Awesome List Updates on Apr 12, 2025

5 awesome lists updated today.

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1. Awesome Agi Cocosci

Abduction / Applications in AI

• Probabilistic Sufficient Explanations - IJCAI'21, 2021. [All Versions]. Understanding the behavior of learned classifiers is an important task, and various black-box explanations, logical reasoning approaches, and model-specific methods have been proposed. This paper introduces probabilistic sufficient explanations, which formulate explaining an instance of classification as choosing the "simplest" subset of features such that only observing those features is "sufficient" to explain the classification. That is, sufficient to give us strong probabilistic guarantees that the model will behave similarly when all features are observed under the data distribution. In addition, the authors leverage tractable probabilistic reasoning tools such as probabilistic circuits and expected predictions to design a scalable algorithm for finding the desired explanations while keeping the guarantees intact. The experiments demonstrate the effectiveness of the algorithm in finding sufficient explanations, and showcase its advantages compared to Anchors and logical explanations.

2. Awesome Php

Table of Contents / Content Management Systems (CMS)

• Drupal - An enterprise level CMS.

Table of Contents / Components

• Symfony Packages - Decoupled libraries for PHP applications.

Table of Contents / Scraping

• Embed (⭐2.1k) - An information extractor from any web service or page.

Table of Contents / Email

• SwiftMailer - A mailer solution.

Table of Contents / Dependency Injection

• Pimple (⭐2.6k) - A tiny dependency injection container.

Table of Contents / Continuous Integration

• SemaphoreCI - A continuous integration platform for open-source and private projects.

Table of Contents / Code Quality

• CaptainHook (⭐1k) - An easy-to-use and flexible Git hook library.

Table of Contents / Architectural

• Finite (⭐1.3k) - A simple PHP finite state machine.

Table of Contents / Date and Time

• CalendR (⭐465) - A calendar management library.

Table of Contents / Strings

• Url highlight (⭐97) - A library for parsing URLs from text and converting them into clickable links.

Configuration / LLMs

• LLPhant (⭐1.1k) - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain.

Configuration / Development Environment

• Ansible - A radically simple orchestration framework.

• Expose (⭐4.4k) - An open-source PHP tunneling service.

• Laravel Herd - A one click PHP development environment for macOS and Windows.

Configuration / Web Applications

• Adminer - Database management in a single PHP file.

Configuration / PHP Conferences

• PHP[TEK] - The longest-running web developer conference in the United States that has a focus on the PHP programming language.

3. Awesome Circuitpython

Video / Educational

• CircuitPython School - lessons and projects in Professor John Gallaugher's course Physical Computing: Art, Robotics, and Tech for Good at Boston College.

• CircuitPython Projects - fun maker, electronics programming, and robotics projects, all courtesy of Professor John Gallaugher, who teaches Physical Computing at Boston College.

• CircuitPython Hardware Tutorials - YouTube videos by educator Brogan M. Pratt.

• How to Program a Robot in Python: Beginners Guide - YouTube videos by educator Brogan M. Pratt.

News / Educational

• The Past, Present, and Future of CircuitPython - Hackaday interviews Limor "Ladyada" Fried about CircuitPython, August, 2023.

4. Awesome Creative Coding

Frameworks • Libraries • Ecosystems

• NAP [Cross-platform] - Open source data-driven real-time control & visualization platform suited for professional installations in C++, incl. Vulkan renderer.

5. Awesome Angular

e2e / Google Developer Experts

• playwright-mcp (⭐7.7k) - A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.

Layout Components / Google Developer Experts

• static-columns (⭐0) - Define columns with static width with Angular and FlexBox.

Media / Google Developer Experts

• @poseclop/ngx-video-player - A lightweight video player component that emulates YouTube.

Mixed utilities / Google Developer Experts

• @tomaszatoo/ngx-libs (⭐2) - Repository for some useful Angular libraries, such as ngx-timer.

Inspired by Angular / Google Developer Experts

• flexdi (⭐7) - A flexible, efficient, and lightweight dependency injection library for React / React Native / Vue3 applications. The library is inspired by the principles and architectural approach of NestJS and Angular.

• Next: Apr 11, 2025