Category: Development

Microrim's Rapid Port of R:BASE System V to OS/2

2025-08-11

In late 1986, Microrim, a database software company, faced a monumental task: porting their flagship product, R:BASE System V, to IBM's newly emerging OS/2 before its official launch. Leveraging their modular software design and expertise, they systematically converted the largely FORTRAN-based application to C using a translation tool, then efficiently ported it to OS/2 by isolating OS-specific calls. This feat, accomplished in a remarkably short timeframe, showcased Microrim's prowess and offered valuable lessons for other developers facing similar challenges. The resulting OS/2 version benefited from OS/2's expanded memory and multitasking capabilities, enhancing performance and user experience.

Development Software Porting

Dumac: Significant Performance Improvements in a macOS Disk Usage Tool

2025-08-11

Dumac, a macOS disk usage utility faster than `du -sh`, leverages the macOS-specific `getattrlistbulk` syscall. After incorporating community feedback, the author boosted performance by ~33% by switching from Tokio to Rayon for improved parallelism and optimizing inode hash-set sharding. Addressing inode contention through a refined sharding strategy yielded further speed gains.

Development

A Philosophy of Software Design: Taming Complexity for Maintainability

2025-08-11
A Philosophy of Software Design: Taming Complexity for Maintainability

This article summarizes the core ideas from the book "A Philosophy of Software Design," which emphasizes reducing software system complexity to enhance maintainability. Complexity stems from dependencies and obscurity, manifesting as change amplification, high cognitive load, and unknown unknowns. Dependencies primarily arise from duplication, exceptions, inheritance, and temporal decomposition; obscurity results from vague names, inconsistency, and inadequate documentation. The author advocates for strategic programming, which involves investing time in clean designs and problem-solving alongside new feature implementation, thereby preventing complexity accumulation. The ultimate goal is to write software that is not only functional but also easily maintainable.

Development maintainability

All-in-One Project Management Tool: Track Everything, Master Everything

2025-08-11

This tool covers all aspects of project management, from sales funnel tracking, lead management, roadmap planning, and meeting scheduling to task management, research tracking, calendar management, budgeting, and employee onboarding. It also includes market research, content planning, performance analysis, social media management, supplier management, quality control, compliance management, inventory management, networking, and product development and innovation. It's like an all-powerful project management assistant, helping you track every important step, master the overall situation, and ultimately achieve your project goals.

Development task tracking

Building Stuff with Claude Code: From Hacker News Ranker to Poster Maker

2025-08-11

The author built several projects using Anthropic's Claude Code, including a Hacker News comment ranker plugin and a minimal Canva replacement – a poster maker. The former aims to filter out irrelevant comments, while the latter provides a simple interface to combine images and text to generate A4 PDFs. The author also leveraged Claude Code for file management and data processing, such as renaming bank statement files and merging them into a CSV. Despite encountering challenges, such as Claude Code's limitations in handling complex UIs and PDF export, the author remains impressed by Claude Code's potential for rapid prototyping and productivity gains.

Development

From Notion to .txt: My Journey to Simple Productivity

2025-08-11

After years of trying various productivity apps like Notion, Todoist, and OmniFocus, the author returned to a simple todo.txt file. Complex apps, he found, became time sinks, whereas a plain text file proved far more efficient. He populates the file each night with the next day's tasks, updating it throughout the day. The system is simple, searchable, persistent, and independent of any specific app or platform. The author argues that true productivity hinges on: listing tasks, regularly checking them, and executing them—not chasing the perfect app.

Development todo list text file

GitHub Code Suggestion Application Restrictions: When Your Suggestions Won't Apply

2025-08-11
GitHub Code Suggestion Application Restrictions: When Your Suggestions Won't Apply

This concise text outlines numerous scenarios where code suggestions cannot be applied in GitHub's code review system. These include no code changes, closed pull requests, viewing subsets of changes, multiple suggestions per line, suggestions on deleted lines, invalid suggestions, already applied or resolved suggestions, suggestions from pending reviews, suggestions on multi-line comments, pull requests queued for merge, and temporary system unavailability. In short, GitHub imposes strict limitations on applying code suggestions to ensure code review integrity and efficiency.

Development

Why is Web Performance Undervalued? A Principal-Agent Problem?

2025-08-11

Despite consumers valuing website speed, many companies ignore web performance, leading to sluggish websites and significant financial losses. The article analyzes why B2B and large B2C companies neglect optimization due to high switching costs and a lack of performance metrics, and why smaller B2C companies struggle with performance issues stemming from frameworks like React prioritizing developer experience over user experience. The author suggests that Core Web Vitals and the rise of static site generators offer hope, but businesses must overcome the hurdle of switching technology stacks.

Development

Enhance Integer Parser: Embrace Scientific Notation

2025-08-11

This article proposes an improvement to integer parsers to support scientific notation (e.g., 1E9 for one billion). The author argues that current integer parsers often reject inputs like "1E9," making entering large integers cumbersome. By allowing parsers to recognize and handle scientific notation, inputting large numbers can be simplified and made more efficient. The article also discusses potential compatibility issues with this improvement and how to address them.

Development integer parsing

Self-Guaranteeing Promises: Securing Your Data in the Age of Shifting Tech

2025-08-11
Self-Guaranteeing Promises: Securing Your Data in the Age of Shifting Tech

Companies frequently break promises. This article introduces the concept of a 'self-guaranteeing promise,' a commitment verifiable by the user, independent of trusting the company. 'File over app' is an example; users retain control and can use their files in other apps. 'Stainless steel' is another – its properties are independently testable. In contrast, terms and policies aren't self-guaranteeing; companies can change them retroactively affecting user data (e.g., Google, Zoom). A true self-guaranteeing privacy promise ensures the tool lacks access to user data in the first place. The article cautions that encoding values into governance or relying solely on open-source isn't a reliable safeguard. Choosing tools with self-guaranteeing promises helps mitigate the uncertainties of a tool's future, like business closures or acquisitions.

60% Faster Substring Search in Zig using SIMD

2025-08-11
60% Faster Substring Search in Zig using SIMD

This article details how the author achieved a ~60% speedup in substring search within the Zig programming language using SIMD instructions. A SIMD-friendly algorithm was implemented, extracting the first and last characters of the target substring and leveraging SIMD parallel comparisons to significantly reduce memory accesses. Benchmarks show an 80% reduction in CPU cycles and substantial speed improvements, especially with large texts. While gains are less significant with smaller texts, the potential of SIMD is clearly demonstrated. The article also explores performance variations with different character selections and SIMD instruction sets (AVX2, AVX-512), and discusses why this optimization wasn't integrated into Zig's standard library.

Development Substring Search

Rust Foundation's 2025 Tech Report: Security, Scalability, and Developer Friendliness

2025-08-11
Rust Foundation's 2025 Tech Report: Security, Scalability, and Developer Friendliness

The Rust Foundation released its 2025 Technology Report, summarizing a year of significant advancements in supporting the Rust programming language and ecosystem. The report highlights the Foundation's focused work on securing the Rust supply chain, improving critical infrastructure, enhancing Rust's readiness for safety-critical use, and fostering interoperability with C++. Key achievements include: the full launch of Trusted Publishing on crates.io; major progress on TUF-based crate signing infrastructure; integration of the Ferrocene Language Specification into the Rust Project; a 75% reduction in CI infrastructure costs; expansion of the Safety-Critical Rust Consortium; and direct engagement with ISO C++ standards bodies. These efforts ensure Rust remains secure, reliable, and ready for the demands of modern software development.

Development Technology Report

Python Cracks the 'Phantom Dependency' Nut: PEP 770 and SBOMs Triumph

2025-08-11
Python Cracks the 'Phantom Dependency' Nut: PEP 770 and SBOMs Triumph

Seth Larson, Python Software Foundation's Security Developer-in-Residence, in collaboration with Alpha-Omega, released a white paper detailing the solution to the 'phantom dependency' problem. This solution, leveraging PEP 770 and Software Bills of Materials (SBOMs), enhances the measurability of Python packages. This allows automated systems like vulnerability scanners to provide accurate results even in complex dependency graphs common in scientific computing, high-performance computing, and AI. Key projects like NumPy, cryptography, and pip are already evaluating PEP 770 adoption.

Development

PHP Compile-Time Generics: A Pragmatic Compromise

2025-08-11
PHP Compile-Time Generics: A Pragmatic Compromise

Generics have long been a sought-after feature for PHP, but runtime implementation has proven incredibly difficult. The PHP Foundation team proposes a different approach: compile-time generics limited to interfaces and abstract classes. This offers most of the benefits of generics while avoiding many pitfalls. By performing type checking at compile time, it significantly improves efficiency and reduces errors. While runtime generics remain impossible with this approach, it represents a substantial improvement, warranting serious community consideration.

Development Compile-Time

eBPF Performance Boost: Unveiling the Trampoline Mechanism

2025-08-11

This blog post delves into the eBPF trampoline mechanism, a key performance optimization. With eBPF's increasing use in system monitoring and other areas, efficient program execution is critical. The trampoline avoids the overhead of exception handling in traditional kprobe methods by directly calling eBPF programs. The article details the trampoline's inner workings, covering advanced use cases like handling function entry and exit points, multi-argument passing, and implementation optimizations on ARM64.

Development trampoline

Bolt: A Blazing-Fast Embeddable Language

2025-08-11
Bolt: A Blazing-Fast Embeddable Language

Bolt is a lightweight, lightning-fast, type-safe embeddable language for real-time applications. It boasts exceptional performance, outpacing other languages in its class; a compact implementation minimizing build size; blazingly quick compilation (over 500kloc/thread/second); ease of embedding (just a few lines of code); a rich type system for catching errors before runtime; and an embed-first design prioritizing inter-language performance and agility. Currently, Bolt builds on x64 and has been tested on MSVC, GCC, and Clang compilers, but is still under active development and not yet stable.

A 300-Line Python Compiler: Closure Conversion Explained

2025-08-11
A 300-Line Python Compiler: Closure Conversion Explained

While working through the Ghuloum tutorial, the author re-implemented a compiler originally written in C, achieving a concise 300-line Python version (including tests). This compiler performs closure conversion, handling variable binding, free variable tracking, and code object management. The post details the implementation, covering `lambda` and `let` expressions, function calls, and providing test cases and assembly code examples. The result is a surprisingly compact compiler capable of handling closures and indirect function calls, showcasing elegant solutions to complex problems.

Development closure conversion

Safe Division in C with Maybe Monad

2025-08-11

This article details the implementation of type and bounds-safe generic containers in C. The author introduces a `Maybe` type, inspired by Haskell, to handle functions that might return no value (e.g., division by zero). A safe division function is created using macros to define `Maybe`, handling zero division and the edge case of dividing the minimum representable integer by -1. GCC assembly code is analyzed to verify the function's safety. The author concludes by noting the limitations of this approach for proving the complete safety of C programs.

Development

Faster Than memcpy: A Benchmark of Custom Memory Copying Methods

2025-08-11

While profiling, the author found that `memcpy` was a bottleneck for large binary messages. Several custom memory copy methods were implemented and benchmarked, including variations using REP MOVSB and AVX instructions (aligned, stream aligned, and stream aligned with prefetching). For small to medium sized messages, the unrolled AVX version performed best. For large messages (>1MB), the stream aligned AVX version with prefetching was fastest, but its performance on small messages was abysmal. The conclusion? `std::memcpy` offers a good balance of performance and adaptability; custom methods are unnecessary unless performance is paramount.

MCP: The Protocol That's Accidentally Building a Universal Plugin Ecosystem

2025-08-10
MCP: The Protocol That's Accidentally Building a Universal Plugin Ecosystem

This article explores the unexpected potential of MCP (Model Context Protocol), arguing it's far more than just an AI enhancer. Drawing a parallel to USB-C's versatility – connecting everything from phones to toasters – the author suggests MCP's potential extends beyond AI, acting as a standardized way to connect diverse data sources and tools. Their app, APM, leverages MCP servers for extensibility, offering features like spell check, task management, and even Warcraft 3-esque AI agent responses. Ultimately, the article posits MCP's emergence as a powerful, unforeseen universal plugin ecosystem.

Development

Booting 5000 Erlang VMs on a 192-Core Ampere One Server

2025-08-10
Booting 5000 Erlang VMs on a 192-Core Ampere One Server

Underjord, a consultancy specializing in Elixir and Nerves, successfully ran 5000 Erlang virtual machines on a 192-core Ampere One server. Each VM runs a Linux IoT device using the Nerves framework. This was achieved using a new bootloader, little_loader, streamlining ARM64 QEMU VM booting and leveraging KVM acceleration. Challenges included compilation issues and memory optimization, but these were overcome by adjusting BEAM VM allocators, Erlang release modes, and Linux kernel parameters. Over 5000 VMs were successfully run, opening new possibilities for testing and development of the Nerves framework and potentially integrating into future Nerves tooling.

Development

OS/2: Microsoft's Ambitious Next-Gen OS

2025-08-10

A 1987 Computer Language article detailed Microsoft's then-new OS/2, predicting its potential to dominate Intel 80286/80386 microcomputers for the next decade. Its multitasking, comprehensive API, and hardware extensibility were highlighted as key strengths. OS/2's architecture featured three layers: the kernel and system services, the Windows Presentation Manager (WPM), and the OS/2 LAN Manager. The article focused on the kernel and its system services, covering process management, memory management (including virtual memory), device drivers, file management, and inter-process communication (IPC). OS/2 used preemptive scheduling and time slicing, supported protected and real modes, and offered MS-DOS compatibility. Dynamic linking was a crucial element, enhancing code reuse and future-proofing applications. The article concluded by speculating on OS/2's future enhancements and 80386 support.

Development

API Key Configuration for Building AI Applications

2025-08-10
API Key Configuration for Building AI Applications

This document outlines the necessary API key configuration for building AI applications. The E2B and Firecrawl API keys are required, providing [add E2B functionality description here] and web scraping capabilities respectively. Optionally, you can configure Anthropic, OpenAI, or Groq API keys to leverage their powerful AI models for inference; Groq's Kimi K2 model is recommended for fast inference.

Development model configuration

Enhancing Bash and Zsh Tab Completion: Showing Descriptions for Complete Words

2025-08-10

This article details an improvement to Bash and Zsh tab completion, allowing it to display descriptions even for already completed words. Previously, tab completion only showed descriptions when multiple options matched, making it inconvenient for users to see descriptions of single commands. The author cleverly solves this by adding 'dummy' completion options, enabling users to see descriptions with a single tab press. This significantly improves user experience, despite a minor UI imperfection of word duplication.

Development Tab Completion

POML: Revolutionizing Prompt Engineering for LLMs

2025-08-10
POML: Revolutionizing Prompt Engineering for LLMs

POML (Prompt Orchestration Markup Language) is a novel markup language designed to bring structure, maintainability, and versatility to advanced prompt engineering for Large Language Models (LLMs). Addressing common challenges like lack of structure, complex data integration, and format sensitivity, POML provides a systematic approach to organizing prompt components, seamlessly integrating diverse data types, and managing presentation variations. This empowers developers to build more sophisticated and reliable LLM applications. A rich development toolkit, including a VS Code extension and Node.js/Python SDKs, simplifies development and integration.

Development

Improved p-fast Trie: A Highly Efficient Prefix Matching Algorithm

2025-08-10

This article presents an improved p-fast trie data structure, a highly efficient algorithm for finding the longest matching prefix or nearest predecessor/successor of a query string in a set of strings. Compared to previous versions, this improved version is more concise and space-efficient. It uses a hash table to store each unique prefix and a bitmap to represent the possible next characters for each prefix, achieving O(log k) time complexity (where k is the key length). While predecessor searches might require more probes, its performance still surpasses traditional qp-tries.

Development prefix matching

Interactive Debugging in GitHub Actions: Ditch the Black Box

2025-08-10
Interactive Debugging in GitHub Actions: Ditch the Black Box

Debugging failed GitHub Actions workflows can be a nightmare. This post details a clever method: using netcat and ngrok to create a reverse shell, giving you interactive shell access to the runner. By configuring netcat commands and ngrok port forwarding in your GitHub Actions workflow, you can listen on a local port and get a shell connected to the runner for easier debugging. While slightly complex, this method is incredibly effective for troubleshooting, significantly improving developer efficiency. A simpler alternative using the `mxschmitt/action-tmate` action is also presented.

Development Reverse Shell

Framework Desktop: A Tiny, Powerful Linux Beast

2025-08-10
Framework Desktop: A Tiny, Powerful Linux Beast

The Framework Desktop is a surprisingly powerful machine. Its small size belies its impressive performance, thanks to the AMD Ryzen AI Max 395+. Benchmarks show it significantly outperforming competitors in multi-core tasks, especially relevant for developers using Docker. While pricier than some alternatives, it offers exceptional value, particularly when compared to the Mac Studio, delivering superior performance at a lower cost. Its quiet operation, customizable aesthetics, and strong gaming capabilities make it a compelling option for Linux developers and gamers alike.

Development

Debian 13 Trixie Released: A More Stable and Powerful Universal OS

2025-08-10

After over two years of development, Debian 13 Trixie is finally here! This release boasts over 69,830 packages, supports seven architectures (amd64, arm64, armel, armhf, ppc64el, riscv64, and s390x), and officially supports riscv64 for the first time. Trixie includes numerous updated software packages like Linux kernel 6.12 LTS, OpenJDK 21, and Python 3.13, alongside improved hardware support and an enhanced installer. Upgrading to Trixie from Debian 12 Bookworm is automated via APT, but backing up crucial data is strongly recommended. With five years of support, Trixie is ideal for desktops, servers, and cloud environments.

Development

Beyond "Let it Crash": Rethinking Error Handling in Elixir

2025-08-10
Beyond

This article critiques the popular "let it crash" philosophy in Elixir programming. While acknowledging its simplification of error handling, the author argues it overlooks crucial aspects like user experience and resource management. The article emphasizes that gracefully handling errors and providing helpful feedback to users is often more important than simply letting a process crash. A more balanced approach is suggested: crashing only when recovery is impossible, and otherwise implementing robust error handling and state representation for improved application robustness and user experience.

Development
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