Category: Development

The Illusion of a Universal Problem-Solving Method

2025-06-12

This article reflects on problem-solving approaches, using Sudoku solvers as a case study. It contrasts the test-driven development (TDD) approach of Ron Jeffries, which involved significant effort, with Peter Norvig's concise and efficient solution. The author argues against a universal problem-solving method, emphasizing the importance of choosing the right tools and continuously learning new ones. Drawing parallels to the Entscheidungsproblem, the article highlights the role of insight and experience, and shares the author's personal problem-solving techniques.

(rjp.io)

Minimal Ruby Decorator in 30 Minutes

2025-06-12
Minimal Ruby Decorator in 30 Minutes

The author needed to add view-related logic to a Teacher model in a Rails project, but couldn't use the draper gem due to version incompatibility. They built a minimal decorator from scratch, initially adding extra behaviors, only to abstract them away later. The post details using Ruby's `method_missing` to handle undefined method calls, and simplifying decorator implementation through inheritance and `SimpleDelegator`. The final result is a clean and efficient decorator, resolving integration issues with default Rails behavior.

Development

CppNorth 2025: Schedule's Live, Keynote Speakers Announced, and Volunteers Needed!

2025-06-12
CppNorth 2025: Schedule's Live, Keynote Speakers Announced, and Volunteers Needed!

CppNorth 2025 is shaping up to be a fantastic event! The schedule is now live, featuring keynote speakers Sheena Yap Chan and Kate Gregory (returning for her fourth year!). They're seeking volunteers for on-site and organizational roles. The conference will be held at the King Edward Hotel in Toronto. They received nearly 100 talk proposals and will select approximately 20% for the conference. Sponsors include JetBrains and Autodesk.

Development

C++26 Reflection: A Value-Based vs. Type-Based Comparison

2025-06-12

This article compares the value-based and type-based reflection models in C++26 by tackling a problem solvable only with reflection: implementing an `is_structural` type trait. The author demonstrates how much simpler and more readable the value-based approach is compared to the type-based approach, which requires significantly more template metaprogramming. Differences in handling recursion and guarding instantiations are also discussed, concluding that while C++26 introduces new syntax, the value-based model streamlines reflection programming, resulting in more understandable and maintainable code.

Development

Microsoft Office's Epic Codebase Migration: From Source Depot to Git

2025-06-12
Microsoft Office's Epic Codebase Migration: From Source Depot to Git

This article recounts the epic journey of the Microsoft Office team migrating their massive codebase from the outdated Source Depot to Git. The migration was fraught with challenges, including building a 'parallel universe' to synchronize codebases, proving functional equivalence between the two systems, and coordinating communication with over 4,000 engineers. The author details each stage, from overcoming the differences between Source Depot and Git's branching models, building a Virtual File System to optimize performance, and training engineers in Git. The successful migration significantly improved developer efficiency and code quality, offering valuable lessons for large-scale technical migrations.

Development

EndBOX: A Retro-Inspired Minimalist Programming Computer

2025-06-12
EndBOX: A Retro-Inspired Minimalist Programming Computer

ReadyRUN has unveiled EndBOX prototypes, a miniature computer designed to recapture the essence of programming. Booting instantly into a retro-styled EndBASIC environment, it offers a bare-bones, command-line experience with no bloat. Targeted at developers and educators, EndBOX prioritizes hardware accessibility and learning. Two prototypes exist: a standard model with a 7-inch touchscreen, and a micro model with a 128x128 LCD. Both feature Wi-Fi and Bluetooth, running a NetBSD-based OS. The author is seeking community support to guide EndBOX's future, including hardware configurations and software features.

Knowing Within a Week: A Senior Engineer's Career Reflections

2025-06-12
Knowing Within a Week: A Senior Engineer's Career Reflections

A seasoned engineer shares her years of experience: within the first week of every new job, she intuitively knows whether it's the right fit. This intuition isn't always accurate, but proves remarkably reliable in the long run. She illustrates this with several examples, highlighting the importance of value alignment for managers, who must invest themselves fully, not just their output. Finally, she uses the 'chicken and pig' analogy to differentiate managers from engineers: engineers are 'involved', managers are 'committed'.

DIY Apple Vision Pro: Controlling a Website with Your Eyes

2025-06-12
DIY Apple Vision Pro: Controlling a Website with Your Eyes

Inspired by Apple Vision Pro, but lacking the $3,500 price tag, the author built Eyesite: a website controlled solely by eye tracking. Leveraging the WebGazer.js library, the project achieves surprisingly accurate gaze control through a nine-point calibration process. By removing the visual cues of both the eye cursor and the mouse, the experience becomes remarkably immersive. To compensate for the inherent jitteriness of eye tracking, the UI is significantly oversized, and a minimum screen size is enforced. While the code isn't production-ready, it's a fun and creative project demonstrating the potential of web technologies; the source code is available on GitHub.

Development web interaction

arXivLabs: Experimenting with Community Collaboration

2025-06-12
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework for collaborators to develop and share new arXiv features directly on the arXiv website. Individuals and organizations working with arXivLabs uphold our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only partners with those who share them. Have an idea for a project that will benefit the arXiv community? Learn more about arXivLabs.

Development

Apple's Container: A Native macOS Linux Container Tool

2025-06-11
Apple's Container: A Native macOS Linux Container Tool

Apple has open-sourced Container, a developer tool on GitHub offering a novel approach to running Linux containers directly on macOS. Unlike Docker or Podman, it integrates deeply with macOS frameworks, creating lightweight VMs for each container, boosting security and privacy. While minor issues exist, such as memory management and macOS version compatibility, it showcases Apple's commitment to native Linux container development on macOS, providing developers with a more native option.

Development

Python Code for Plotting Impedance Magnitude

2025-06-11

This Python code uses the matplotlib library to plot the magnitude of the real and imaginary components of impedance. The code defines two functions, `plot_re_mag` and `plot_im_mag`, to plot the magnitude of the real and imaginary parts respectively. It formats the axes, converting frequency to GHz and magnitude to dB ohm. Finally, it uses `plt.subplots` to create subplots and calls these functions to generate the complete impedance plot. The code is concise and efficient, suitable for data analysis and visualization.

Development

GitHub's Billionth Repo: A Milestone Marked by 'shit'

2025-06-11
GitHub's Billionth Repo: A Milestone Marked by 'shit'

GitHub celebrated the creation of its one billionth repository, revealing it to be named 'shit'. This event sparked discussions, highlighting GitHub's massive scale as the world's largest code hosting platform, while also prompting conversations about repository naming conventions. While the name is somewhat vulgar, it underscores the vibrancy and creativity within the GitHub community.

Development Repository Milestone

arXivLabs: Community-Driven Experiments on arXiv

2025-06-11
arXivLabs: Community-Driven Experiments on arXiv

arXivLabs is a platform enabling collaborators to build and share new arXiv features directly on the site. Participants, individuals and organizations alike, uphold arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these principles and only partners with those who share them. Got an idea to enhance the arXiv community? Explore arXivLabs.

Development

Shaped is Hiring a Head of Engineering

2025-06-11
Shaped is Hiring a Head of Engineering

Shaped is seeking a Head of Engineering to scale its engineering organization and drive the technical vision of its products. The ideal candidate will have 8+ years of software engineering experience, a B.S., M.S., or Ph.D. in Computer Science or a related field, and excellent communication and problem-solving skills. Responsibilities include defining technical strategy, managing teams, overseeing product development, cross-functional collaboration, and process and infrastructure optimization. This is a leadership opportunity to shape the product roadmap and ensure platform reliability and scalability.

arXivLabs: Experimenting with Community Collaboration

2025-06-11
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework for collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved share arXiv's values of openness, community, excellence, and user data privacy. arXiv only partners with those adhering to these principles. Got an idea to improve the arXiv community? Learn more about arXivLabs!

Development

SF Startup Hiring: Backend Engineer for 100M+ Datapoint Automation

2025-06-11
SF Startup Hiring: Backend Engineer for 100M+ Datapoint Automation

A San Francisco Bay Area startup seeks a recent graduate to join its backend engineering team building production automation systems processing 100M+ data points monthly. You'll work on real-world systems, learning from senior engineers and contributing meaningfully from day one. Responsibilities include building Python services for automated data collection, integrating systems, handling errors, ensuring reliable data pipelines, creating internal tools, and production debugging. Ideal candidates possess strong programming fundamentals, Python experience, problem-solving skills, and DevOps/sysadmin interest. Excellent benefits include lunch, unlimited PTO, 401k, platinum health insurance, and a $100K-$120K salary with equity.

Development

Compiler Explorer's Cost Transparency: 8 Million Compilations/Month for $3100

2025-06-11

Compiler Explorer reveals its operational costs: approximately $3100 per month to handle around 8 million backend compilations. Costs are primarily allocated to AWS (80%) and operational expenses (20%), including monitoring tools, office expenses, and community expenses. Cost optimization measures, such as using spot instances and carefully scheduling build infrastructure, significantly reduce expenses. Despite a decrease in compilation volume, infrastructure costs remain relatively stable. The project generates roughly $4475 per month in revenue from Patreon, GitHub Sponsors, PayPal donations, and commercial sponsors; excess funds are saved for reserves. The author emphasizes cost transparency and the importance of community support.

Development

Beyond Docker: Deploying a Python Project to GCP with Wheel Files

2025-06-11
Beyond Docker: Deploying a Python Project to GCP with Wheel Files

To access machine hardware and GPU drivers directly, the author eschewed Docker in favor of building runnable Python wheel files and deploying them to GCP. The article details the process of building wheel files with Poetry, creating a GCP Artifact Registry, configuring Poetry to publish to the registry, and downloading and running the wheel file on a VM instance. Challenges like version control and dependency management are addressed. This offers a Docker-less deployment solution for Python projects, particularly useful when direct hardware access is required.

Development

Markdown Ninja: One-Command Website & Newsletter Publishing

2025-06-11
Markdown Ninja: One-Command Website & Newsletter Publishing

Markdown Ninja is a lightweight Markdown CMS simplifying the publishing of blogs, websites, and newsletters. Forget complex static site generators, theme customization, and CI/CD pipelines; deploy with a single Docker command. Get started in under 2 minutes. Security is a priority, with comprehensive documentation and flexible licensing options available.

Development

Node.js Geospatial Intelligence Server powered by Mapbox APIs

2025-06-11
Node.js Geospatial Intelligence Server powered by Mapbox APIs

This Node.js server leverages Mapbox's Model Context Protocol (MCP) to empower AI applications with robust geospatial intelligence. It provides seamless access to Mapbox's comprehensive location data, including global geocoding, points of interest search, multi-modal routing, travel time matrices, isochrone generation, and static map image creation. Whether building an AI travel assistant, logistics optimizer, or location-based recommender, this server provides the necessary spatial intelligence. Compatible with popular clients like Claude Desktop and VS Code. A Mapbox access token is required.

Development Geospatial

s5cmd: Blazing Fast S3 Command-Line Tool

2025-06-11
s5cmd: Blazing Fast S3 Command-Line Tool

s5cmd is a lightning-fast command-line tool for interacting with S3 and local filesystems. It boasts impressive speed improvements over existing tools like s3cmd and aws-cli, achieving up to 32x faster uploads and saturating 40Gbps network links for downloads. Supporting a wide array of operations, from basic object management (list, upload, download, delete) to advanced features like server-side encryption, ACL management, and SQL-based JSON selection, s5cmd offers a powerful and efficient workflow. Installation is straightforward via pre-built binaries, Homebrew, MacPorts, Conda, or building from source. It's compatible with Google Cloud Storage and other S3-compatible services, making it a versatile solution for managing object storage.

Development

GitHub Actions Policy Bypass: A Trivial Circumvention of Seemingly Secure Policies

2025-06-11

GitHub Actions provides a policy mechanism to restrict the actions and reusable workflows usable within a repository, organization, or enterprise. However, this mechanism is easily bypassed. By cloning the action repository into the runner's filesystem and then using a local path reference to run the same action, the policy is trivially circumvented. This renders the seemingly secure policy ineffective. The author urges GitHub to address this vulnerability to prevent developers from mistakenly believing the policies provide a security boundary that doesn't exist.

Development Policy Bypass

Programming with Agents: Beyond LLM Code Generation

2025-06-11

This article explores a revolutionary approach to programming using agents. The author defines an agent as a for loop containing an LLM call, granting the LLM access to compilers, the file system, and test suites. This contrasts sharply with programming solely with LLMs (akin to coding on a whiteboard), where agents, through environmental feedback, drastically improve code generation efficiency and accuracy. The author shares case studies of using agents for GitHub App authentication and handling JSON in SQL, demonstrating their power in boosting productivity and tackling complex tasks. While agents require more time and computational resources, their efficiency gains and potential for reducing human error position them as powerful tools for the future of programming.

Development agents

The Rise and Fall of Mozilla's Firefox OS: A Mobile OS Odyssey

2025-06-11
The Rise and Fall of Mozilla's Firefox OS: A Mobile OS Odyssey

This article recounts Mozilla's journey developing Firefox OS (initially Boot to Gecko). Facing the dominance of Apple and Google's mobile operating systems, Mozilla attempted to challenge the market with an open-source OS based on Android, but ultimately failed. The article reviews the project's progression from initial ambition to resource misallocation, declining quality, and eventual abandonment, reflecting on Mozilla's strategic, development, and marketing missteps. Despite the failure, the author believes that the concept of owning the entire technology stack was sound, but the rushed development pace and neglect of existing products ultimately led to Firefox OS's demise.

Development Mobile OS

s3mini: Blazing Fast and Tiny S3 Client for Edge

2025-06-11
s3mini: Blazing Fast and Tiny S3 Client for Edge

s3mini is an ultra-lightweight (~14KB minified) TypeScript client for S3-compatible object storage, boasting ~15% faster operations per second than alternatives. It runs on Node.js, Bun, Cloudflare Workers, and other edge platforms, tested with Cloudflare R2, Backblaze B2, DigitalOcean Spaces, and MinIO. Featuring essential S3 APIs (put, get, delete, list, etc.) and AWS SigV4 support (no pre-signed URLs needed), s3mini is zero-dependency and perfect for resource-constrained environments. Browser support is not provided.

Development

NP-Completeness of Hashtable Packing for Magic Bitboards in Chess

2025-06-11

This paper proves the strong NP-completeness of the hashtable packing problem encountered when optimizing magic bitboards in chess. The author reduces the 3-partition problem to the hashtable packing problem, demonstrating that finding a minimal-size packing is computationally intractable. This implies that heuristics must be used in practice instead of searching for optimal solutions. This has significant implications for chess engine performance optimization, as magic bitboards are crucial for efficient move generation.

Development

Eight Years Since Left-Pad: A Principled Stand Against Corporate Power

2025-06-11

Eight years ago, the left-pad incident shook the npm community. The author reflects on the event, revealing it wasn't a rash act but a principled stand against npm's decision to remove his packages under pressure from Kik Messenger. He argues npm disregarded the open-source ethos, acting heavy-handedly and lacking communication. Following the incident, the author left the US, traveled extensively, and shifted his focus from open-source to business, experiencing a personal 'death' and 'rebirth'.

Development

GNOME Increasing Systemd Reliance: Challenges for Non-systemd Environments

2025-06-11

The GNOME desktop environment is increasing its reliance on systemd, posing challenges for non-systemd environments like BSD systems. GNOME 49 will remove gnome-session's built-in service manager and depend on systemd's userdb for user management. This requires non-systemd distributions to implement systemd alternatives, such as elogind and eudev, and provide necessary support for the userdb API, otherwise GNOME will not function correctly. The article details the systemd components that need replacing and corresponding mitigation strategies, recommending using systemd or reverting to GNOME 48.

Development

Debuggers: A Deep Dive into the Architecture of a Software Debugging Tool

2025-06-11
Debuggers: A Deep Dive into the Architecture of a Software Debugging Tool

This is the first in a series of posts on debugger architecture. The author, drawing on years of experience building debuggers, explores the core principles and importance of this often-overlooked tool. More than just a tool for fixing bugs, a debugger provides deep insights into program execution and allows for verification of code correctness. The post details how debuggers work, including kernel interaction, CPU debugging features, breakpoint implementation, and stepping through code. Future posts will explore more advanced topics and the direction of debugger development.

Development

FreeBSD 14.3 Released: ZFS Upgrades, WiFi Driver Improvements, and More

2025-06-11

FreeBSD 14.3, a stable release serving as a stepping stone to FreeBSD 15, is now available. This release backports numerous improvements from FreeBSD 15, including: ZFS updated to OpenZFS 2.2.7; Realtek RTW88 and RTW89 WiFi drivers merged based on Linux 6.14; LinuxKPI enhancements for crypto offload and 802.11n/ac support; Intel IX Ethernet driver support for x550 1000BAS-BX SFP modules; and updates to XZ, OpenSSH, OpenSSL, and many other packages. The legacy Syscons console driver is deprecated.

Development
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