Category: Development

Emacs Org Mode for Automated Checklists: Ditching Scripts for Efficiency

2025-02-15

The author shares their experience using Emacs Org Mode and the org-checklist.el plugin to manage recurring workflows. They prefer using checklists with checkboxes over automated scripts due to checklists' flexibility and ease of updates. The org-checklist.el plugin automatically resets checkboxes in the list and records execution time. Combined with Git version control, this achieves efficient management of repetitive tasks and avoids redundant data.

Development

Finding the Best Restaurants in Colorado Springs with LLMs and the Google Places API

2025-02-15
Finding the Best Restaurants in Colorado Springs with LLMs and the Google Places API

This post details a data science project using LLMs and the Google Places API to identify the best restaurants in Colorado Springs. The author navigated the complexities of Google API registration, data cleaning (including removing irrelevant entries like synagogues and shops), and experimented with ranking algorithms like Bayesian Average and Wilson Score Interval before settling on the latter. The final output includes a ranked list of restaurants and heatmaps visualizing their locations, revealing interesting geographical patterns in the city's culinary scene.

Development

Non-Cryptographic Hash Functions: Design and Evaluation

2025-02-15

This article delves into the design and evaluation of non-cryptographic hash functions. By analyzing the performance of common functions like FNV-1a, FNV-1, Murmur2, and DJBX33A on diverse datasets (including names, words, IP addresses, and a deliberately biased dataset), the authors reveal key characteristics such as uniformity, collision rate, and avalanche effect. Experiments show Murmur2 excels in the avalanche effect but isn't always optimal for uniformity. The article stresses the importance of dataset characteristics in choosing appropriate hash functions and questions existing evaluation criteria, arguing that a single metric (like the avalanche effect) is insufficient for comprehensively assessing non-cryptographic hash function performance.

Development hash functions

AI-Assisted Coding: Efficiency Gains and Hiring Challenges

2025-02-15

The author shares their experience using AI for coding, highlighting increased efficiency and reflecting on current flaws in software engineer recruitment. AI tools enabled the author to handle more complex code, improve code quality, and reduce tedious tasks. However, the author notes that some companies prohibit AI use during interviews, overlooking engineers' systemic thinking abilities. The author argues that recruitment should focus more on problem-solving skills and imagination, rather than rote memorization and retrieval. The article also discusses strategies for choosing primary keys in different databases and balancing development efficiency with data integrity.

Development

LLM-driven Development: The Closed Loop Revolution

2025-02-15
LLM-driven Development: The Closed Loop Revolution

While LLM-driven development agents like Cursor boast only a 40% success rate, their potential is undeniable. This post explores the exciting prospect of closed-loop LLM code generation. By integrating LLMs with tools like Semgrep, developers can create systems that automatically debug code, generate unit tests, and even write security rules. This paradigm shift promises to drastically improve development efficiency and reshape the way we build software. The future may belong to those who master the art of harnessing these powerful models.

(fly.io)
Development

VimLM: A Local LLM-Powered Coding Assistant for Vim

2025-02-15
VimLM: A Local LLM-Powered Coding Assistant for Vim

VimLM is a local LLM-powered coding companion for Vim, inspired by GitHub Copilot. It integrates contextual code understanding, summarization, and AI assistance directly into your Vim workflow. It's model-agnostic, using any MLX-compatible model, boasts a native Vim UX, and is entirely offline for enhanced security. Users interact via intuitive keybindings for tasks like code conversion, generation, and summarization, leveraging deep context understanding encompassing the current file, selections, referenced files, and project structure.

Development coding assistant

Yash: A New Shell Aiming for Ultimate POSIX Compliance

2025-02-15
Yash: A New Shell Aiming for Ultimate POSIX Compliance

Yash is a POSIX-compliant command-line shell written in C99, striving for ultimate POSIX compliance. It boasts features like global aliases, arrays, various redirection methods, brace expansion, extended globbing, fractional arithmetic, command completion, and command prediction. Maintained on GitHub, Yash largely conforms to POSIX.1-2008 and receives regular maintenance updates. It builds and runs on various POSIX environments, primarily tested on Fedora, macOS, and Cygwin. Post-installation, users can customize environment variables, aliases, prompts, and more through configuration files.

Development Command-line

Safe and Efficient printf in Idris: No Macros Required

2025-02-14

This article demonstrates how to implement a safe and efficient printf function in Idris without resorting to unsafe macros or variadics. By cleverly using type-level programming, the author parses the format string into a data structure and dynamically generates the function type signature based on it. This achieves the functionality of C's printf while maintaining memory and type safety. The article also explores handling runtime format strings and points out shortcomings of the implementation, such as unclear error messages, hinting at future improvements.

Mathics: A Modular Math Environment with Multiple Deployment Options

2025-02-14

Mathics is a modularly designed mathematical computation environment offering various deployment options. Users can quickly deploy a complete environment via a Docker image or install it locally using the Mathics-omnibus Python package. At its core is the Mathics3 kernel, complemented by the mathicsscript command-line client (featuring syntax highlighting, Unicode support, etc.) and a Django-based web server (with MathML output and Three.js graphics). These components have individual dependencies, but the modular design ensures flexibility and scalability.

lzbench: An Open-Source Benchmark for Compression Codecs

2025-02-14

lzbench is an open-source benchmark tool for evaluating the performance of various compression codecs. It measures compression ratio, compression speed, decompression speed, and round-trip speed. The tool supports multiple codecs and allows users to add new ones, with raw data available for download and further analysis. The FAQ addresses common questions, including adding codecs, calculation methods, memory usage, multi-threading, chart scaling, and customization options, making it a valuable resource for developers and researchers.

Development compression codec

Haiku January Development Report: Core Improvements and New Features

2025-02-14

The January Haiku development report covers numerous improvements, including a major refactor of the Tracker file manager adding context menus, cut/copy/paste functionality, and live menu updates. Applications saw additions such as new features in the icon editor, touchpad settings, and styled text editor. Driver support was expanded to include Alder Lake chipsets, AMD temperature monitoring, and the Wacom CTH-470. Kernel-level changes focused on extensive memory management, page mapping, and permission check optimizations, boosting system stability and security. Many bugs were fixed, and the build system and documentation were improved.

Development Development Report

Elements of Programming Returns to Authors After 10 Years

2025-02-14

After a decade in print, the publishers of "Elements of Programming" have ceased further print runs, returning the rights to the authors. The book is now available as a free PDF and a no-markup paperback. Previously, it was published by various publishers in multiple languages, including English, Japanese, Russian, and Chinese, with some editions now out of print.

Development textbook

Asahi Linux Lead Resigns Amidst Burnout and Community Conflict

2025-02-14
Asahi Linux Lead Resigns Amidst Burnout and Community Conflict

Hector Martin, project lead of Asahi Linux, resigned due to developer burnout, demanding users, and Linus Torvalds' handling of Rust integration into the Linux kernel. Martin criticized Torvalds' lack of support and accused the Linux community of hypocrisy and malicious attacks. He cited Torvalds' poor leadership in handling Rust integration, leading to abuse of power by maintainers. This highlights the growing issue of developer burnout and community conflict in open source, and the need for sustainable funding for open source projects.

Development developer burnout

Delphi Turns 30: A Retrospective

2025-02-14

February 14th marks the 30th anniversary of the launch of the Delphi programming language. Marco Cantù reflects on attending the product launch at the Moscone Center in San Francisco 30 years ago and shares links to his blog posts and a YouTube video commemorating the event, including a piece on the 10th anniversary. The post offers a nostalgic look back at Delphi's three decades of impact on programming.

Development 30th anniversary

Typst vs. TeX: A Comparison of Layout Models and a Look Ahead

2025-02-14

This article explores the differences in layout models between the typesetting engines Typst and TeX. TeX, based on boxes and glue, is flexible but lacks awareness of precise positions; Typst uses a region model, allowing elements to react to their position but sacrificing some flexibility. The author analyzes the strengths and weaknesses of both models and points out that Typst, by introducing a re-layout mechanism, is expected to balance flexibility and optimization, addressing current shortcomings in handling complex layouts (such as wrap-around images and pageable tables).

Development typesetting engine

System Oscillation: From Thermostats to Software Documentation

2025-02-14
System Oscillation: From Thermostats to Software Documentation

This article explores common system oscillations, using thermostats and rabbit-hawk populations as examples to illustrate how delayed feedback leads to cyclical fluctuations. The author applies this model to the problem of software documentation, pointing out that excessive documentation becomes outdated over time, diminishing its value. In agile development, the author argues that good code, tests, and team communication can replace redundant documentation, while the advent of generative AI further addresses information retrieval, reducing reliance on outdated documentation.

Development systems theory

ClickHouse Bulk Inserts: Avoiding Overstuffing Your Instance

2025-02-14
ClickHouse Bulk Inserts: Avoiding Overstuffing Your Instance

Migrating large datasets to ClickHouse? Avoid performance bottlenecks by understanding MergeTree's data merging process. This article details best practices for bulk inserts, including batching data into larger chunks, pacing inserts to avoid overwhelming the background merge process, and leveraging tools like Jitsu Bulker, clickhouse-bulk, PeerDB, DLT, and the upcoming Dispatch. Optimize your ingestion workflow and prevent the dreaded 'too many parts' error.

Solving the ABA Problem in Rust with Tagged Pointers

2025-02-14
Solving the ABA Problem in Rust with Tagged Pointers

This blog post tackles the ABA problem in concurrent Rust programming. The ABA problem, a subtle issue in compare-and-swap (CAS) operations, can lead to data corruption in lock-free data structures. The solution presented uses tagged pointers with version numbers. Each pointer is paired with a version counter; updates increment the version, allowing detection of stale pointers even if the memory address is reused. A lock-free stack implementation demonstrates this technique, complete with tests and benchmarks showcasing its effectiveness and performance.

Development ABA Problem

How AI Knowledge Gaps and System Prompts Stifle Tech Adoption

2025-02-14

This article explores how the knowledge cutoffs and system prompt biases of AI models influence developer technology choices. Because AI models' training data lags, new technologies often lack timely support, leading developers to favor technologies better supported by AI tools, even if suboptimal. Furthermore, some AI models exhibit biases toward specific technologies (like React and Tailwind), sometimes overriding user instructions to convert code to their preferred technologies. This results in AI-influenced technology selection, hindering the adoption and development of new technologies. The author suggests that AI companies should increase transparency, disclosing model biases to avoid negatively influencing software development directions.

Development AI bias

CodeWeaver: Visualize Your Codebase Structure

2025-02-14

CodeWeaver is a command-line tool that transforms your codebase into an easily navigable Markdown document. It recursively scans a directory, generating a structured representation of your project's file hierarchy and embedding each file's content within code blocks. This simplifies codebase sharing, documentation, and integration with AI/ML code analysis tools. It features path filtering, optional path logging, and a simple command-line interface. Installation: Use Go: `go install github.com/tesserato/CodeWeaver@latest` or download a pre-built executable.

Development code documentation

Ricochet: Anonymous Messaging You Can Trust

2025-02-14
Ricochet: Anonymous Messaging You Can Trust

Ricochet is an experimental peer-to-peer instant messaging system built on the Tor Network. It protects your identity, contact list, and communications without relying on any central servers or operators. Your login is your hidden service address, and contacts connect directly to you via Tor. This makes it extremely difficult to trace your identity. Available for Windows, OS X, and Linux, Ricochet is open-source and user-friendly, but users should carefully assess their risks.

Serverless API S2 Achieves Significant Performance Gains and Cost Savings with Continuous Profiling

2025-02-14
Serverless API S2 Achieves Significant Performance Gains and Cost Savings with Continuous Profiling

S2, a serverless API for streaming data, significantly improved performance and reduced costs by leveraging Polar Signals Cloud for continuous profiling. Facing challenges with inefficient CPU usage, limiting user capacity and increasing operational costs, S2 used Polar Signals Cloud's continuous profiling capabilities, particularly its pprof.me and inverted call stack features, to identify and resolve multiple performance bottlenecks. For example, a single line code change enabling hardware acceleration on Graviton via the sha2 library reduced CPU usage for SHA256 checksum computation from 68.37% to 31.82%, effectively doubling throughput. Further optimizations included improvements to AWS S3 Rust SDK CRC32C checksum computation and memory allocation. Polar Signals Cloud's flexible pricing also proved crucial for S2's unique needs.

Development continuous profiling

arXivLabs: Experimenting with Community Collaboration

2025-02-14
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework enabling collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved uphold arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners who share them. Have an idea to enhance the arXiv community? Learn more about arXivLabs.

Development

Building a Robust Evaluation Framework for RAG Systems

2025-02-14
Building a Robust Evaluation Framework for RAG Systems

Qodo built a Retrieval Augmented Generation (RAG)-based AI coding assistant and developed a robust evaluation framework to ensure accuracy and comprehensiveness. Challenges included verifying the correctness of RAG outputs derived from large, private datasets. The framework evaluates the final retrieved documents and the final generated output, focusing on 'answer correctness' and 'retrieval accuracy'. To address the challenges of natural language outputs, they employed an 'LLM-as-judge' approach and built a ground truth dataset with real questions, answers, and context. For efficiency, they leveraged LLMs to assist in dataset construction and used LLMs and RAGAS to evaluate answer correctness. Ultimately, they built their own LLM judge and combined it with RAGAS for improved reliability, integrating it into their workflow with regression testing, dramatically reducing the effort to verify code changes' impact on quality.

Development LLM Evaluation

Web Server Listen Overflows Traced to a Linux Kernel Performance Issue

2025-02-14

Upgrading web servers from CentOS to Ubuntu led to listen overflow errors. Investigation revealed a system CPU spike on newly booted Ubuntu hosts within minutes of startup, causing slow web request processing and subsequent listen overflows. The culprit was inode cgroup switching in the Linux kernel; after writing many files, the kernel spent significant time moving inodes between cgroups. Disabling the io or memory controllers in systemd resolved the issue. CentOS was unaffected as it uses cgroups v1, unlike Ubuntu's cgroups v2. A minimal reproduction script was created to demonstrate the issue.

Development Performance Issue

Zed Editor Launches Edit Prediction Powered by Open-Source Model Zeta

2025-02-14
Zed Editor Launches Edit Prediction Powered by Open-Source Model Zeta

Zed editor has released an exciting new feature: edit prediction. Powered by a new open-source model called Zeta, it predicts your next edit, allowing you to apply it with a simple tab press. Zeta, derived from Qwen2.5-Coder-7B, leverages supervised fine-tuning and direct preference optimization for accuracy and efficiency. To address latency challenges, Zed employed techniques like speculative decoding and partnered with Baseten for optimized model deployment. Currently in public beta, users can try Zeta for free with a GitHub account. Its open-source nature allows community contributions to improve the model.

Development

Google Translate Breaks React (and other Web Apps): A DOM Showdown

2025-02-14
Google Translate Breaks React (and other Web Apps): A DOM Showdown

Google Translate, Chrome's built-in extension, manipulates the DOM in a way that breaks many modern web apps, particularly those using React. The article dives deep into how Google Translate works, replacing TextNodes with FontElements, disrupting React's Virtual DOM and causing crashes or data inconsistencies. Common errors like `NotFoundError` and `insertBefore` failures are analyzed, along with workarounds such as monkey patching and wrapping TextNodes in `` elements, but these solutions have limitations. Ultimately, the article suggests developers weigh the pros and cons, potentially disabling Google Translate or implementing their own localization to ensure app stability and user experience.

Fuzzing Concurrency Bugs with a BPF Scheduler

2025-02-14

At FOSDEM, Jake Hillion from Meta and Johannes Bechberger, an OpenJDK developer, presented their concurrency fuzzing scheduler built using the BPF scheduling framework, `sched_ext`. This scheduler deliberately introduces randomness in scheduling, causing delays and altering thread execution order to surface elusive concurrency bugs. While currently having a significant performance overhead, limiting its use to development debugging, it offers an effective way to uncover real-world logic errors and shows promise for future production use after optimization.

Development fuzzing

Go 1.24 Boosts Wasm Capabilities: WASI Reactors and Exported Functions

2025-02-14

Go 1.24 significantly enhances WebAssembly (Wasm) support with the introduction of the `go:wasmexport` directive and the ability to build WASI reactors. This allows Go developers to export functions to Wasm, enabling seamless integration with host applications. The new WASI reactor mode facilitates continuously running Wasm modules that can react to multiple events or requests without re-initialization. While limitations exist, such as Wasm's single-threaded nature and type restrictions, Go 1.24's improvements pave the way for more powerful and versatile Go-based Wasm applications.

(go.dev)
Development

Neovim's Bundled tee.exe Exhibited Suspicious Behavior on Windows 11

2025-02-14
Neovim's Bundled tee.exe Exhibited Suspicious Behavior on Windows 11

While security testing Neovim in a Windows 11 sandbox, the bundled tee.exe binary was flagged as malware. Investigation revealed suspicious DNS lookups and network connections, with one IP address confirmed as malicious by VirusTotal. The author recommends a root cause analysis and suggests building Neovim's dependencies from source to mitigate this security risk.

Development
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