Towards a Better GUI Programming Benchmark | HackerNoon

Speed Comparison - Programming Languages

Benchmarks run on GitHub Actions. Results may vary based on runner hardware.

gpui

A fast, productive UI framework for Rust from the creators of Zed.

BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices

AI models are increasingly prevalent in high-stakes environments, necessitating thorough assessment of their capabilities and risks. Benchmarks are popular for measuring these attributes and for comparing model performance, tracking progress, and identifying weaknesses in foundation and non-foundation models. They can inform model selection for downstream tasks and influence policy initiatives. However, not all benchmarks are the same: their quality depends on their design and usability. In this paper, we develop an assessment framework considering 46 best practices across an AI benchmark's lifecycle and evaluate 24 AI benchmarks against it. We find that there exist large quality differences and that commonly used benchmarks suffer from significant issues. We further find that most benchmarks do not report statistical significance of their results nor allow for their results to be easily replicated. To support benchmark developers in aligning with best practices, we provide a checklist for minimum quality assurance based on our assessment. We also develop a living repository of benchmark assessments to support benchmark comparability, accessible at betterbench.stanford.edu.

Programmers are not different, they need simple UIs. - <antirez>

What Makes Godot Engine Great for Advance GUI Applications

I have been trying out the Godot Game Engine lately, and I have been mightily impressed with what I see.

What does OSWorld tell us about AI’s ability to use computers?

We review OSWorld, a prominent computer use benchmark. Tasks are relatively simple, many don’t require GUIs, and success often hinges on interpreting ambiguous instructions. The benchmark is also not stable over time.

Hidden Costs of Graphical User Interfaces: Failure to Make the Transition from Menus and Icon Toolbars to Keyboard Shortcuts

Graphical interfaces allow users to issue commands using pull-down menus, icon toolbars, and keyboard shortcuts. Menus and icon toolbars are easier to learn, whereas keyboard shortcuts are more ef...

Identifying Barriers to Adoption for Rust through Online Discourse (PLATEAU 2018) - SPLASH 2018

For PLATEAU 2019, see the workshop webpage at http://plateau-workshop.org/. Programming languages exist to enable programmers to develop software effectively. But programmer efficiency depends on the usability of the languages and tools with which they develop software. The aim of this workshop is to discuss methods, metrics and techniques for evaluating the usability of languages and language tools. The supposed benefits of such languages and tools cover a large space, including making programs easier to read, write, and maintain; allowing programmers to write more flexible and powerful ...

Sikuli: using GUI screenshots for search and automation

Usability is one of the factors that determines the success of a software system. Aiming to improve it’s usability, it is necessary to evaluate the interfaces using scientific evaluation methods, like questionnaires. Often the results of these ...

Rust Is Winning the AI Code Generation Race

I’ve been generating a lot of code with AI agents lately. Most of it in Rust, and nice about it is that it consistently better than what I…

Ideas on modernizing the open-source desktop

Scott Jenson has been working on user interfaces (UIs) and user experience (UX) for many years [...]

The Guix Nix Abomination: Leveraging Guix derivations in Nix

Nix and Guix look like rival ecosystems, but under the hood they’re the same “Input Output Machine”.

AI Coding Agent Benchmarks & Leaderboard | Artificial Analysis

We measure real-world performance of coding agents on software engineering tasks, including cost, token usage, and execution time. We compare how performance changes across agents, models, and execution settings.

Building a UI framework

Building a UI Framework Ian Hickson (ian@hixie.ch) — 2025 — First Edition — https://software.hixie.ch/ui-frameworksTo leave comments, use the edit version. Introduction This document examines important design decisions for creating a new graphical UI framework. It was commissioned to answer the...