This repository provides an end-to-end reinforcement learning framework for StarCraft II gameplay research. The core agent uses Proximal Policy Optimization (PPO) to learn policy networks that interpret observation data from the PySC2 environment and output precise in-game actions. Developers can configure neural network layers, reward shaping, and training schedules to optimize performance. The system supports multiprocessing for efficient sample collection, logging utilities for monitoring training curves, and evaluation scripts for running trained policies against scripted or built-in AI opponents. The codebase is written in Python and leverages TensorFlow for model definition and optimization. Users can extend components such as custom reward functions, state preprocessing, or network architectures to suit specific research objectives.

MultiAgent-Systems-StarCraft2-PySC2-Raw offers a complete toolkit for developing, training, and evaluating multiple AI agents in StarCraft II. It exposes low-level controls for unit movement, targeting, and abilities, while allowing flexible reward design and scenario configuration. Users can easily plug in custom neural network architectures, define team-based coordination strategies, and record metrics. Built on top of PySC2, it supports parallel training, checkpointing, and visualization, making it ideal for advancing research in cooperative and adversarial multi-agent reinforcement learning.

PyGame Learning Environment (PLE) is an open-source Python framework designed to simplify the development, testing, and benchmarking of reinforcement learning agents within custom game scenarios. It provides a collection of lightweight Pygame-based games with built-in support for agent observations, discrete and continuous action spaces, reward shaping, and environment rendering. PLE features an easy-to-use API compatible with OpenAI Gym wrappers, enabling seamless integration with popular RL libraries such as Stable Baselines and TensorForce. Researchers and developers can customize game parameters, implement new games, and leverage vectorized environments for accelerated training. With active community contributions and extensive documentation, PLE serves as a versatile platform for academic research, education, and real-world RL application prototyping.

ScrollLess is a Chrome extension that optimizes your ChatGPT browsing experience by allowing you to hide responses with a single shortcut. The tool makes it easy to revisit specific questions and answers by hiding the rest of the conversation. Users can toggle all responses' visibility using the `Ctrl+Shift+Y` (Windows) or `Cmd+Shift+Y` (Mac) shortcut, or manage individual responses by clicking directly on the prompt. Additionally, users can set the extension to auto-hide responses upon loading the conversation, streamlining the search process.

SKYLLSYFT is an innovative Chrome extension designed to streamline the job application process. By leveraging AI technology, it matches the skills in your resume with those in job descriptions. Simply highlight a job description on any portal, and the extension analyzes and compares the skills to your resume. Instantly, it provides feedback on missing skills and allows you to update your resume accordingly. This ensures your resume is tailored to each job application, making you a more competitive candidate.

데이터 도깨비 is a Chrome extension that enhances your experience with public datasets from the South Korean government's official data portal. It caters to users who may not have prior knowledge of data analysis and aims to simplify the process of extracting insights from available public data. By offering a user-friendly interface, it allows individuals to explore, query, and visualize datasets, making it an essential tool for both casual users and professionals looking for data-driven insights.

Scrol.ai is an innovative AI-driven platform designed to revolutionize the way you interact with data. It allows users to effortlessly search through, chat with, and generate content from their data using cutting-edge AI technology, specifically leveraging GPT models. This platform ensures quick, accurate content retrieval and generation, thus boosting productivity and efficiency. Ideal for businesses and professionals who need to manage vast amounts of data efficiently, Scrol.ai simplifies complex data interactions and extracts meaningful insights seamlessly.

LawCrawl is an AI-powered platform designed to streamline the initial contract review process by identifying non-standard terms and clauses, offering suggestions for improvements, and ensuring compliance with legal standards. Users can upload their documents and benefit from the AI's capabilities in understanding legal context and providing relevant insights. This automation not only speeds up the review process but also reduces the risk of human error, ultimately enhancing legal accuracy and efficiency.

GPTriddle is an interactive online escape room game where players must solve a variety of puzzles and riddles to escape from different virtual scenarios. Utilizing AI-generated challenges, it provides an engaging and stimulating experience for both individuals and groups. It’s designed to test creativity, logic, and teamwork, making it suitable for a wide audience including gamers, educators, and team-building exercises. The game is accessible across multiple devices and platforms, ensuring flexibility and convenience for players.

Play2Learn provides AI-powered interactive games to enhance learning and training experiences. These games immerse users in realistic business scenarios, allowing them to apply theoretical knowledge to practical situations. By transforming traditional learning models into dynamic and engaging experiences, Play2Learn aims to revolutionize the approach to corporate training, boosting engagement, knowledge retention, and overall effectiveness across various industries and professional skills.

Outplay is an all-in-one multichannel sales engagement platform tailored to help sales teams increase their efficiency and close more deals. Offering features like prospecting, personalized email campaigns, multi-channel outreach, task management, and performance analytics, Outplay provides a comprehensive solution to sales automation. Ideal for scaling conversations and reaching more leads efficiently, it's a one-stop tool for outbound sales and tracking.

Be Your Best is a VR platform designed to enhance football players' vision, decision-making, and cognitive skills through immersive training scenarios. The platform offers access to personalized coaching, game-specific scenarios, and detailed analytics to help players track their progress. By integrating advanced VR technology, users can experience professional-level training and improve their performance significantly. The companion app further assists by providing real-time tracking and personal stats on the go.

Playstrict is an AI-powered platform that provides game developers with a suite of tools to enhance their game's market reach and profitability. The platform offers features such as game testing for market readiness, detailed analytics, marketing funnels, and live operations guidance. Playstrict bridges the gap for indie gaming developers by providing essential insights and strategies, ensuring optimized game promotion, effective monetization, and streamlined user acquisition processes.

오후스프링 provides a comprehensive solution for sellers engaged in global trade. This tool leverages artificial intelligence to assist users in efficiently sourcing products and managing listings. Over the past two years, the platform has translated and edited millions of images, enabling sellers to present their products more attractively. The platform aims to reduce the barriers and complexity often associated with international purchasing, streamlining operations for sellers around the world.

Better Posture by Skyward is an innovative Chrome extension designed to help users improve their posture with the aid of artificial intelligence. By analyzing the user's posture through their webcam, the tool identifies when they slouch and offers reminders to correct their posture. This constant feedback loop fosters healthy habits, making it easier to develop a more upright and aligned posture over time. Whether you are at a desk, studying, or working, this extension serves as a helpful companion in your journey toward better ergonomics.

OpenReplay is a robust session replay and analytics tool designed for developers seeking to enhance user experience and troubleshoot issues. By self-hosting the platform, teams maintain full control over their data while utilizing powerful features like user session playback, performance tracking, and error monitoring. OpenReplay enables developers to visualize user interactions, helping them understand behavior patterns and identify areas for improvement. This tool is essential for product optimization and enhances communication between product and development teams by providing clarity on user behavior.

Scrumball for Influencer is a browser extension that streamlines the process of influencer analysis. By leveraging artificial intelligence, it enables users to dissect each post and video from influencers quickly. The tool provides crucial metrics such as engagement rates, audience demographics, and feedback, empowering brands and marketers to make informed decisions when selecting influencers for collaboration. Overall, Scrumball enhances influencer marketing strategies by providing comprehensive insights, making it essential for brands looking to maximize their marketing ROI.

Decrackle revolutionizes the way we create and manage audio-visual content by leveraging cutting-edge AI technologies. Whether you're editing videos, generating captions, or analyzing conversations, Decrackle offers a suite of tools to streamline your creative process. Key functionalities include speech enhancement, transcription, and API solutions that cater to the unique audio needs of businesses. Its intuitive interface and powerful capabilities make it an essential resource for creators and enterprises looking for reliable audio-visual solutions.

Getgud.io is a platform that leverages advanced AI to autonomously analyze in-match player behavior in online FPS games. This platform is capable of identifying toxic players, including griefers and cheaters using techniques like aim-botting, wall-hacking, and speed-hacking. Game developers can control tolerance levels and determine actions such as automatic bans. The objective is to create a toxic-free gaming environment, which in turn leads to higher player retention and a better overall experience for all players.

PlayGoCode is a powerful online playground designed specifically for learning and practicing the Go programming language. It provides an integrated code editor, supports tests and benchmarks, and allows users to quickly switch between different Go compiler versions. This platform aims to simplify coding for beginners while offering advanced features that cater to experienced developers. With built-in AI tools, users can harness the power of modern programming, enhancing their coding experience with real-time feedback and support.