Category: Development

LeetCode Grind: A Job Search Failure Story

2025-01-09

A cloud engineer, laid off after Weaveworks' bankruptcy, focused heavily on LeetCode preparation, neglecting crucial skills like distributed systems, Kubernetes internals, and system architecture. This led to poor interview performance. He learned that practical skills and problem-solving abilities are more valuable than algorithm proficiency alone; LeetCode grinding isn't a guaranteed path to employment.

Development skills

The Seven-Action Documentation Model: User-Centric Tech Writing

2025-01-09
The Seven-Action Documentation Model: User-Centric Tech Writing

This article introduces the 'Seven-Action Documentation Model,' a novel approach to technical writing that shifts focus from document types to user needs. The model centers around seven user actions (Appraise, Understand, Explore, Practice, Remember, Develop, Troubleshoot), guiding writers to create more effective, user-centric documentation. It complements existing frameworks, ensuring documents are both structurally sound and serve real purposes, ultimately improving product adoption and user satisfaction.

Development documentation model

Auto-Saving Rails Forms with Turbo Streams: A Hotwire Approach

2025-01-09
Auto-Saving Rails Forms with Turbo Streams: A Hotwire Approach

This article demonstrates how to implement auto-saving for inline input fields in Rails applications using Turbo Streams, a component of the Hotwire framework. A Stimulus controller automatically submits the form on blur, leveraging Turbo Streams to update the UI without page reloads. The author highlights the importance of unique input IDs and using `title_previously_changed?` for efficient user feedback, creating a seamless autosave experience.

Development

SQL NULLs: Breaking Your Intuition

2025-01-09

SQL's treatment of NULL values often defies expectations. This post reveals the surprising behavior of NULLs in unique constraint columns: multiple NULLs can coexist. Through practical examples in SQLite, Postgres, and MySQL, the author demonstrates how NULLs behave differently with the '=' and 'IS' operators, explaining the underlying reasons. Two solutions for ensuring uniqueness are explored: creating a generated column and using a partial index. Using a partial index is recommended as best practice, avoiding table size increases and potential errors.

Development

My Favorite Self-Hosted Apps of 2024: A Year in Review

2025-01-09
My Favorite Self-Hosted Apps of 2024: A Year in Review

This blog post reviews the author's favorite self-hosted software and applications launched in 2024. Highlights include Hoarder (read-it-later/bookmarking), Pinchflat (YouTube frontend), Glance (multi-purpose dashboard), Docmost (documentation & collaboration), Postiz (social media management), Beszel (resource monitoring), ByteStash (code snippets), Beaver Habit Tracker, Streamyfin (Jellyfin client), Pocket ID (passkey-only authentication), PdfDing (PDF manager), WhoDB (database visualization), Dawarich (location tracking), Slink (image sharing), and GoDoxy (lightweight reverse proxy). These apps were selected based on functionality, community reception, and development activity.

Development software applications

The iPhone Performance Illusion: A Stark Reality Check for Web Developers

2025-01-09
The iPhone Performance Illusion: A Stark Reality Check for Web Developers

This article exposes a significant performance gap in mobile web applications. Using data from Rum Archive, the author compares UK iOS and Android users' web page loading speeds, revealing Android users experience 34% slower First Contentful Paint (FCP) and a staggering 66% slower Time To Interactive (TTI). Analyzing the correlation between GeekBench CPU scores and Interaction to Next Paint (INP), the author shows that low-end Android devices exhibit significantly higher INP times than high-end devices, with even older iPhones outperforming the latest top-tier Android phones. The author stresses that the large Android user base shouldn't be ignored; neglecting their experience leads to lost opportunities. The article urges developers to understand user device diversity, use RUM tools to gain insights into real-world conditions, and simulate low-end devices during development and testing to create more inclusive web apps.

Becoming a Data Scientist: It's More Than Just Coding

2025-01-09
Becoming a Data Scientist: It's More Than Just Coding

This article details the author's 15-year journey to becoming a data scientist, highlighting that communication and curiosity are more crucial than coding skills. Starting from an electrical engineering background, he transitioned through hands-on projects and research, eventually founding his own automated machine learning company. The article outlines essential hard skills (programming, algorithms & mathematics, domain knowledge) and soft skills (communication, curiosity, adaptability) needed to succeed, advocating for a practical, project-based learning approach leveraging platforms like Kaggle.

Development career path

Particles.js: Code Samples and More

2025-01-09

Particles.js is a powerful JavaScript library for creating stunning particle effects. This article provides code samples and additional examples of Particles.js, enabling developers to easily implement various particle animations, from simple falling effects to complex interactive scenes. Whether for web design or game development, Particles.js adds a touch of visual flair to your projects.

Serverless Computing: Why Haven't We All Switched Yet?

2025-01-09

Despite the appealing value proposition of serverless computing (e.g., AWS Lambda)—pay-per-use, auto-scaling, and abstraction from infrastructure—widespread adoption remains slow. The author points to two primary reasons: the lessons learned from the challenging microservices migration, where many organizations struggled due to insufficient technical and organizational readiness; and the fact that serverless amplifies existing challenges of microservices, such as complexities in dependency injection and observability. A gradual adoption approach focusing on highly autonomous teams and suitable use cases (like AI and LLM integrations) is suggested as a more efficient strategy.

Development microservices

Roboflow: Hiring a Senior Open Source Software Engineer to Power Computer Vision

2025-01-09
Roboflow: Hiring a Senior Open Source Software Engineer to Power Computer Vision

YC-backed computer vision platform Roboflow is hiring a senior open-source software engineer. Roboflow's mission is to make computer vision accessible to every developer; its platform is used by over 500,000 developers, including half of the Fortune 100. The role requires extensive open-source project experience, proficiency in Python, PyTorch, and related technologies, and strong communication and content creation skills. The successful candidate will contribute to and maintain Roboflow's numerous open-source projects and have a significant impact on their direction. The company offers competitive compensation and benefits, including remote work options and flexible hours.

Development

Poka-Yoke: The Japanese Art of Mistake-Proofing

2025-01-09

Poka-yoke, meaning "mistake-proofing" in Japanese, is a lean manufacturing concept originating from the Toyota Production System. It involves designing mechanisms to prevent, correct, or highlight human errors in a process, thereby eliminating defects. A simple example is a car's clutch pedal—it's a poka-yoke, forcing the driver to depress it before starting the engine. This approach not only improves product quality but also reduces training costs, lessens quality control burdens, and ultimately achieves 100% built-in quality control.

Double-Keyed Caching: How Browser Cache Partitioning Reshaped the Web

2025-01-09
Double-Keyed Caching: How Browser Cache Partitioning Reshaped the Web

To enhance privacy, browser caching has shifted from a simple key-value store to double-keyed caching (or cache partitioning). This fundamentally changes how resources are cached: previously shared across sites via public CDNs, now each site maintains its own copy. While bolstering privacy by preventing cache probing, timing attacks, etc., this leads to lower cache hit rates and increased network load. The article analyzes this impact on various resources (shared libraries, fonts, large models), proposing solutions like domain consolidation, module federation, and smart resource loading. The era of shared public CDNs may be ending, but the web's adaptability will prevail.

Development browser caching

AccessOwl (YC-backed) Hiring Senior TypeScript Engineer

2025-01-09
AccessOwl (YC-backed) Hiring Senior TypeScript Engineer

YC-backed startup AccessOwl is seeking a Senior Software Engineer specializing in TypeScript. They're revolutionizing SaaS application management, offering a solution that leverages RPA and AI workflows to replace tools like Okta. The role requires 5+ years of professional web development experience, proficiency with Playwright or Puppeteer, and experience building browser extensions. Competitive salary, remote work, and flexible hours are offered.

Development Remote

Stack Overflow Controversy: User Account Erased, Raising Copyright and Censorship Questions

2025-01-09
Stack Overflow Controversy: User Account Erased, Raising Copyright and Censorship Questions

The programmer Q&A site Stack Overflow is embroiled in controversy over the removal of Luigi Mangione's account while retaining his contributions. The article argues this violates the attribution clause of the Creative Commons license and contrasts sharply with how other tech platforms handled Mangione's accounts. The author alleges Stack Overflow's actions were retaliatory, stemming from a question he posed that resulted in a year-long ban. The incident raises questions about copyright, censorship, platform power, and the relationship between tech companies and user rights.

Development Censorship

Implementing a Simple Pool Allocator in C

2025-01-09

This article details the implementation of a simple pool allocator in C. The author first presents a fixed-size pool implementation with O(1) time complexity for allocation and deallocation. This is then improved to allow dynamic resizing, preventing crashes due to exhaustion of the initial pool. The improved version cleverly uses linked lists to manage memory blocks, balancing performance with efficient memory usage.

Data-Driven Value Flywheel: Building a Data Ecosystem

2025-01-09
Data-Driven Value Flywheel: Building a Data Ecosystem

In today's competitive landscape, data-driven decision-making is paramount. This article introduces a "Data Value Flywheel" model, a four-phase process (clarity of purpose, challenge and landscape, next best action, long-term value) for building a data ecosystem to achieve sustained growth driven by data. The model emphasizes collaboration between data and business teams, using a data factory as the core engine to ensure the free flow and effective utilization of data within the organization, ultimately achieving continuous business value growth.

Stagehand: Simplifying AI-powered Web Browsing

2025-01-09
Stagehand: Simplifying AI-powered Web Browsing

Stagehand is an AI web browsing framework built on top of Playwright, simplifying browser automation with three simple AI APIs: act, extract, and observe. It makes Playwright accessible to non-technical users and less vulnerable to minor UI/DOM changes. Stagehand allows building browser automations using natural language, such as logging into websites, extracting information, or performing specific actions. Combined with Browserbase, it offers powerful debugging tools like session replay and step-by-step debugging. Currently in early release, community feedback is welcome.

Development Browser Automation

Ubuntu Linux Luminary Steve Langasek Passes Away

2025-01-08
Ubuntu Linux Luminary Steve Langasek Passes Away

Steve Langasek, a key contributor to Ubuntu and Debian, passed away on January 1st, 2025, at the age of 45. His journey in free software began in 1996, leading to significant roles as release manager for Debian Sarge and Etch, and later for Ubuntu. Beyond his technical contributions to projects like Linux-PAM, Samba, and OpenLDAP, Langasek was celebrated for his leadership and mentorship within the open-source community. His passing is a profound loss, leaving a legacy of impactful contributions that will be remembered for years to come.

Development

Challenging the CAP Theorem: A Partial Progress Conjecture Under Asynchrony

2025-01-08
Challenging the CAP Theorem: A Partial Progress Conjecture Under Asynchrony

A new paper challenges the well-known CAP theorem. The authors conjecture that partial progress is possible under network partitions, meaning the system can remain responsive to a subset of clients and achieve non-zero throughput during failures. They present the design of their CASSANDRA consensus protocol, allowing partitioned replicas to order client requests, potentially offering a path to systems that are both consistent and available to some degree, even during partitions. This research offers a novel approach to building more robust distributed systems.

UW Student Faces Expulsion for Course Swap App

2025-01-08
UW Student Faces Expulsion for Course Swap App

JD Kaim, a University of Washington student, built HuskySwap, an app to help students trade spots in classes. After initial success, his attempt to access the school's registration system for automated course importing resulted in a Notice of Violation for abusing registration policies, threatening expulsion. Despite only seeking read-only access, the school's harsh response left him disheartened and questioning the university's support for student entrepreneurship.

Scale Beats All: AI Agent Achieves SOTA on swebench-verified

2025-01-08
Scale Beats All: AI Agent Achieves SOTA on swebench-verified

CodeStory achieved state-of-the-art results on the swebench-verified benchmark, resolving 62.2% of issues by leveraging massive test-time inference. They used Sonnet 3.5 LLM and a simple toolset, abandoning an initial MCTS framework in favor of scaling. By running numerous agents across multiple VMs and Anthropic accounts, they demonstrated the power of scale in solving complex software engineering problems, even for small teams. This reinforces the 'bitter lesson' that scale trumps all, offering a new paradigm for AI in software engineering.

Development

The Ratchet Effect: How Engineers Build Reputation at Big Tech

2025-01-08

Engineer reputation at large tech companies isn't solely about technical skill; it's a gradual process. Starting with low-level tasks, engineers build trust and gain access to higher-profile projects through consistent success. This "ratchet effect" makes reputation slow to change. Even mistakes can be overcome with continued delivery. However, repeated failures lead to a downward spiral. The author advises new hires to focus on smaller projects to build a solid reputation, avoiding risky attempts to jump to high-profile work immediately.

SWE-bench: Can LLMs Solve Real-World GitHub Issues?

2025-01-08
SWE-bench: Can LLMs Solve Real-World GitHub Issues?

SWE-bench is a benchmark dataset evaluating large language models' ability to automatically resolve real-world GitHub issues. Researchers compiled 2,294 Issue-Pull Request pairs from 12 popular Python repositories, validating solutions via unit tests. The latest leaderboard showcases various models achieving varying success rates, with some exceeding 50% resolution. The project provides resources including a lite version and pre-trained models for easier evaluation and reproducibility.

Development Code Repair

Stack Overflow's Decline: The ChatGPT Impact and Uncertain Future

2025-01-08
Stack Overflow's Decline: The ChatGPT Impact and Uncertain Future

A GitHub data analysis reveals a staggering 70.7% drop in new questions on Stack Overflow from March 2023 to December 2024, plummeting from 87,105 to 25,566. This correlates strongly with the rise of ChatGPT; since its launch, Stack Overflow has seen nearly 83,000 fewer questions. The author, a top Stack Overflow contributor, describes their own experience of having well-formatted questions quickly closed, highlighting a potential key factor in the platform's decline. The drastic decrease in question volume suggests a concerning trajectory, mirroring levels seen in 2009 shortly after launch, hinting at a potential lifespan of less than a year.

Development Platform Decline

Ten Bold Ideas for the Future of Programming Languages

2025-01-08

A seasoned programmer proposes ten innovative ideas for the future of programming languages, covering aspects such as function call mechanisms, capability programming, production-level features, semi-dynamic languages, persistent data stores, truly relational languages, modular monoliths, and modular linting. These ideas aren't entirely novel but rather refinements and integrations of existing concepts, aiming to improve programming efficiency and code quality. The article explores incorporating best practices like structured logging and metrics gathering into the language itself, and enhancing the performance of dynamic languages.

Development

Counting Tap Toy: A Simple Web-Based Reset Counter

2025-01-08
Counting Tap Toy: A Simple Web-Based Reset Counter

Counting Tap Toy is a simple web-based toy that allows users to count by tapping and offers a reset function. This small project showcases how to create an interactive web application using HTML, CSS, and JavaScript. It's suitable for beginners learning the basics of web development, and its clean and easy-to-understand code makes it ideal for learning and reference.

Bringing SerenityOS to Real Hardware: A Chromebook Reverse Engineering Odyssey

2025-01-08

To run SerenityOS on real hardware, the author bought a cheap Chromebook. However, the Chromebook's Cr50 debugging functionality failed, forcing the author to manually solder a Raspberry Pi Pico to the motherboard for serial debugging. This involved bypassing the Cr50 security chip's write protection and writing a custom SPI flash program. The author successfully booted SerenityOS on the Chromebook, but debugging the eMMC driver proved challenging, requiring a deep dive into MMC and SD card protocols and meticulous adjustments to the hardware power control.

Development

Run Python in Your Browser Effortlessly with WebAssembly

2025-01-08

Run Python code directly in your browser using the power of WebAssembly! This post details how Pyodide, an open-source project, enables running Python in the browser. The author successfully ported MarkItDown, a Python program converting Office files to Markdown, to a browser-based tool. Pyodide supports nearly all Python syntax and many popular packages, offering a robust JavaScript/Python interoperability interface. Overcoming file transfer and dependency installation challenges, the author created a fully functional browser-based MarkItDown tool, highlighting WebAssembly's transformative potential for browser-based applications.

(kai.bi)
Development

Fidget: A High-Performance Rust Library for Large-Scale Math Expressions

2025-01-08

Fidget is a Rust library for representing, compiling, and evaluating large-scale math expressions. Primarily designed for implicit surfaces, its flexibility extends to various applications. Architecturally layered, Fidget comprises a frontend (script-to-bytecode), backend (fast, flexible evaluation), and algorithms (rendering and meshing). Its core innovation combines interval arithmetic and trace simplification for efficient handling of massive expressions, further enhanced by JIT compilation. Offering diverse demos including a web-based GUI, Fidget supports automatic differentiation and interval arithmetic.

Michigan's Disruptive Linear Algebra Course: ROB 101

2025-01-08
Michigan's Disruptive Linear Algebra Course: ROB 101

The University of Michigan is launching a revolutionary linear algebra course, ROB 101, for first-year engineering students. The course integrates linear algebra theory with practical application using the Julia programming language, allowing students to solve real-world engineering problems, such as robot navigation mapping, from day one. The hybrid course format offers both online and in-person resources, breaking from traditional engineering math pedagogy and providing early exposure to the practical value of mathematics in engineering.

Development Julia programming
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