware costs, pain levels, and procedural speed compared to professional treatments. Additionally, the thread highlighted the active trans community within the hacker scene, sparking humorous tangents about DIY hormone extraction.

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Group averages obscure how an individual's brain controls behavior: study
Group averages obscure how an individual's brain controls behavior: study

A Stanford Medicine study demonstrates that analyzing individual brain scans rather than relying on group averages uncovers crucial differences in brain function. Researchers found that this individualized approach successfully identifies specific neural variations in children who struggle with goal-oriented tasks. These findings highlight the importance of utilizing personal brain data to accurately understand how the brain controls individual behavior.

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How far behind is each major Chromium browser?

A new tracking tool compares the current Chromium engine versions shipped by major desktop browsers against the latest upstream releases. It highlights exactly how up-to-date each browser is in relation to the core Chromium project. This helps users easily identify any delays in receiving the newest features and critical security patches.

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Underwater robot tracks sperm whale conversations in real time

An energy-efficient underwater glider robot is tracking sperm whale conversations in real time, using buoyancy adjustments instead of propellers to withstand extreme deep-ocean pressures for extended periods. This continuous acoustic monitoring aims to gather long-term data that could yield unprecedented insights into complex marine communication and biological information processing.

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Because it doesn't have to

This article reflects on Jim Kurose's networking insight that the internet functions effectively because it is not forced to operate under rigid perfection. It explores how the foundational IP and lower network layers contribute to this resilient system.

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