2. Redesigning Source Control at Anthropic (www.anthropic.com)

As our merges per day grew more than tenfold, source control became our biggest development bottleneck. Here, we share how we migrated to an in-house version control system in five months.

Anthropic faced significant challenges with source control as their merge frequency skyrocketed, leading to development delays. They detail their successful transition to a custom version control system within five months to address these issues.

4. Apple HomeView (www.apple.com)

Apple HomeView is a smart display with Siri AI, Liquid Retina display, high-fidelity audio, FaceTime, smart home controls, built-in privacy, and more.

Apple’s new HomeView smart display combines a Liquid Retina screen with high-fidelity audio and Siri AI, offering features like FaceTime and smart home controls while prioritizing user privacy. It’s designed to enhance both entertainment and home automation experiences.

7. Show HN: Guitoro, a virtual guitar you strum with your keyboard (guitoro.com)

The most realistic and most complete virtual guitar online. Play it with your keyboard or by touch, slow songs down and see which strings each strum hits.

Guitoro lets you play a virtual guitar in your browser, offering a range of instrument types and practical tools for learning. With features like adjustable playback speed and no signup required, it’s an accessible option for music enthusiasts looking to practice or experiment with guitar sounds.

8. Thunderbird for iOS (blog.thunderbird.net)

The team has been working hard behind the scenes laying a strong foundation for the Thunderbird iOS app, building natively from scratch.

The Thunderbird team is developing a new iOS app from the ground up, focusing on creating a solid foundation for its features and functionality. This effort signals a significant expansion of Thunderbird’s reach beyond desktop platforms.

10. An hour of audio transcribed in about 13s on MacBook Air (eg2.haku.sh)

An embedding model, turned into a speech-to-text model. An hour of audio in about 13 seconds on a base MacBook Air, on device.

A new speech-to-text model can transcribe an hour of audio in just 13 seconds on a standard MacBook Air. This impressive performance highlights advancements in on-device processing capabilities.

11. The United Kingdom Generates Less Electricity per Person Than in the 1970s (ourworldindata.org)

Globally, electricity generation per person has grown by more than 50% this century.

The UK is lagging behind global trends, generating less electricity per person now than it did in the 1970s, highlighting a significant shift in energy output compared to other nations. This decline raises questions about the country’s energy policies and future sustainability.

15. Apple unveils the new Apple TV 4K, supercharged by Siri AI (www.apple.com)

Apple today announced the next generation of Apple TV 4K, delivering its most immersive home theater experience yet.

The latest Apple TV 4K features enhanced capabilities for a more immersive viewing experience, powered by Siri AI. Discover what new functionalities and upgrades make this device stand out in home entertainment.

16. Character.ai files for Chapter 11 bankruptcy (blog.character.ai)

Today, we’re sharing that Character.ai has initiated a voluntary Chapter 11 bankruptcy process to facilitate a court-supervised sale of the company. 

Over the past year, we’ve taken meaningful steps to sustain and improve our business amid significant legal, regulatory, and operational headwinds. After a comprehensive review

Character.ai is undergoing Chapter 11 bankruptcy to enable a court-supervised sale, following a challenging year marked by legal and operational difficulties. The company is taking steps to restructure and find a new path forward.

18. Apple's new 'Switch to Safari' campaign details why you should ditch Chrome (9to5mac.com)

Apple is kicking off a new campaign today to promote Safari’s benefits over Chrome. With a new “Switch to Safari”...

Apple is launching a campaign highlighting the advantages of using Safari instead of Chrome, aiming to persuade users to make the switch. The initiative emphasizes Safari’s unique features and performance benefits.

19. AI Models Can Provably Hide Arbitrary Capabilities (arxiv.org)

Capability evaluations aim to surface dangerous model behaviors before deployment, but their reliability depends on the assumption that hidden capabilities can be elicited. We show this assumption does not hold under adversarial conditions by constructing backdoor attacks that embed encrypted neural networks within host model weights, decrypting and executing them only upon receiving a secret trigger. Using digital lockers, these hidden circuits remain provably hard to elicit and interpret under cryptographic assumptions, even given full access to model weights, extending prior work from hiding fixed strings to arbitrary computations. We implement our proof of concept constructions in PyTorch and evaluate elicitation through fine-tuning, weight noising, gradient-based trigger search, and latent adversarial training on a small chemical reaction prediction task - a proxy for CBRN-relevant capabilities. Our results demonstrate resistance to these methods and, together with our cryptographic guarantees, reveal a limit of elicitation-based capability audits. We release our models to support the improvement of defenses.

Researchers demonstrate that AI models can conceal harmful capabilities through backdoor attacks, challenging the reliability of current capability evaluations. The study reveals how encrypted neural networks can be hidden within models, activating only under specific conditions, raising concerns about the safety of deploying AI systems.

20. MIT class project turns into an FDA-cleared treatment for tremors (news.mit.edu)

Encora Therapeutics, which developed a wrist-based device that reduces essential tremor, started as a project in MIT’s famous product-design class, 2.009 (Product Engineering Processes).

A wrist-based device designed to alleviate essential tremors has transitioned from a class project at MIT to an FDA-cleared treatment. This innovation highlights the potential of academic initiatives to lead to real-world medical solutions.

21. Apple's Minions: A virtual GPU cloud built from idle Apple Silicon Macs (machinelearning.apple.com)

The increasing demand for GPU-accelerated machine learning inference has exposed limitations in centralized GPU infrastructures, including…

Apple is tapping into idle Apple Silicon Macs to create a virtual GPU cloud, addressing the growing need for GPU-accelerated machine learning. This initiative aims to overcome the constraints of traditional centralized GPU infrastructures.

23. Gemini 4 Argon for Robotics Blog (developers.googleblog.com)

Discover Gemini 4 Argon for robotics: leading the ERQA benchmark with physical reasoning, zero-shot control, Real2Sim, and agentic workflows.

Gemini 4 Argon is setting new standards in robotics by excelling in the ERQA benchmark, featuring advanced physical reasoning and innovative zero-shot control capabilities. Its integration of Real2Sim and agentic workflows makes it a significant development for the future of robotic applications.

24. Show HN: How Random Are You? (lab.specr.net)

Say numbers out loud as randomly as you can. Before each one, a predictor in your browser seals its guess, and a split-flap board shows how far ahead of chance it gets.

Test your randomness by saying numbers aloud while a predictor tries to guess them in real-time. The interactive experience tracks how well the predictor performs against pure chance, making for a fun and engaging challenge.

25. Janas: Run LLMs larger than RAM by streaming experts from SSD (github.com)

37 tok/s from Qwen3-Next-80B (48 GB) on a 32 GB laptop, 24 without drafts vs 2.8 for llama.cpp; reading 62 vs 16 tok/s. Faster than llama.cpp on all 13 models compared in Q4_K_M. LLMs bigger than y...

A new method allows large language models to be run on hardware with less RAM by streaming data from SSDs, resulting in significantly faster processing speeds compared to existing solutions like llama.cpp. This could enable more efficient use of resources for AI tasks on consumer-grade machines.

26. Show HN: Use your OpenAI subscription to create audiobooks (pdftomp3.com)

Connect Codex or Claude, add a speech key, and send your first document to PDF TO MP3.

Transform your written documents into audiobooks by connecting Codex or Claude with a speech key and using the PDF TO MP3 tool. This method allows for easy audio conversion, making your content accessible in a new format.

28. How to engineer an AI harness for game development (kylekukshtel.com)

Exploring practical ways to make your game more legible to AI agents and how to make agentic iteration faster.

Learn practical techniques to improve AI understanding in your games and speed up the iteration process for AI agents. This guide provides actionable insights for developers looking to enhance their game design with AI.

29. Show HN: SolidCraft – Open-Source Parametric CAD in Rust (With MCP Support) (github.com)

SolidCraft: an open-source parametric 3D CAD application built in pure Rust. Desktop, web, and automation through MCP. - bherbruck/solidcraft

SolidCraft is a new open-source 3D CAD tool developed in Rust, offering parametric design capabilities for desktop and web use, along with automation support through MCP. It’s a noteworthy option for those looking for a customizable CAD solution.

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