A couple million lines of Haskell: Production engineering at Mercury

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Ian Duncan, a Mercury engineer, discusses how Haskell helps maintain a large and complex codebase by encoding operational knowledge into types, making the safe path easy and the wrong thing difficult. He shares lessons learned from Mercury's experience with Haskell, including the importance of containing mutation, encoding incantations in types, and using durable execution frameworks like ...

This Month in Ladybird – April 2026

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Ladybird browser made significant improvements in April, including faster JS-to-JS calls, improved HTML parsing, and enhanced UI features. The browser also fixed various bugs and added new features, such as a new Linux frontend, improved caching, and better performance on various websites.

Dav2d

https://code.videolan.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.25.0
Anubis is a server protection system using Proof-of-Work to prevent aggressive AI scraping. It requires modern JavaScript features, so disable JShelter or similar plugins for this domain.

Six Years Perfecting Maps on WatchOS

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The author spent six years developing a custom mapping experience for the Apple Watch, culminating in Pedometer++ 8's watchOS mapping support.

Unverified Evaluations in Dusk's PLONK

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A critical soundness vulnerability was found in dusk-plonk, a PLONK implementation powering Dusk Network's ~$60M market cap. The vulnerability allowed a malicious prover to forge verifying proofs for arbitrary false statements, bypassing every constraint in the transaction circuit.

Do_not_track

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Users can opt out of telemetry data collection by setting a standard environment variable. This variable should be checked by tools that collect telemetry or make non-essential network requests.

Windows quality update: Progress we've made since March

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The Windows Insider Program is improving with more transparency, control, and fewer disruptions, including changes to the navigation, Feedback Hub, and Windows Update. New features and improvements are being rolled out, such as unified updates, improved pause controls, and reduced AI presence, with a focus on performance, reliability, and user experience.

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

https://med.stanford.edu/news/all-news/2026/04/brain-scans-individual-versus-group/_jcr_content/main/article/contentfragment/par6/image.coreimg.jpeg/1776804535171/branigan-menon-mistry.jpeg
Studying cognition by averaging data from many people’s brain scans hides how individuals use their brains, new Stanford Medicine research has shown. In particular, children who struggle with goal-oriented tasks show distinct patterns of brain activity when their data is analyzed individually, rather than as part of a group of kids with mixed abilities. The findings, which have implications ...

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

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The user created Acai.sh, a tool for writing and tracking feature specs, to improve software development and collaboration. It uses a feature.yaml format and ACIDs (Acceptance Criteria IDs) to reference requirements in code and tests.

Show HN: Apple's Sharp Running in the Browser via ONNX Runtime Web

https://raw.githubusercontent.com/bring-shrubbery/ml-sharp-web/main/docs/preview.gif
Enough disk space and RAM for the SHARP model (the exported ONNX sidecar is large, ~2.4 GB) For that reason, the app uses the hosted model by default. Uploading only the .onnx file directly in the browser usually will not work because the .onnx.data sidecar is separate. The easiest route is to follow the upstream SHARP setup first, then run this exporter script from this repo. The app runs ...

Neanderthals ran 'fat factories' 125,000 years ago (2025)

https://www.universiteitleiden.nl/binaries/content/gallery/ul2/main-images/archaeology/neumark-banner.jpg/neumark-banner.jpg/d1180x428
Neanderthals in central Germany 125,000 years ago extracted fat from bones by crushing and heating them, indicating complex resource management. This discovery pushes back the timeline for this behavior by tens of thousands of years, showing Neanderthals were adaptable and efficient in their food strategies.

Care homes and hotels in Japan shut as expansion strategy unravels

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A hotel in Choshi, Chiba Prefecture, has remained closed since late 2025 due to an investigation into its operator's business model, which allegedly ties visa acquisition for Chinese investors to facility purchases. At least 24 facilities acquired by the operator are now shut or out of business.

Inventions for battery reuse and recycling increase seven-fold in last decade

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Global battery demand is surging, with 14 million end-of-life batteries expected by 2040. Europe is positioning itself to lead the circular battery economy with innovation and policy support.

VS Code inserting 'Co-Authored-by Copilot' into commits regardless of usage

https://camo.githubusercontent.com/a1db9b89615d7ca02b94815b4adab34ebeefe4b09d6ac39ffc9e0fddb8a06567/68747470733a2f2f6865646965742d73637265656e73686f74732e617a75726577656273697465732e6e65742f696d616765732f61643762636530333466303464663636346662326139316630623536663436653439393065316135333364316635623737356332346638373962633166393739
User is trying to apply a suggestion to a GitHub conversation but is encountering various errors such as no code changes, deleted lines, and pull request queue. The suggestion cannot be applied at this time due to these restrictions.

Sourcefeed – a pop-up RSS service

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A standalone feed. No website, no newsletter. Just your words, delivered to your readers’ rss reader.

The agent harness belongs outside the sandbox

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The agent harness runs outside the sandbox for multi-user agents, allowing shared skills and memories in a database, and uses virtualization to route tool calls to the sandbox or database. This approach keeps the API surface the same as the model was trained on and avoids the need for custom tools like memory_read.

Clojurists Together – Q2 2026 Open Source Funding Announcement

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Clojurists Together is funding 5 projects in Q2 2026, including improvements to Malli, SciNoj, Clojure LLM, Gloat, and PluMCP. These projects aim to enhance performance, usability, and functionality in various areas such as data analysis, AI, and native compilation for Clojure.

A more efficient implementation of Shor's algorithm

Researchers at Google, UC Berkeley, and other institutions created a quantum circuit that can factor 256-bit elliptic-curve signatures using fewer qubits and gates than previous methods. They published a zero-knowledge proof that they know the circuit, but not the actual circuit itself.

Show HN: State of the Art of Coding Models, According to Hacker News Commenters

A daily update captures Hacker News comments on AI-assisted coding models, selecting relevant posts and analyzing sentiment with Gemini. Results are logged to a Google Sheet for auditing and debugging.

Because it doesn't have to

The internet stack's lower layers don't guarantee delivery, allowing simpler protocols like TCP to restart communication when it fails. Machine learning models can also make probabilistic guesses to solve complex problems, allowing for flexibility and better performance.

How fast is a macOS VM, and how small could it be?

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A macOS VM on a Mac mini M4 Pro with macOS 26.4.1 runs at 98% of host speed, with GPU performance at 95%. A MacBook Neo can run a usable macOS VM with 2 virtual cores and 4 GB of memory.

Investors pile into clean energy as Iran war drives push for energy security

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A physics engine with incremental rollback for multiplayer games

Easel's new custom-built physics engine supports large worlds by only snapshotting and rolling back changed objects. This allows for more complex games with thousands of objects.

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

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AI, Intimacy, and the Data You Never Meant to Share

https://fshot.org/techzone/images/ai-pleasure-toys.webp
Artificial intelligence is quietly entering intimate spaces with connected devices that learn user preferences through bio-feedback sensors. This raises concerns about data storage, access, and handling of intensely personal biometric information.

Systemd-manager-TUI: A TUI application for managing systemd services

https://raw.githubusercontent.com/matheus-git/systemd-manager-tui/main/assets/systemd-manager-tui.gif
This tool allows you to manage systemd services with ease. You can view logs, list services, view properties, edit unit files, and control their lifecycle: start, stop, restart, mask, unmask, enable, and disable using the D-Bus API. It also supports Vim-like navigation. It is possible to navigate between system and user units and choose to list only running services or all units. ...

Windows API is Successful Cross-Platform API (2024)

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

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The AI Coding Contest's Word Gem Puzzle challenge saw Kimi K2.6 from Moonshot AI win with 22 match points, followed by MiMo V2-Pro from Xiaomi and GPT-5.5. The results showed a significant gap between the top two models and the rest, with Kimi's aggressive sliding strategy proving effective on larger grids.

The USB Situation

https://randsinrepose.com/wp-content/uploads/2026/04/usb-situation.jpg
I use a MacBook Pro with a Studio Display, connecting via a braided cable that handles video, power, and other Display connections. The cable's speed is limited by the port type, not the cable itself, so I recommend using a Thunderbolt 5 cable for faster speeds.

Executable installer will stop being released with Python 3.16

https://www.python.org/static/opengraph-icon-200x200.png
The Python install manager is a tool for installing and managing runtimes, available through the Microsoft Store app. It supports Windows 10 and later, and automatically updates within a day of new releases.