News Nug
Jules, our asynchronous coding agent

Published: 2025-08-06 | Origin: Hacker News

Jules has officially launched publicly, powered by Gemini 2.5, after a successful beta phase where developers made significant improvements, including over 140,000 code enhancements. Key updates include a refined user interface, numerous bug fixes, and new features like the ability to reuse previous setups for faster task execution, GitHub issues integration, and multimodal support. Jules now leverages advanced capabilities from Gemini 2.5 Pro for better coding plans and outputs. Structured tiers with increased limits for Google AI

Day 86: GraphQL for Flexible Log Queries - The Netflix Approach to Log Analytics

Published: 2025-08-06 | Origin: /r/programming

The High-Level Learning Agenda focuses on developing a GraphQL-based solution for managing log data, featuring several key components: 1. **GraphQL Schema Design**: Establishing a flexible interface for querying logs. 2. **Real-Time Subscriptions**: Implementing a WebSocket system for live log streaming. 3. **React Dashboard Integration**: Creating a modern frontend using Apollo Client. 4. **Performance Optimization**: Utilizing DataLoader patterns and Redis caching to enhance efficiency. 5. **Production Deployment

I applied software principles like version control and debugging to master sourdough, then open-sourced the framework.

Published: 2025-08-06 | Origin: /r/programming

The content discusses an open-source book aimed at helping individuals make sourdough bread at home by providing a foundational framework rather than specific recipes. It acknowledges the diversity in flour, sourdough starters, and home baking setups, which makes traditional recipes often ineffective. The book combines knowledge from previous projects over four years to delve deeper into natural fermentation and includes scientific references. It provides instructions for downloading and building different formats of the book, including PDF and ePub versions, and notes that while the build process

How Potatoes Evolved

Published: 2025-08-06 | Origin: Hacker News

A recent study reveals the origin of the potato, tracing it back to a hybridization event that occurred around nine million years ago in the Andes. Researchers found that early potatoes emerged when ancestors of tomatoes hybridized with a related group known as Etuberosum, allowing the formation of underground tubers. This development enabled rapid diversification into over a hundred species. Lead researcher Sanwen Huang highlights that this event illustrates how hybridization can lead to the evolution of new traits and species. Potatoes are a vital

Where's that shared library

Published: 2025-08-06 | Origin: /r/programming

The author discusses their experience with packaging a Python application to create a self-contained directory that can run on machines without Python installed. This is complicated by the need for various imaging and AI libraries with C extensions. The article focuses on practical problems related to dynamic linking and the linker in macOS and Linux environments, rather than purely theoretical concepts. While it references the Python ecosystem, the main theme centers on shared libraries and how the linker resolves dependencies. The author aims to help readers create standalone relocatable distributions

Claude Code IDE integration for Emacs

Published: 2025-08-06 | Origin: Hacker News

Claude Code IDE integration for Emacs enhances the Emacs environment by integrating the Claude Code CLI through the Model Context Protocol (MCP). This allows Claude to interact seamlessly with Emacs, utilizing its features such as language server protocol (LSP), project management, and custom Elisp functions. The integration enables Claude to understand the current context, access selected text, manage code changes with ediff, and reference content within discussions, making it a true AI assistant within the Emacs workflow. Users can install

How We Built Exactly-Once Delivery Without Checkpoints or Latency Penalties

Published: 2025-08-06 | Origin: /r/programming

Implementing "exactly once" data delivery in distributed and streaming systems is challenging, but essential for ensuring data integrity and consistency during failures. In this blog post, the author shares strategies implemented at Epsio that deviate from traditional methods, particularly focusing on leveraging downstream data access to mitigate common issues. At first glance, achieving exactly-once delivery in stream processing seems straightforward—consume data, transform it, and write it to a destination. However, infrastructure faults can disrupt operations, demanding robust

I bought a £16 smartwatch just because it used USB-C

Published: 2025-08-06 | Origin: Hacker News

The review discusses the author's quest to standardize all their portable electronics to use USB-C charging, including smartwatches, which typically struggle with battery life and often use proprietary charging methods. The author bought the Colmi P80 smartwatch, claimed to be the world's first with a USB-C port, for £16, expecting it to be of low quality. Surprisingly, the review found that the USB-C charging worked well and the watch performed decently. Key features included accurate timekeeping, easy Bluetooth pairing

Don't “let it crash”, let it heal

Published: 2025-08-06 | Origin: Hacker News

The content begins a series addressing misconceptions about Elixir, specifically critiquing the phrase "let it crash." The author believes this phrase can mislead newcomers, suggesting a lack of concern for code quality, as it implies that crashes are acceptable. In Elixir, built on the BEAM VM, processes are lightweight and can recover from crashes through a supervisor system, which can lead to a more resilient application. However, "let it crash" may give the impression of sloppy coding practices, akin to

In the Future All Food Will Be Cooked in a Microwave, and if You Can’t Deal With That Then You Need to Get Out of the Kitchen

Published: 2025-08-06 | Origin: /r/programming

The author, a restaurant owner, discusses the rapid advancements in microwave technology and predicts that kitchens will eventually be reduced to merely having a microwave, eliminating traditional cooking equipment like stoves and ovens by 1955. They advocate for chefs to embrace microwaves, arguing that those who do not will be left behind in the industry. The author offers a course on using microwaves and highlights their experience of being banned from a subreddit for sharing microwaved food, claiming it reflects resistance to the future of cooking.

Workflow Engine design proposal, tell me your thoughts

Published: 2025-08-06 | Origin: /r/programming

The content emphasizes the importance of user feedback and invites users to engage with the project on GitHub, including signing up for an account to ask questions or report issues. It mentions the development of a new workflow processing engine for Emmett, designed for coordinating multi-step business processes with durable execution and observability. Users are encouraged to provide feedback, view documentation for qualifiers, check an example API, and join a Discord channel for more interactive discussions. There are also repeated notices about loading errors on the page.

Show HN: Kitten TTS – 25MB CPU-Only, Open-Source TTS Model

Published: 2025-08-06 | Origin: Hacker News

The content emphasizes the importance of user feedback, stating that it is carefully considered. It introduces Kitten TTS, an open-source text-to-speech model that is lightweight (under 25MB) and features 15 million parameters for high-quality voice synthesis. The model is currently in developer preview and is available for use across various platforms. The message also encourages users to refer to the documentation for available qualifiers and to join their Discord community.

The Amaranth hardware description language

Published: 2025-08-06 | Origin: Hacker News

The Amaranth project offers an open-source toolchain for hardware development based on synchronous digital logic using Python. It focuses on ease of learning, minimizing coding errors, and simplifying complex designs with reusable components. The toolchain includes the Amaranth language, a standard library, a simulator, and a build system, which together facilitate the FPGA development process. It allows integration with existing Verilog or VHDL code, enabling a flexible design flow. The Amaranth language is a Python library for

I'm Archiving Picocrypt

Published: 2025-08-06 | Origin: Hacker News

The message emphasizes the importance of user feedback and reassures users that their input is taken seriously. It also mentions the availability of qualifiers in the documentation and prompts the user to reload the page due to an error. Additionally, there's a request for assistance in analyzing a final message from a developer regarding their archived open-source file encryption software.

Marines now have an official drone-fighting handbook

Published: 2025-08-06 | Origin: Hacker News

The U.S. Marine Corps has released a 90-page handbook focused on the use of small unmanned aerial systems (sUAS) in combat situations, enhancing their drone operation capabilities. The "Small UAS/Counter-small UAS Integration Handbook," published in June, supports a new 10-day training course at Camp Pendleton, aimed at instructing around 400 students by year-end. The handbook, overseen by Lt. Col. Nick Freeman and his team, consolidates lessons learned

Software Rot

Published: 2025-08-06 | Origin: Hacker News

Software rot refers to the degradation of software functionality due to changes in the environment it operates in, such as updates to libraries that lack backward compatibility. This phenomenon fosters a mindset where software is deemed obsolete without ongoing maintenance. Instead of focusing solely on the software's lifespan, it's beneficial to consider the stability of its underlying environment, likening it to constructing a house on solid ground rather than a bog. While developing on dynamic platforms is often necessary, compatibility with stable, unchanging systems can mitigate issues associated with

Engineer restores pay phones for free public use

Published: 2025-08-06 | Origin: Hacker News

Failed to fetch content - HTTP Error - Net::ReadTimeout with #<TCPSocket:(closed)>

Create personal illustrated storybooks in the Gemini app

Published: 2025-08-05 | Origin: Hacker News

The Gemini app now offers a feature for creating personalized, illustrated storybooks with read-aloud narration. Users can describe any story, and Gemini will generate a unique 10-page book with custom illustrations and audio. The app can also incorporate inspiration from users' own photos and files, allowing for various artistic styles such as pixel art, comics, and more, available in over 45 languages. The feature is accessible globally on both desktop and mobile. For more updates, users can subscribe to Google news.

How we built the worlds fastest VIN decoder

Published: 2025-08-05 | Origin: /r/programming

At Cardog, the company processes millions of vehicle listings daily, which require VIN decoding for details like make, model, and engine specifications. The National Highway Traffic Safety Administration (NHTSA) provides an official API for this data, but its average response time of over three seconds is a hindrance due to the massive volume of requests. The NHTSA's Vehicle Product Information Catalog (VPIC), which has been compiled since 1981, is comprehensive but poorly optimized for speed, featuring legacy

Spotting base64 encoded JSON, certificates, and private keys

Published: 2025-08-05 | Origin: Hacker News

The author was examining a file meant to contain encrypted content for a GitHub repository and noticed something odd about its structure. After consulting a colleague, they discovered the file was base64 encoded JSON, which could be decoded using visual cues—specifically, that it starts with "ey" indicating the presence of {" and often includes a trailing equal sign for padding. The colleague also pointed out that base64 encoded certificates and private keys can be identified by beginning with "LS," similar to "TLS certificate."