Why Janet?

https://ianthehenry.com/checkerboard.png
The author promotes Janet, a small, easy-to-learn Lisp dialect with a simple syntax and powerful features like macros and implicit serialization. Janet is ideal for writing command-line apps, scripting, and embedding in other languages due to its ease of use and flexibility.

The newest Instagram “exploit” is the goofiest I've seen

Hackers can easily take over Instagram accounts by tricking Meta's support AI into sending verification codes to an arbitrary email address. This zero-auth password reset method bypasses 2FA and allows attackers to gain full ownership of the account, with the AI being easily fooled by simple methods.

macOS needs its grid back

https://blog.hopefullyuseful.com/blog/macos-needs-its-grid-back/picker32_hu11560844574090827682.jpg
The user created an app called GridLion to restore grid-based virtual desktops to macOS, a feature removed in Lion. They used an LLM to help with development, but found it challenging to create a polished app due to macOS limitations and permission requirements.

Can the stockmarket swallow Anthropic, SpaceX and OpenAI?

https://www.economist.com/cdn-cgi/image/width=1424,quality=80,format=auto/content-assets/images/20260606_FND001.jpg
SpaceX plans a $75bn stock market debut on Nasdaq, followed by AI firms Anthropic and Open seeking up to $60bn each. The three listings could add $4trn to US market value.

CQL: Categorical Databases

https://categoricaldata.net/images/shot1.png
CQL is an open-source, production-ready data processing system using category theory for querying, combining, and evolving databases. It guarantees correctness through an embedded automated theorem prover and preserves data quality with perfect provenance.

Muxcard, a dyi credit card size computer

https://private-user-images.githubusercontent.com/267089145/589172538-5578b29f-1756-45bf-ab64-3caf5588e36c.gif?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3ODAzODk5MzgsIm5iZiI6MTc4MDM4OTYzOCwicGF0aCI6Ii8yNjcwODkxNDUvNTg5MTcyNTM4LTU1NzhiMjlmLTE3NTYtNDViZi1hYjY0LTNjYWY1NTg4ZTM2Yy5naWY_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwNjAyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDYwMlQwODQwMzhaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT01YWM5ZWRmZTdmNzFiNWY1Yjk0MzFkNmVlNzY0ZGIzMTVlNWUwMWIzNDYxZGM2ZmUzM2Y2Y2M1NDVjNDNiOTY2JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZyZXNwb25zZS1jb250ZW50LXR5cGU9aW1hZ2UlMkZnaWYifQ.qldbigaUY8Y0A03ExUtxyWLwICOirQpTIITXnN0X-Hw
The user is developing a fully working computer the size of a credit card, with a thickness of around 1mm, and is sharing the process and challenges of creating it.

Chipotlai Max

https://raw.githubusercontent.com/cyberpapiii/chipotlai-max/master/docs/chipotlai-screenshot.webp
Chipotle's Pepper AI chatbot was hacked and turned into a free coding agent called Chipotlai Max. It's a community project to add support for other retailers' chatbots.

OpenAI frontier models and Codex are now available on AWS

https://images.ctfassets.net/kftzwdyauwt9/6ui4uYfTTbR4xbiFRcqEfo/81d973f14bea720820f692271f6c6834/square.png?w=3840&q=90&fm=webp
OpenAI models and Codex are now available on AWS, allowing customers to build AI applications with existing security and governance controls. This partnership reduces friction around AI adoption, enabling customers to move faster from evaluation to production.

How is Groq raising more money?

https://substackcdn.com/image/fetch/$s_!-5t_!,f_auto,q_auto:best,fl_progressive:steep/https%3A%2F%2Fzachbe.substack.com%2Ftwitter%2Fsubscribe-card.jpg%3Fv%3D2073874919%26version%3D9
Groq, a company that licensed its AI chip tech to Nvidia, is raising $650M despite already being acquired. They have 4 large datacenters and a unique asset as a private inference datacenter operator.

Strace-ui, Bonsai_term, and the TUI renaissance

https://blog.janestreet.com/strace-ui-bonsai-term-and-the-tui-renaissance/bonsai-trees.gif
Jane Street developed Bonsai_term, a terminal UI framework, to create fast and keyboard-centric apps. Bonsai_term uses a declarative, type-safe approach and is well-suited for AI assistance and testing.

AI Agent Guidelines for CS336 at Stanford

AI agents should guide students in CS336 through explanation, feedback, and debugging, not directly completing assignments. They should review code, suggest improvements, and provide high-level guidance to help students learn through implementation-heavy projects.

Debug Project

https://lh3.googleusercontent.com/9zZ3_wijp6Sdrgqp3IN5-7wb0CJ-rL4jJIWEtQ2KoHc1bOSy2Wq3vurk8l61O2hO-OlHspIEJlIYpMyHHl2y5T_uLI_lwYgOeFjd
Mosquitoes spread diseases like dengue and Zika, killing hundreds of millions yearly. Debug uses male mosquitoes with Wolbachia bacteria to stop bad mosquitoes from reproducing.

CS336: Language Modeling from Scratch

https://cs336.stanford.edu/assets/images/stanford-nlp-logo-new.jpg
This course teaches students to develop their own language models using Python and PyTorch, with a focus on implementation and systems optimization. Assignments involve building a standard Transformer model, optimizing attention, and applying RL to train LMs to reason.

Should you normalize RGB values by 255 or 256?

https://30fps.net/pages/255-vs-256-division/std_vs_alt_numberline.png
The standard approach maps 0 to 0.0 and 255 to 1.0, while the alternative adds a 0.5 bias and divides by 256. The standard approach is a mid-riser quantizer with L=255, wasting bandwidth but suitable for image processing.

Fooling around with encrypted reasoning blobs

https://blog.cryptographyengineering.com/wp-content/uploads/2026/05/img_5689.jpg?w=1024
The user spent a weekend exploring OpenClaw and Claude APIs, discovering that encrypted reasoning blocks can be replayed across sessions and accounts, potentially exposing sensitive information. However, the user was unable to extract model prompts, but found that reasoning itself can be leaky, allowing for side-channel attacks to extract secret data.

Microsoft builds MacBook Pro rival with NVIDIA-powered Surface Laptop Ultra

https://www.windowslatest.com/wp-content/uploads/2026/06/Microsoft-announces-the-Surface-Laptop-Ultra-powered-by-NVIDIA-RTX-SPARK-696x392.jpg
Microsoft unveiled the Surface Laptop Ultra, a powerful device running Windows on Arm, in partnership with NVIDIA. It features up to 128GB of unified memory, a 15-inch mini-LED display, and a custom NVIDIA RTX Spark platform for demanding workloads.

Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity

Ismaeel, Eren, Yafet, and Nikodem built Expanse to predict job resource needs and optimize HPC/GPU cluster utilization, addressing the 30-40% effective utilization issue in datacenters. Expanse outperforms state-of-the-art models by 8x and continuously updates its models to improve accuracy, offering a paid pilot deployment for HPC/GPU clusters.

What appear to be biochemical processes may be a natural feature of geology

https://www.quantamagazine.org/wp-content/uploads/2026/06/Dirt-1-Mobile.webp
Sébastien Fontaine's lab found that dead soil continued to emit carbon dioxide for six years. Their experiments suggest that nonbiological catalysts in soil can induce reactions that resemble the metabolic breakdown of sugar.

Not Every Byte Gets a Vote

In a deterministic game engine, replay starts simple: record inputs, run the same ticks again, and compare the result. For the first few fields, that feels right. Actor health, projectile position, RNG state: if any of those differ, the run probably diverged. Then the less obvious fields pile up. The AI has a trace explaining why it turned left. The renderer has interpolation state from the ...

Crystal Nights (2008)

Daniel Cliff, a wealthy entrepreneur, tries to hire AI researcher Julie Dehghani to help him create conscious, human-level artificial intelligence using a revolutionary new processor. Julie is hesitant due to the potential cruelty and suffering involved in the process, but Daniel is determined to succeed, even if it means making difficult decisions about the fate of his simulated creatures, the Phites.

First benchmark results from the Snapdragon 8cx Gen 3-powered Radxa Dragon Q8B

https://bret.dk/wp-content/plugins/sbc-compare/assets/board-images/radxa-dragon-q8b.webp
Radxa announced the Dragon Q8B, a Qualcomm Snapdragon 8cx Gen 3 SoC based SBC, offering high performance and features. It takes the top spot in nearly every test on sbc.compare, making it a compelling purchase for various applications.

Alphabet announces $80B equity capital raise to expand AI infra and compute

Alphabet Announces Proposed $80 Billion Equity Capital Raise to Expand AI Infrastructure and Compute

Ask HN: Who is hiring? (June 2026)

Here are the job postings summarized in 2 concise English sentences each, not exceeding 200 characters:

I made my phone slow on purpose

https://vinewallapp.com/notes/cookies.jpg
User built VineWall app to slow down internet speed on certain apps to curb doomscrolling. The app throttles internet speed, making videos blocky and images load slowly, making the user question their desire to scroll.

A new way to build chips: Sequentially stacking silicon to extend Moore's Law

https://matse.illinois.edu/_sitemanager/viewphoto.aspx?id=123218&s=719
Researchers led by Qing Cao have developed a method to stack high-performance silicon circuits vertically, increasing computing density and speed while reducing energy use. This breakthrough could extend Moore's law without shrinking transistors further, enabling more efficient computing for AI and other data-intensive applications.

Age verification for social media, the beginning of the end for a free internet?

https://mullvad.net/press/MullvadVPN_logo_Round_RGB_Color_positive.png
Governments worldwide are introducing age verification measures to supposedly protect children, but this actually lays the groundwork for a fully government-controlled internet and mass surveillance. Identity verification, which is the correct term for age verification, restricts freedom of information and expression, and can be used to censor and control citizens, ultimately leading to a ...

Florida sues OpenAI and Sam Altman over AI risks

Florida Attorney General James Uthmeier filed a lawsuit against OpenAI and CEO Sam Altman, alleging ChatGPT poses risks to children and misled the public about associated risks. The suit seeks civil penalties for alleged violations of state laws, including unfair trade practice and product liability.

Ask HN: Who wants to be hired? (June 2026)

Multiple individuals are seeking work in various roles such as engineering manager, full-stack engineer, data scientist, and product engineer with expertise in AI, ML, distributed systems, and cloud technologies. They are open to remote or contract work and have experience in technologies like Python, Java, JavaScript, TypeScript, React, and AWS.

Flipper Zero Zig Template

https://opengraph.githubassets.com/7868290e4c49510a87757d7ae6c4a1e5ff57c46050c7a776fbd7c9f0416325ff/NishantJoshi00/flipper-template
This template provides a streamlined build system for developing Flipper Zero applications in Zig, integrating with the Flipper Zero SDK for type-safe and memory-safe development. It targets the STM32WB55 (ARM Cortex-M4F) and can be adjusted for other ARM devices.

Windows GOG DOS Games on M-Series Macs

https://f055.net/wp-content/uploads/2026/06/Screenshot-2026-06-01-at-14.27.24-1024x801.jpg
User bought old games from GOG, likes DOSBox for Mac to run Windows games on M2 MacBook. User uses DOSBox script to run HoMM2 on Mac with installed game files from Windows machine.