Maige
Empower Your Codebase with Maige
Maige is an open-source infrastructure designed to run natural language workflows on your codebase. It allows users to connect their repository, create webhook and embeddings, and set rules for labeling, assigning, commenting, and reviewing code. Maige leverages AI capabilities to automate various tasks within GitHub, providing a flexible and customizable workflow management solution.
For Tasks:
Click tags to check more tools for each tasksFor Jobs:
Features
- Automated labeling of issues
- Auto-assignment of tasks
- Auto-comments on PRs
- Customizable workflow instructions
- Code review automation
Advantages
- Enhances productivity by automating repetitive tasks
- Facilitates efficient codebase management
- Customizable rules for workflow automation
- Integration with GitHub API for seamless operation
- Flexible pricing plans with a free trial option
Disadvantages
- Limited to natural language workflows
- Requires familiarity with GitHub API
- May have a learning curve for new users
Frequently Asked Questions
-
Q:What tasks can Maige automate?
A:Maige can automate labeling, assigning, commenting, and code review tasks. -
Q:Is Maige compatible with all GitHub repositories?
A:Maige works flexibly with the GitHub API to interact with repositories. -
Q:Does Maige offer enterprise solutions?
A:Enterprise solutions are planned for large teams in the future.
Alternative AI tools for Maige
Similar sites
Maige
Maige is an open-source infrastructure designed to run natural language workflows on your codebase. It allows users to connect their repository, create webhook and embeddings, and set rules for labeling, assigning, commenting, and reviewing code. Maige leverages AI capabilities to automate various tasks within GitHub, providing a flexible and customizable workflow management solution.
Snorkell.ai
Snorkell.ai is an automated documentation generation tool that uses AI to create and update docstrings for GitHub projects. It supports multiple programming languages, including Python, JavaScript, TypeScript, Java, and Kotlin. Snorkell.ai integrates with GitHub and automatically generates docstrings whenever a pull request is merged, ensuring that documentation is always up-to-date with the codebase. It helps developers save time and effort by automating the documentation process, leading to improved code quality and reduced onboarding time.
Voqal
Voqal is an intelligent voice coding assistant designed to provide software developers with natural speech programming capabilities. It offers customizable features, context extensions, and access to various compute providers. Voqal simplifies coding processes by allowing users to navigate, edit, and confirm changes using voice commands. With a low learning curve and high skill ceiling, Voqal aims to enhance software development efficiency and productivity.
Formulas HQ
Formulas HQ is an AI-powered formula and script generator for Excel and Sheets. It provides users with a range of tools to simplify complex calculations, automate tasks, and enhance their spreadsheet mastery. With Formulas HQ, users can generate formulas, regular expressions, VBA code, and Apps Script, even without prior programming experience. The platform also offers a chat feature with system prompts to assist users with idea generation and troubleshooting. Formulas HQ is designed to empower users to work smarter and make better business decisions.
JiraGPT
JiraGPT is an AI-powered Jira Assistant that simplifies Jira tasks directly from Slack. It allows users to search Jira issues using natural language, eliminating the need for complex JQL queries. By seamlessly integrating with Slack and Jira, JiraGPT provides quick project updates, team member oversight, and efficient bug tracking. The tool ensures data safety by following best practices and encrypting all interactions. With a user-friendly interface and free plan option, JiraGPT transforms the way users interact with Jira.
Impel
Impel is an AI tool designed for Mac users to automate daily tasks and enhance productivity. It continuously learns the user's workflow in the background and provides instant assistance when needed. With features like summarizing videos and articles, managing tasks, and providing quick authentication, Impel aims to simplify and streamline the user's digital experience. The application prioritizes privacy by storing and processing data locally, ensuring sensitive information remains secure. Impel serves as a personal tutor, offering contextual suggestions and actions without requiring manual input, making it an efficient AI companion for Mac users.
AIAgent.app
AIAgent.app is a web application that utilizes artificial intelligence to automate tasks and decision-making processes based on user-defined goals. It employs a multi-agent system, where each agent focuses on specific tasks such as execution, task creation, prioritization, and iteration. By leveraging the power of GPT-4, AIAgent.app democratizes access to cutting-edge AI technology, enabling users to enhance their productivity and streamline their workflows.
Archbee
Archbee is a full circle documentation platform that uses generative AI to provide instant answers from documentation. It allows teams to create, maintain, and host documentation efficiently. With features like Write Assist, Custom Blocks, and real-time collaboration, Archbee streamlines the documentation process and enhances team productivity. The platform offers customized templates for user-friendly experiences and seamless integration with GitHub for content management. Archbee enables users to publish, share, and secure knowledge on their domain, providing comprehensive support for user onboarding and developer queries.
LowTech AI
LowTech AI is a platform that combines simple fill-in-the-blank inputs with powerful AI to create various tools for users. It offers features like summarizing text, generating emails, finding synonyms, coding functions, and more. Users can benefit from effortless intelligence, flexible tool creation, and zero friction sharing. The platform aims to enhance creativity, speed, and skills in tasks such as brainstorming, planning, writing, and analyzing, among others.
Embra
Embra is an AI assistant designed to help teams and professionals save time and be more productive. It integrates with your apps and data, and provides you with instant access to AI-powered commands and automations. Embra is used by startups, scaling businesses, and individuals alike.
AppSheet
AppSheet is a no-code application development platform that allows users to build powerful applications and automations without writing any code. It uses artificial intelligence (AI) to help users create and power intelligent apps, automate work, and unify apps and data. AppSheet is fully integrated with Google Workspace, making it easy to connect with other Google products and services.
Theneo
Theneo is an AI-powered API documentation tool that helps developers create, maintain, and publish beautiful, interactive API documentation. With Theneo, you can automatically generate API descriptions and summaries, collaborate with your team in real-time, and customize your documentation to match your brand. Theneo also integrates with your favorite development tools and source code editors, so you can create and maintain your documentation right from your workflow.
DocsChat
DocsChat is an AI-powered document conversation tool that revolutionizes the way users interact with various types of documents. It leverages OCR-powered AI technology to streamline document interactions, making it easier to comprehend, exchange knowledge, troubleshoot, and navigate through different document types. With a focus on enhancing user experiences across reading, research, business, legal, and training domains, DocsChat offers a versatile platform for effortless and personalized document engagement.
Recall
Recall is an AI-driven application that allows users to summarize any online content and save it to a knowledge base. The tool automatically organizes and interlinks the content for easy rediscovery. Users can save time by getting key points from various sources like podcasts, YouTube videos, news articles, and PDFs. Recall uses AI for automatic categorization, spaced repetition learning, and data export. The application prioritizes security, data protection, and user control over data ownership and portability.
Auxillary
Auxillary is an AI-powered chatbot copilot that seamlessly integrates with your SaaS platform, empowering users to interact with your product through natural conversation. It offers a range of capabilities, including answering queries, executing actions, providing guidance, and enhancing user experience. With Auxillary, users can navigate complex tasks, access information quickly, and receive proactive assistance, all within a user-friendly chat interface. It simplifies workflows, streamlines processes, and delivers personalized experiences, making it an invaluable tool for businesses looking to enhance their SaaS platform.
Quadratic
Quadratic is an infinite spreadsheet with Python, SQL, and AI. It combines the familiarity of a spreadsheet with the power of code, allowing users to analyze data, write code, and create visualizations in a single environment. With built-in Python library support, users can bring open source tools directly to their spreadsheets. Quadratic also features real-time collaboration, allowing multiple users to work on the same spreadsheet simultaneously. Additionally, Quadratic is built for speed and performance, utilizing Web Assembly and WebGL to deliver a smooth and responsive experience.
For similar tasks
Delegram
Delegram is an AI Assistant application designed to simplify task delegation by effortlessly assigning tasks to others and providing updates. It can be accessed on all WhatsApp or Telegram enabled devices globally. Delegram uses digital wizardry to ensure acknowledgment and timely execution of tasks by the recipient. It helps users stay informed about tasks they've entrusted to others, from one-time errands to recurring chores and time-sensitive tasks. Delegram aims to decentralize coordination of human efforts, fostering a collaborative, efficient, and harmonious society.
Maige
Maige is an open-source infrastructure designed to run natural language workflows on your codebase. It allows users to connect their repository, create webhook and embeddings, and set rules for labeling, assigning, commenting, and reviewing code. Maige leverages AI capabilities to automate various tasks within GitHub, providing a flexible and customizable workflow management solution.
TopWorksheets
TopWorksheets is an online platform that allows teachers to create and share interactive worksheets and exercises. It offers a variety of features to help teachers save time and track student progress. Teachers can use TopWorksheets to convert existing worksheets into interactive ones, browse through thousands of worksheets created by other teachers, and even have AI assist them in creating new worksheets. Students can use TopWorksheets to complete assignments, receive auto-graded feedback, and track their own progress.
ShiftX
ShiftX is a collaborative business process tool designed to help organizations optimize operations, ensure compliance, and increase customer satisfaction. It offers a range of features to help users manage processes, including the ability to create visual process maps, assign roles and tasks, and collaborate with colleagues. ShiftX is also committed to security and reliability, with features such as GDPR compliance, encrypted connections, and SAML single sign-on.
FlaiChat
FlaiChat is a superpowered chat application designed for multilingual families and close-knit groups. It is an AI-enhanced chat app that aims to bring families together by offering features such as an AI assistant (FlaiBot), location sharing, task assignment, chat restoration, and threaded conversations. Users can easily start chatting by scanning a code without the need for a phone number. FlaiChat prioritizes user data safety by encrypting data in transit and at rest on servers, although it does not utilize end-to-end encryption. The application is available on iOS and Android, with plans for desktop and web versions in the future.
Callbook.ai
Callbook.ai is a phone AI system designed specifically for seamless integration with Zoho CRM. It offers human-like AI calls, pre-configured AI assistants, easy integration without the need for extra tools or developers, and call data formatted for Zoho CRM fields. The application aims to address common issues faced by companies when implementing an AI phone system with Zoho CRM, providing a solution that eliminates the need for fine-tuning models and investing in developers.
ChatWorks
ChatWorks is an AI application that offers tailored AI solutions and expert AI consultancy to elevate businesses to the next level. It provides advanced technology and customized strategies to solve unique challenges. The application automates various processes such as email automation, data analysis, caption generation, and task management, catering to different industries like social media, customer service, construction, and more.
Retainr
Retainr is an all-in-one agency management software powered by AI, designed to help creative agencies and freelancers streamline their operations. It offers a comprehensive suite of features including file storage, client management, payments, tasks assignment, help desk, project delivery, and referrals. The platform aims to elevate agency identity by providing white-label features, custom sign-up experiences, and transparent pricing. Retainr simplifies client management from onboarding to service delivery, offers valuable insights into agency performance, and integrates with various tools for streamlined workflows. It enables agencies to scale their services, increase profitability, and enhance client experience through automation and collaboration tools.
Encord
Encord is a complete data development platform designed for AI applications, specifically tailored for computer vision and multimodal AI teams. It offers tools to intelligently manage, clean, and curate data, streamline labeling and workflow management, and evaluate model performance. Encord aims to unlock the potential of AI for organizations by simplifying data-centric AI pipelines, enabling the building of better models and deploying high-quality production AI faster.
GitGab
GitGab is a collaborative platform for developers to share code, collaborate on projects, and build software together. It provides version control using Git, issue tracking, code review, and project management tools in one integrated platform. With GitGab, developers can work together seamlessly, track changes, and manage their projects efficiently.
Maverick
Maverick is an incremental layer of automated code review for GitHub pull requests. It helps catch small issues that may go unnoticed during manual reviews. The tool is 100% free and integrates seamlessly with GitHub Marketplace. Maverick automates the process of reading code and providing feedback on pull requests, enhancing the overall development cycle efficiency.
Dropout Developer
Dropout Developer is an AI-powered platform dedicated to empowering self-taught programmers with personalized learning plans, expert guidance, and a supportive community. It offers over 100 AI tools tailored for coding and digital marketing needs. Users can access free resources, tutorials, and online courses to enhance their coding skills and build successful careers in technology.
CodeMate
CodeMate is an AI pair programmer tool designed to help developers write error-free code faster. It offers features like code navigation, understanding complex codebases, intuitive interface for smarter coding, instant debugging, code refactoring, and AI-powered code reviews. CodeMate supports all programming languages and provides suggestions for code optimizations. The tool ensures the security and privacy of user code and offers different pricing plans for individual developers, teams, and enterprises. Users can interact with their codebase, documentation, and Git repositories using CodeMate Chat. The tool aims to improve code quality and productivity by acting as a co-developer while programming.
Codiga
Codiga is a static code analysis tool that helps developers write clean, safe, and secure code. It works in real-time in your IDE and CI/CD pipelines, and it can be customized to meet your specific needs. Codiga supports a wide range of languages and frameworks, and it integrates with popular tools like GitHub, GitLab, and Bitbucket.
Commenter.ai
Commenter.ai is an AI-powered tool that helps you write better comments on code. It can help you identify and fix common coding errors, suggest improvements to your code, and even generate new code for you. Commenter.ai is a great way to improve the quality of your code and make it more readable and maintainable.
Kodezi
Kodezi is an AI-powered development tool that helps developers write better code. It offers a range of features to help developers with tasks such as code autocorrect, code review, and debugging. Kodezi is available as a web-based IDE, a VS Code extension, and an enterprise solution.
AI Code Reviewer
AI Code Reviewer is a tool that uses artificial intelligence to review code. It can help you find bugs, improve code quality, and enforce coding standards.
Korbit
Korbit is an AI-powered code review tool that helps developers write better code, faster. It integrates directly into your GitHub PR workflow and provides instant feedback on your code, identifying issues and providing actionable recommendations. Korbit also provides valuable insights into code quality, project status, and developer performance, helping you to boost your productivity and elevate your code.
Bito AI
Bito AI is an AI-powered code review tool that helps developers write better code faster. It provides real-time feedback on code quality, security, and performance, and can also generate test cases and documentation. Bito AI is trusted by developers across the world, and has been shown to reduce review time by 50%.
VIDOC
VIDOC is an AI-powered security engineer that automates code review and penetration testing. It continuously scans and reviews code to detect and fix security issues, helping developers deliver secure software faster. VIDOC is easy to use, requiring only two lines of code to be added to a GitHub Actions workflow. It then takes care of the rest, providing developers with a tailored code solution to fix any issues found.
Trag
Trag is an AI-powered tool designed to review pull requests in minutes, empowering engineering teams to save time and focus on building products. With Trag, users can create custom patterns for code review, ensuring best practices are followed and bugs are caught early. The tool offers features like autofix with AI, monitoring progress, connecting multiple repositories, pull request review, analytics, and team workspaces. Trag stands out from traditional linters by providing complex code understanding, semantic code analysis, predictive bug detection, and refactoring suggestions. It aims to streamline code reviews and help teams ship faster with AI-powered reviews.
CodeMate
CodeMate is an AI pair programmer tool designed to help developers write error-free code faster and more efficiently. It offers features such as code analysis, debugging assistance, code refactoring, and code review using advanced AI algorithms and machine learning techniques. CodeMate supports various programming languages and provides a secure environment for developers to work on their projects. With a user-friendly interface and collaborative features, CodeMate aims to streamline the coding process and enhance productivity for individual developers, teams, and enterprises.
For similar jobs
CHAI AI Platform
CHAI AI Platform is an AI tool designed for quant traders to build and implement AI algorithms for trading. The platform combines chat functionality with AI capabilities to enhance the trading experience. Based in Palo Alto, CA, CHAI Research Corp. developed the platform to empower traders with advanced AI technology for better decision-making and performance in the financial markets.
SOMA
SOMA is a Research Automation Platform that accelerates medical innovation by providing up to 100x speedup through process automation. The platform analyzes medical research articles, extracts important concepts, and identifies causal and associative relationships between them. It organizes this information into a specialized database forming a knowledge graph. Researchers can retrieve causal chains, access specific research articles, and perform tasks like concept analysis, drug repurposing, and target discovery. SOMA enhances literature review efficiency by finding relevant articles based on causal chains and keywords specified by the user. It empowers researchers to focus on their research by saving up to 95% of the time spent on pre-processing documents. The platform offers freemium access with extended functionality for 14 days and advanced features available through subscription.
Cambrian Copilot
Cambrian Copilot is an AI tool designed for researchers and engineers to easily stay up-to-date with the latest machine learning research. With over 240,000 ML papers available for search, the tool helps users understand complex details and automate literature reviews, simplifying the process of discovering and accessing cutting-edge research in the field of machine learning.
Mnemonic AI
Mnemonic AI is an advanced Customer Intelligence AI tool that specializes in creating AI Personas and Digital Twin of the Customer. It helps organizations of all sizes better understand individuals by developing artificial intelligence solutions to tailor messages to their state of mind. The tool is fully automated, data-driven, and offers psychographics insights, integrations, and case studies to enhance customer centricity and marketing strategies.
funtime
functime is a time-series machine learning tool designed to perform forecasting at scale. It provides a comprehensive set of functions and resources to assist users in analyzing and evaluating time-series data. With features like scoring, ranking, and plotting functions, functime aims to simplify the process of forecasting and make it accessible to users of all levels of expertise. The tool also offers an API reference for developers looking to integrate time-series forecasting capabilities into their applications.
Kolank
Kolank is an AI tool that provides a unified API for accessing a wide range of Language Model Models (LLMs) and providers. It offers features such as model comparison based on price, latency, output, context, and throughput, OpenAI compatible API integration, transparency in tracking API calls and token expenditure, cost reduction by paying for performance, load balancing with fallbacks, and easy integration with preferred LLMs using Python, Javascript, and Curl.
Promptmakr
Promptmakr is a platform that facilitates the buying and selling of AI prompts. It serves as a marketplace where users can find and purchase prompts for various AI applications. The platform aims to streamline the process of acquiring prompts, making it easier for developers and AI enthusiasts to access high-quality content to enhance their projects.
StockGPT
StockGPT is an AI-powered financial research assistant that provides knowledge of earnings releases, financial reports, and fundamental information for S&P 500 and Nasdaq companies. It offers features like AI search, customizable filters, up-to-date data, industry research, and more to help users analyze companies and markets effectively.
Unlearn.ai
Unlearn.ai is an AI-powered digital twins solution provider that optimizes clinical trials. Their TwinRCTs enable confident and quick clinical trials in various medical fields such as neuroscience, immunology, and metabolic diseases. By creating digital twins of patients, Unlearn.ai enhances the power and efficiency of clinical trials, attracting study participants and making confident decisions from early to late-stage studies.
Altera
Altera is an applied research lab focused on building digital human beings with fundamental human qualities. Led by Dr. Robert Yang, the team consists of computational neuroscientists, physics olympiads, and engineers from prestigious institutions. Their mission is to create digital beings that enhance human-to-human interactions, offering empathy, fun, friendship, and productivity at an unprecedented scale. Leveraging a state-of-the-art Composite Architecture inspired by the brain, Altera aims to develop agents with empathy, memory, and social norms. Starting with products in games, Altera plans to expand into multi-agent simulations and physical embodiment of digital intelligence, aspiring to become the most consequential technology company in the world.
Google Colab Copilot
Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and completions while working on their projects. By following a simple setup guide, users can enable this feature and enhance their coding experience within the Google Colab environment. The tool streamlines the coding process by providing intelligent code suggestions based on the context and code patterns, ultimately boosting productivity and efficiency for developers.
Lobe
Lobe is a free and easy-to-use machine learning tool for Mac and PC that allows users to train machine learning models and deploy them to any platform of their choice. It provides a user-friendly interface for creating, training, and deploying machine learning models without requiring extensive coding knowledge.
Aitodata
Aitodata.com is an AI-powered data analysis tool designed to help users analyze and visualize data efficiently. The platform offers a user-friendly interface that allows users to upload datasets, perform various data analysis tasks, and generate insightful visualizations. With advanced AI algorithms, aitodata.com simplifies the data analysis process and provides valuable insights to users across different industries. Whether you are a data scientist, business analyst, or student, aitodata.com can assist you in making data-driven decisions and uncovering hidden patterns in your data.
CrowdPrisma
CrowdPrisma is an AI-powered survey analysis tool that revolutionizes the way insights are extracted from free-text responses. It utilizes a cutting-edge TextEngine to automatically group responses into coherent themes and topics, providing users with quantitative insights in minutes. The platform offers an interactive dashboard for in-depth data exploration, multilingual support, and fair billing practices. CrowdPrisma is ideal for market research, customer experience analysis, human resources investigations, policy research, and more.
Weaviate
Weaviate is an AI-native database designed to bring intuitive AI-native applications to life with less hallucination, data leakage, and vendor lock-in. It offers features like Hybrid Search, Retrieval-Augmented Generation, Generative Feedback Loops, and Cost-performance optimization. Weaviate empowers developers to build AI-native applications with flexible, reliable, open-source foundations, including a vector database and surrounding services. With over 1M monthly downloads, Weaviate is a core piece of the AI-native stack for developers and enterprises, providing model inference and AI infrastructure tailored to specific use cases.
WiseData
WiseData is an AI Assistant for Python Data Analytics designed to help Data Analysts and Data Scientists be 2X more productive. It offers features like data transformation with natural language, data visualization with natural language, and data transformation with SQL. WiseData ensures privacy by not sending analyzed data to its server and protects transmitted prompts and suggestions through encryption. It is a valuable tool for simplifying complex data analytics tasks and enhancing productivity.
Qualifyed
Qualifyed is an AI predictive audiences and lead scoring platform designed to help businesses optimize their advertising efforts by targeting people with the highest probability to become customers. The platform utilizes industry-leading machine learning systems to continuously inspect and score leads, ultimately decreasing customer acquisition costs, increasing online conversions, and enhancing offline sales team efficiency. Qualifyed offers a streamlined process of data ingestion, machine learning modeling, advertising optimization, and media execution to reach ideal customers effectively. With a focus on driving qualified leads, Qualifyed aims to revolutionize the way businesses approach media buying for sales.
Chessvision.ai
Chessvision.ai is an AI-powered eBook reader designed to enhance the study experience of chess enthusiasts. By utilizing Artificial Intelligence and Computer Vision technologies, the application transforms traditional chess eBooks into interactive learning tools. Users can open PDF, ePub, or DjVu chess books, analyze diagrams, add comments, search positions online, and even integrate with chess engines for deeper analysis. The Reader has received accolades for its innovative approach to chess learning and has been recognized as the Best Chess Startup in 2020.
Vectara
Vectara is a conversational search demo that showcases the capabilities of a search tool using natural language processing. It allows users to interact with the search engine using conversational language, making the search process more intuitive and user-friendly. Vectara leverages advanced AI algorithms to understand user queries and provide relevant search results in a conversational manner.
ThirdAI
ThirdAI is a production-ready AI platform designed for enterprise use, offering out-of-the-box solutions that work at scale and provide 10x better price performance. The platform features enterprise SSO, LLM guardrails, built-in models, a no-code interface, and implicit feedback & RLHF. It allows for turnkey deployment of complex AI ecosystems, enabling business leaders to solve critical needs quickly. With a focus on security, scalability, and performance, ThirdAI helps drive innovation and achieve business goals from day one.
Susterra
Susterra is an advanced analytics platform for Public Finance stakeholders, aiming to catalyze urban development by providing powerful insights. The platform integrates leading practices from academia, leverages public data growth, and utilizes technology innovations like ML and AI to enable issuers to make suitable choices for accelerating the development of Smart Cities across the United States. Susterra offers state-of-the-art analytics, including TerraScore, TerraVision, TerraView, and Impact IQ, with a focus on public program evaluation and data visualization tools for various sectors such as Utilities, Education, Healthcare, and more.
GenIQ
GenIQ is an AI-powered application that allows users to interact with files through natural language. It generates concise summaries of lengthy documents using Generative AI technology. Users can work with various file types such as audio, video, PDF, and Word documents by asking questions in natural language and receiving real-time answers. GenIQ offers features like audio & video analysis, document processing, multilingual support, and handwritten document analysis.
Collective[i]
Collective[i] is an AI application that leverages deep learning and AI technology to optimize business operations, specifically focusing on sales forecasting, productivity improvement, and revenue growth. The platform provides automated daily sales forecasts, data cleansing in CRM systems, insights generation for optimal outcomes, and support for community networking. Collective[i] prioritizes enterprise-level security and privacy to ensure the confidentiality and integrity of business information. The AI technology used by Collective[i] aims to automate tasks, enhance decision-making processes, and enhance the overall buying experience for users.
AI SDK
The AI SDK is a free open-source library designed to empower developers in building AI-powered products. Developed by the creators of Next.js, it offers a range of features such as a chat-based web development companion, a Unified Provider API for seamless integration with different AI providers, generative UI for creating dynamic interfaces, framework-agnostic compatibility, and streaming AI responses for instant user feedback. The SDK has received positive feedback from developers for its ease of use and efficiency in automating processes.