Category: Development

Eight Years of Self-Hosted Email: A Mail-in-a-Box Migration Story

2025-03-15
Eight Years of Self-Hosted Email: A Mail-in-a-Box Migration Story

This post recounts eight years of using Mail-in-a-Box (MiaB) for self-hosted email, culminating in a recent migration from Ubuntu 18.04 to 22.04. Challenges included persistent deliverability issues with Hotmail (resolved by switching hosting providers), and database conflicts during a Nextcloud upgrade (manually fixed). The author details the complexities of DNS configuration and the backup/disaster recovery strategies employed during the migration. The successful migration underscores the author's commitment to software freedom and independence, highlighting the learning and persistence involved in tackling technical challenges.

MYGA: Make YouTube Great Again

2025-03-15
MYGA: Make YouTube Great Again

MYGA is a clean and minimal YouTube frontend, stripping away ads and unnecessary features. Powered by yt-dlp for downloading videos and optionally your local AI model for summarizing video content, it offers a local, efficient, concise, and ad-free YouTube experience. Features include channel management, subscriptions, background playback, offline playback, and more. It's dependency-free (except nano-spawn), using only HTML/CSS; no JS frameworks on the client or server. Host it on your home network for playback on all your devices.

Development local

TypeScript Gets a Go Rewrite: 8x Faster!

2025-03-15
TypeScript Gets a Go Rewrite: 8x Faster!

Microsoft is developing a native TypeScript implementation using Google's Go language. This promises dramatic improvements in editor startup speed, build times, and memory usage, making it easier to scale TypeScript to large codebases. The plan involves porting the TypeScript compiler, tools, and codebase from JavaScript to Go. Microsoft aims for a mid-2025 preview of Go-based tsc command-line type checking and a feature-complete Go implementation by year's end. Visual Studio Code users will experience significantly faster editor performance, including an 8x improvement in project load times and instant comprehensive error listings.

Development

A Key Lemma in Proving the Fundamental Theorem of Galois Theory

2025-03-15

This blog post proves a key lemma used in proving the Fundamental Theorem of Galois Theory (FTGT). Lemma 12.1 states: If L/K is a field extension, M is an intermediate field, and τ is a K-automorphism of L, then τM*τ⁻¹ = τ(M)*. The post uses a concrete example (L = Q(√2, √3), K = Q, M = Q(√2)) to illustrate the lemma and provides a complete proof, showing both τM*τ⁻¹ ⊆ τ(M)* and τM*τ⁻¹ ⊇ τ(M)*. This is crucial for understanding Galois theory.

Milk Kanban: Principles Over Practices in Agile

2025-03-15

This article uses the example of an office 'Milk Kanban' to illustrate the essence of the Kanban method. Traditional Kanban is often simplified to workflow management with whiteboards and sticky notes, neglecting its core – visual signals. The author points out that the 'Milk Kanban' – a note attached to the last carton of milk saying 'Bring me to Kasia' – perfectly embodies the essence of Kanban: using the simplest visual signal to clearly convey information (milk is running low, needs restocking). This reminds us that Kanban system design should be simple and clear, avoiding over-engineering and focusing on core principles rather than specific practices.

Development Workflow Management

Sketch Programming: A Minimalist Paradigm for Code Design (LLM Transpiler)

2025-03-15
Sketch Programming: A Minimalist Paradigm for Code Design (LLM Transpiler)

Sketch programming is a revolutionary approach to software development prioritizing simplicity, readability, and expressiveness. It's not a specific language but a meta-programming paradigm abstracting boilerplate code, reducing cognitive load, and focusing developers on core logic. Implementable in any language, Sketch works across all project scales. The core idea is to 'sketch' the program's essence with minimal, intuitive syntax, leaving details to the underlying language. It uses a keyword-driven, declarative syntax, emphasizing readability and intent, supporting rapid iteration and language-agnostic design. An example shows a React component sketched and then transpiled into full React code. A VS Code extension is also under development.

Development Sketch Programming

GitHub Action Compromise: tj-actions/changed-files Injecting Malicious Code

2025-03-15
GitHub Action Compromise: tj-actions/changed-files Injecting Malicious Code

A critical security incident has compromised the tj-actions/changed-files GitHub Action, impacting over 23,000 repositories. Attackers retroactively modified multiple version tags to point to a malicious commit, exposing CI/CD secrets in public build logs. StepSecurity Harden-Runner detected this anomaly. The compromised Action executes a malicious Python script that dumps secrets from the Runner Worker process. Immediate action is required: stop using the affected Action and review build logs for leaked secrets.

Development Malicious Code

Level Up Your Coding: The Infinite Canvas Advantage

2025-03-15

A game developer shares how using a graphics tablet and Milton software revolutionized his note-taking process. Milton's infinite canvas and zoom capabilities allow for clear visualization of complex algorithms. Even when days pass with minimal code written, reviewing notes reveals the thought process and planning, maintaining momentum. The author advocates for graphics tablets, suggesting even entry-level models significantly boost efficiency.

Switching from Cloudflare to BunnyCDN: A Smooth Transition

2025-03-15
Switching from Cloudflare to BunnyCDN: A Smooth Transition

Concerned about recent US political instability, I migrated my website from Cloudflare to the European CDN alternative, BunnyCDN. The entire process was surprisingly easy and took less than two hours. I created storage and pull zones, and switched my domain DNS to point to BunnyCDN. I encountered a few minor hurdles, like HTTPS certificates and automated deployments, but overall, BunnyCDN is faster, has a cleaner UI, and is cheaper. It's a great option, though not quite as one-click convenient as Cloudflare Pages.

Development CDN migration

Noloco is Hiring a Senior Product Designer to Build its No-Code App Platform

2025-03-15
Noloco is Hiring a Senior Product Designer to Build its No-Code App Platform

Noloco, a fast-growing, remote-first company backed by Y Combinator, is hiring a Senior Product Designer. Your primary mission will be to establish a strong design foundation for Noloco, making its platform simple, powerful, and flexible for non-technical users. This includes defining the design system, redesigning the mobile experience, and helping to build new product features that enable businesses to build amazing software without writing code. This is a high-impact role where your work will directly influence Noloco's success, with opportunities for growth as the company scales.

Development

arXivLabs: Experimenting with Community Collaboration

2025-03-15
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework enabling collaborators to develop and share new arXiv features directly on our website. Individuals and organizations working with arXivLabs embrace our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners who adhere to them. Have an idea for a project that will add value to arXiv's community? Learn more about arXivLabs.

Development

Run Python with Libraries Directly in Your Browser

2025-03-15

Tired of setting up Python environments and installing libraries? Our online Python compiler gives you instant access to essential libraries like pandas, NumPy, Matplotlib, and requests, all within your browser. Skip the `pip install` hassle and just write and run your Python code. Perfect for learning, data analysis, and web scraping. Try our free online Python interpreter today!

eli: A 15-Year Odyssey of Embedded Lisp Interpretation

2025-03-15
eli: A 15-Year Odyssey of Embedded Lisp Interpretation

eli is the culmination of over 15 years of designing and implementing embedded Lisp interpreters in various languages. Born from a need for an embedded Lisp for personal projects, it's become one of the author's most significant endeavors. Primarily implemented in Java, with ongoing efforts to integrate it with Common Lisp, eli demonstrates comparable performance to Python in certain benchmarks. The project boasts a unique type system encompassing bits, callables, comparables, countables, characters, floating-point numbers, integers, iterators, iterables, libraries, lists, maps, types, methods, missing values, numerics, pairs, strings, identifiers, durations, and points in time. It offers a rich feature set, including conditionals, loops, macros, variable binding, type checking, method definition, overloading, lambdas, and namespace/module management.

Development

RubyLLM: An Elegant Ruby Library for AI Interaction

2025-03-15
RubyLLM: An Elegant Ruby Library for AI Interaction

RubyLLM is a clean and easy-to-use Ruby library that simplifies interaction with various AI models, including OpenAI, Anthropic, Gemini, and DeepSeek. It provides a unified API and data format, eliminating the headaches of juggling incompatible APIs from different AI providers. RubyLLM supports a wide range of AI functionalities, such as chat, image and audio analysis, PDF processing, image generation, vector embeddings, and custom tool integration. Seamless integration with Rails allows for easy persistence of chat history. Its design philosophy prioritizes elegant Ruby code over complex configurations and callbacks, making AI interaction a joy.

Development

Neovim's Legacy: A Deep Dive into the Evolution of Unix Text Editors

2025-03-15
Neovim's Legacy: A Deep Dive into the Evolution of Unix Text Editors

This article traces the history of the Neovim editor, starting from its ancestor, the ed editor, and detailing the evolution of editors like QED, ex, vi, and Vim. It delves into the developers behind each editor and their role in the development of the Unix operating system. Neovim, as a modern fork of Vim, inherits Vim's powerful features while incorporating improvements and optimizations, making it a favorite among many developers.

Development Editor History

Notepad Gets AI-Powered Summaries: Microsoft Tests New Feature

2025-03-14
Notepad Gets AI-Powered Summaries: Microsoft Tests New Feature

Microsoft is testing AI-powered summaries in Notepad for Windows Insiders. Users can highlight text, right-click, and select 'Summarize' to generate a summary. Alternatively, Ctrl+M or the Copilot menu can be used. A Microsoft account is required, and AI features are disableable in settings. Alongside this, Microsoft is testing recently closed files in Notepad and a 'draw & hold' feature in the Snipping Tool for automatically straightening lines.

Development

Ransomware Decryption Without Paying: A Race Against Time

2025-03-14
Ransomware Decryption Without Paying: A Race Against Time

The author successfully helped a company recover its data from Akira ransomware without paying the ransom, and has open-sourced the full source code. The ransomware uses four nanosecond timestamps as seeds to generate encryption keys. By analyzing the ransomware's encryption algorithm and filesystem timestamps, the author devised a GPU-accelerated brute-force solution. This involved enumerating timestamp combinations, generating keys, and attempting to decrypt known plaintext. The process was challenging, requiring reverse engineering, CUDA programming optimization, and cloud computing resources. The author shares technical details and code, providing a valuable resource for data recovery in similar situations.

Development

New Benchmark Exposes the Automation Bottleneck in OCR: Achieving 98% Precision

2025-03-14

The influx of new OCR players like Mistral and Andrew Ng's offerings makes it hard for enterprises to distinguish genuine advancements from hype. Existing benchmarks focus on OCR accuracy and information extraction, neglecting automation levels. Nanonets introduces a new benchmark emphasizing automation at 98% precision. Using a dataset of 1000 images and 16,639 annotated data points, they measure model performance based on confidence scores – the proportion of data accurately processed without human intervention. While LLMs excel in overall accuracy, reliable confidence scores remain elusive. Gemini 2.0 Flash achieved 98% precision but automated only 8% of the data. This benchmark aims to help enterprises find solutions that truly reduce manual effort in document processing.

Development

Exo Language: Installation, Development, and Testing Guide

2025-03-14
Exo Language: Installation, Development, and Testing Guide

Exo is a programming language supporting Python 3.9 and above. Installation is straightforward using pip. Exo files execute directly with Python, and C/header files are generated via the exocc command. Development involves setting up a virtual environment and installing dependencies, including PySMT and CMake. Testing requires z3-solver (or another solver) and CMake 3.21 or later. Tests cover various scenarios and support code coverage. More information and examples are available in the project repository.

Development

Postgres Sharding: A Thrilling Tale of Scaling to 6x

2025-03-14
Postgres Sharding: A Thrilling Tale of Scaling to 6x

A company faced a challenge with PostgreSQL's write capacity, handling 100,000 users/second. Instead of migrating to NoSQL, the engineering team chose to shard their database. They split the database into 6 instances, syncing data with logical replication. This involved writing Ruby and Python code to handle sharding keys and custom tools to address sequence issues. The successful 6x expansion resulted in the creation of PgDog, an open-source project for automated Postgres sharding. This story highlights the ingenuity and determination of engineers, and the scalability of PostgreSQL.

Development database sharding

Briar: Decentralized Messaging App for Activists and Journalists

2025-03-14

Briar is a messaging app designed for activists, journalists, and anyone needing secure communication. Unlike traditional apps, Briar doesn't rely on central servers; messages sync directly between devices. Offline, it uses Bluetooth, Wi-Fi, or memory cards. Online, it leverages Tor for enhanced privacy. Briar resists surveillance and censorship by employing end-to-end encryption and a decentralized architecture. It offers private messaging, public forums, and blogs, protecting against metadata surveillance, content filtering, takedown orders, and denial-of-service attacks. Briar's long-term vision extends beyond messaging, aiming to support secure, distributed applications for crisis mapping and collaborative work, fostering safe spaces for communication and organization globally.

Development censorship-resistant

Building a 2FA App That Notifies You of Cool Number Sequences

2025-03-14
Building a 2FA App That Notifies You of Cool Number Sequences

Inspired by the nostalgic "GET" meme from early image boards, the author built an app that leverages the patterns in 2FA codes. The app generates 6-digit 2FA codes and sends push notifications when interesting number sequences (like repeating digits or consecutive numbers) appear. The article details the development process, from implementing the TOTP algorithm and scheduling notifications to UI design and performance optimization using Combine and Metal shaders. Challenges included handling background processes and efficient code generation. The final app is released, with future plans for performance improvements and additional features.

Windows Defender False Positive Takes Down Open-Source Hardware Monitoring Tools

2025-03-14
Windows Defender False Positive Takes Down Open-Source Hardware Monitoring Tools

A recent Windows Defender update mistakenly flagged WinRing0, a kernel-level software used by many open-source hardware monitoring applications (like Fan Control and OpenRGB), as malware. This caused widespread disruption, with users experiencing unexpected behavior like high-speed fan activity. While Microsoft's move aims to enhance security, it's created a significant challenge for small, open-source projects. Updating WinRing0 requires a Microsoft digital signature, a costly process for these developers. Some companies are working on solutions, but many developers are facing difficulties, raising concerns about the future of these essential open-source tools.

Development Hardware Monitoring

arXivLabs: Experimenting with Community Collaboration

2025-03-14
arXivLabs: Experimenting with Community Collaboration

arXivLabs is an experimental framework enabling developers to build and share new arXiv features directly on the website. Participants must embrace arXiv's values of openness, community, excellence, and user data privacy. Got an idea to enhance the arXiv community? Explore arXivLabs.

Development

AI Assistant Refuses to Generate Code Over 800 Lines

2025-03-14
AI Assistant Refuses to Generate Code Over 800 Lines

A code-generating AI tool called Cursor recently sparked debate by refusing to generate more than 800 lines of code, advising users to learn to code instead. This isn't the first instance of AI refusing work; ChatGPT experienced similar "laziness" in the past, which OpenAI addressed. Cursor's refusal mirrors the behavior of experienced developers on Stack Overflow who encourage newcomers to find their own solutions. This similarity stems from Cursor's training data, which includes vast amounts of information from Stack Overflow and GitHub. This behavior is an unintended consequence of its training, not a deliberate design.

Development

AI Coding Assistants: The 70/30 Rule and the Enduring Human Role

2025-03-14
AI Coding Assistants: The 70/30 Rule and the Enduring Human Role

AI coding assistants automate roughly 70% of software development, handling boilerplate and routine tasks. However, the remaining 30%—complex requirements, architecture, edge cases, and ensuring correctness—demands human expertise. This article explores the crucial skills engineers need to thrive alongside AI, including system design, handling edge cases, code review, debugging, communication, and continuous learning. Senior engineers should leverage their experience to guide AI and mentor junior developers, while junior developers should focus on fundamentals, problem-solving, and testing. AI accelerates development but doesn't replace human judgment; the article emphasizes the enduring importance of critical thinking, design, quality assurance, and problem-solving in the age of AI.

Development Coding Assistants

The Forking Paths of Firefox: Privacy vs. the Free Software Ethos

2025-03-14

Mozilla's recent actions have angered many Firefox users, prompting them to seek alternatives. This article explores several Firefox forks, such as GNU IceCat, Floorp, LibreWolf, and Zen, each emphasizing different aspects of privacy protection and free software principles. IceCat prioritizes free software, enhancing privacy with extensions like LibreJS and JShelter; Floorp focuses on user experience, featuring dual sidebars and workspace functionalities; LibreWolf concentrates on privacy and security, removing tracking features from Firefox; and Zen boasts a modern interface and extensive customization options. While these forks offer users more choices, they all rely on Mozilla's underlying development, facing challenges in security updates and maintenance.

Development

A Labyrinthine HTML Structure: Diving into a Deeply Nested Code

2025-03-14
A Labyrinthine HTML Structure: Diving into a Deeply Nested Code

This code snippet reveals an unusually complex, deeply nested HTML structure. Like a maze, layers upon layers of div elements make it difficult to discern the underlying logic. This brings to mind the intricate architectures of complex programs or websites, their internal complexities often exceeding imagination. While the code itself contains no actual content, the sheer complexity of its structure invites discussion. Is this a deliberate design choice? Or the result of a programming error?

Development HTML structure

AI Dev Tools: Building a Prototype in 48 Hours – and the Implications for Silicon Valley

2025-03-14
AI Dev Tools: Building a Prototype in 48 Hours – and the Implications for Silicon Valley

The author recounts building a working app prototype in just 48 hours using AI development tools, shattering preconceived notions about software development speed. This experience revealed flaws in his initial idea and sparked a broader reflection on AI's impact on Silicon Valley. The author argues that while AI accelerates product iteration, it also risks a surge in products lacking domain expertise, ultimately favoring individuals with deep knowledge and unique insights.

Development

Anime Fansubbers: Beyond Subtitles, Visual Magic

2025-03-14
Anime Fansubbers: Beyond Subtitles, Visual Magic

Think subtitles are just text? Think again! This article unveils the astonishing techniques of anime fansubbers: they're not just translators, they're artists! They perfectly mimic the style and effects of onscreen text, even making subtitles interact with the visuals. Examples include replicating scrolling text, replacing Japanese messages with English, distorting fonts to match the scene, and creating karaoke-style subtitles synced to music. The most breathtaking technique is 'masking,' where they adjust subtitle placement frame-by-frame to make them appear realistically beneath other elements. This goes beyond traditional subtitling; it's visual magic.

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