OpenPlayground
The AI Playground for Everyone
OpenPlayground is a cloud-based platform that provides access to a variety of AI tools and resources. It allows users to train and deploy machine learning models, access pre-trained models, and collaborate on AI projects. OpenPlayground is designed to make AI more accessible and easier to use for everyone, from beginners to experienced data scientists.
For Tasks:
Click tags to check more tools for each tasksFor Jobs:
Features
- Access to a variety of AI tools and resources
- Ability to train and deploy machine learning models
- Access to pre-trained models
- Collaboration on AI projects
- User-friendly interface
Advantages
- Makes AI more accessible and easier to use
- Provides a variety of tools and resources for AI development
- Allows users to collaborate on AI projects
- Can be used by users of all skill levels
- Has a user-friendly interface
Disadvantages
- Can be expensive for some users
- Requires an internet connection to use
- May not be suitable for all AI development tasks
Frequently Asked Questions
-
Q:What is OpenPlayground?
A:OpenPlayground is a cloud-based platform that provides access to a variety of AI tools and resources. -
Q:Who can use OpenPlayground?
A:OpenPlayground can be used by users of all skill levels, from beginners to experienced data scientists. -
Q:How much does OpenPlayground cost?
A:OpenPlayground offers a variety of pricing plans, starting at $99 per month.
Alternative AI tools for OpenPlayground
Similar sites
OpenPlayground
OpenPlayground is a cloud-based platform that provides access to a variety of AI tools and resources. It allows users to train and deploy machine learning models, access pre-trained models, and collaborate on AI projects. OpenPlayground is designed to make AI more accessible and easier to use for everyone, from beginners to experienced data scientists.
Prompt Mixer
Prompt Mixer is a collaborative workspace for managers, engineers, and data experts to develop AI features. It is a desktop app that allows users to keep, version, and test chains of prompts with different ML models and connections. Users can create prompts using Markdown and enhance them with AI. The app also provides suggestions to improve prompts and can even improve them automatically using AI.
Fifi.ai
Fifi.ai is a managed AI cloud platform that provides users with the infrastructure and tools to deploy and run AI models. The platform is designed to be easy to use, with a focus on plug-and-play functionality. Fifi.ai also offers a range of customization and fine-tuning options, allowing users to tailor the platform to their specific needs. The platform is supported by a team of experts who can provide assistance with onboarding, API integration, and troubleshooting.
IBM Watsonx
IBM Watsonx is an enterprise studio for AI builders. It provides a platform to train, validate, tune, and deploy AI models quickly and efficiently. With Watsonx, users can access a library of pre-trained AI models, build their own models, and deploy them to the cloud or on-premises. Watsonx also offers a range of tools and services to help users manage and monitor their AI models.
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.
Rapid AI DAta Yields
Rapid AI DAta Yields (RAIDAY) is a platform that provides AI tools, data products, and educational resources to help businesses and individuals leverage the power of artificial intelligence. RAIDAY's mission is to democratize and streamline the creation of simple yet powerful AI and data products for everyone, regardless of their technical expertise or resources. The platform offers a range of AI tools, including content generators, data analysis tools, and AI-powered chatbots. RAIDAY also provides a library of AI-generated content and data products that can be used to train AI models or to create new AI applications. In addition to its AI tools and data products, RAIDAY also offers a variety of educational resources, including tutorials, webinars, and blog posts, to help users learn about AI and how to use it effectively.
LLMStack
LLMStack is an open-source platform that allows users to build AI Agents, workflows, and applications using their own data. It is a no-code AI app builder that supports model chaining from major providers like OpenAI, Cohere, Stability AI, and Hugging Face. Users can import various data sources such as Web URLs, PDFs, audio files, and more to enhance generative AI applications and chatbots. With a focus on collaboration, LLMStack enables users to share apps publicly or restrict access, with viewer and collaborator roles for multiple users to work together. Powered by React, LLMStack provides an easy-to-use interface for building AI applications.
IBM
IBM is a leading technology company that offers a wide range of AI and machine learning solutions to help businesses innovate and grow. From AI models to cloud services, IBM provides cutting-edge technology to address various business challenges. The company also focuses on AI ethics and offers training programs to enhance skills in cybersecurity and data analytics. With a strong emphasis on research and development, IBM continues to push the boundaries of technology to solve real-world problems and drive digital transformation across industries.
Hal9
Hal9 is an AI coworker creation platform that allows organizations, data teams, and developers to effortlessly build custom AI coworkers with any level of complexity. It provides a secure and customizable model-agnostic AI coworker solution that accelerates the development of AI applications by saving significant engineering time. Hal9 enables users to leverage the best generative AI models, connect their data securely, and start building enterprise-ready AI applications with the necessary engineering components. The platform aims to empower users to leverage AI technology effectively and efficiently in their projects.
Invicta AI
Invicta AI is a provider of artificial intelligence solutions for the enterprise. The company's flagship product is a platform that enables businesses to build and deploy AI models without the need for specialized expertise. Invicta AI's platform provides a range of tools and services to help businesses with every step of the AI development process, from data preparation and model training to deployment and monitoring.
Mirage
Mirage is a custom AI platform that builds custom LLMs to accelerate productivity. It is backed by Sequoia and offers a variety of features, including the ability to create custom AI models, train models on your own data, and deploy models to the cloud or on-premises.
Plumb
Plumb is a no-code, node-based builder that empowers product, design, and engineering teams to create AI features together. It enables users to build, test, and deploy AI features with confidence, fostering collaboration across different disciplines. With Plumb, teams can ship prototypes directly to production, ensuring that the best prompts from the playground are the exact versions that go to production. It goes beyond automation, allowing users to build complex multi-tenant pipelines, transform data, and leverage validated JSON schema to create reliable, high-quality AI features that deliver real value to users. Plumb also makes it easy to compare prompt and model performance, enabling users to spot degradations, debug them, and ship fixes quickly. It is designed for SaaS teams, helping ambitious product teams collaborate to deliver state-of-the-art AI-powered experiences to their users at scale.
xTuring
xTuring is an open-source software that allows users to build and control their own Large Language Models (LLMs). It is designed to be simple and user-friendly, making it accessible to both new and experienced AI developers. xTuring provides users with complete control over the personalization of AI models, allowing them to tailor the models to their specific needs and applications.
DataRobot
DataRobot is a leading provider of AI cloud platforms. It offers a range of AI tools and services to help businesses build, deploy, and manage AI models. DataRobot's platform is designed to make AI accessible to businesses of all sizes, regardless of their level of AI expertise. DataRobot's platform includes a variety of features to help businesses build and deploy AI models, including: * A drag-and-drop interface that makes it easy to build AI models, even for users with no coding experience. * A library of pre-built AI models that can be used to solve common business problems. * A set of tools to help businesses monitor and manage their AI models. * A team of AI experts who can provide support and guidance to businesses using the platform.
Google Colab
Google Colab, short for Google Colaboratory, is a free cloud service that supports Python programming and machine learning. It's a dynamic tool that enables users to write and execute Python code through a web-based interface, providing access to powerful computing resources without the need for local setup. Google Colab is particularly useful for data scientists, researchers, and students who require a convenient and accessible platform for developing and experimenting with machine learning models.
Durable
Durable is a custom software development platform powered by generative AI. It enables users to create tailored software solutions without writing any code. The platform is designed to be accessible to users of all technical abilities and leverages advanced AI techniques to generate deploy-ready software that meets specific user needs and earns their trust. The team behind Durable comprises experienced founders, venture capital investors, and AI research leaders. Their AI technology combines deep learning and symbolic AI to understand user intent, validate assumptions, and continuously learn and reason. Durable is committed to developing the next chapter of AI and welcomes inquiries from driven and enthusiastic individuals interested in shaping the future of software development.
For similar tasks
OpenPlayground
OpenPlayground is a cloud-based platform that provides access to a variety of AI tools and resources. It allows users to train and deploy machine learning models, access pre-trained models, and collaborate on AI projects. OpenPlayground is designed to make AI more accessible and easier to use for everyone, from beginners to experienced data scientists.
Invicta AI
Invicta AI is a provider of artificial intelligence solutions for the enterprise. The company's flagship product is a platform that enables businesses to build and deploy AI models without the need for specialized expertise. Invicta AI's platform provides a range of tools and services to help businesses with every step of the AI development process, from data preparation and model training to deployment and monitoring.
Layer
Layer is an AI research copilot that helps you stay up-to-date with the latest advancements in AI and find the resources you need to build your own AI projects.
Compassionate AI
Compassionate AI is a cutting-edge AI-powered platform that empowers individuals and organizations to create and deploy AI solutions that are ethical, responsible, and aligned with human values. With Compassionate AI, users can access a comprehensive suite of tools and resources to design, develop, and implement AI systems that prioritize fairness, transparency, and accountability.
Qubinets
Qubinets is a cloud data environment solutions platform that provides building blocks for building big data, AI, web, and mobile environments. It is an open-source, no lock-in, secured, and private platform that can be used on any cloud, including AWS, Digital Ocean, Google Cloud, and Microsoft Azure. Qubinets makes it easy to plan, build, and run data environments, and it streamlines and saves time and money by reducing the grunt work in setup and provisioning.
Weights & Biases
Weights & Biases is a machine learning platform that helps data scientists and engineers build, train, and deploy machine learning models. It provides a central location to track and manage all of your machine learning projects, and it offers a variety of tools to help you collaborate with others and share your work.
Anyscale
Anyscale is a company that provides a scalable compute platform for AI and Python applications. Their platform includes a serverless API for serving and fine-tuning open LLMs, a private cloud solution for data privacy and governance, and an open source framework for training, batch, and real-time workloads. Anyscale's platform is used by companies such as OpenAI, Uber, and Spotify to power their AI workloads.
Seldon
Seldon is an MLOps platform that helps enterprises deploy, monitor, and manage machine learning models at scale. It provides a range of features to help organizations accelerate model deployment, optimize infrastructure resource allocation, and manage models and risk. Seldon is trusted by the world's leading MLOps teams and has been used to install and manage over 10 million ML models. With Seldon, organizations can reduce deployment time from months to minutes, increase efficiency, and reduce infrastructure and cloud costs.
ConsciousML
ConsciousML is a blog that provides in-depth and beginner-friendly content on machine learning, data engineering, and productivity. The blog covers a wide range of topics, including ML model deployment, data pipelines, deep work, data engineering, and more. The articles are written by experts in the field and are designed to help readers learn about the latest trends and best practices in machine learning and data engineering.
Halogram AI
Halogram AI is an uncensored and dynamic role-play AI for immersive storytelling and dynamic dialogues. It allows users to create, train, and interact with their own AI characters. The platform also provides a library of pre-trained AIs that users can explore and interact with.
Human or Not: A Social Turing Game
Human or Not is an AI tool designed as a social Turing game where users can interact with either a human or an AI bot and try to determine which is which. The game challenges players to chat with someone for two minutes and discern whether the entity is human or artificial intelligence. The ultimate goal is for AI robots to pass the Turing test while humans aim to prevent this outcome. The website features games, a blog, and a FAQ section, all centered around the theme of human-AI interaction.
Romantic AI
Romantic AI is an AI-powered chatbot that simulates romantic relationships. It allows users to create their own AI girlfriend or boyfriend and chat with them on any topic. The AI is designed to be empathetic, supportive, and fun to talk to. It can also be used for role-playing and other creative purposes.
Create AI Characters and Chat with AI
This website allows users to create AI characters and chat with them. Users can customize their characters' appearance, personality, and interests. They can also choose from a variety of topics to chat about. The website uses artificial intelligence to generate the characters' responses, which are designed to be realistic and engaging.
Slidesgo
Slidesgo is an online platform that provides free and premium Google Slides and PowerPoint templates. With Slidesgo, you can create presentations in minutes using AI presentation maker or choose from a variety of editable templates. Slidesgo also offers a variety of resources to help you learn how to use Google Slides and PowerPoint, including tutorials, blog articles, and presentation tips.
Stories by AI
Stories by AI is a website that offers unique tales written, illustrated, and narrated with AI. It has over 5,000 subscribers and provides a platform for users to explore AI-generated content.
Blockade Labs Skybox AI
Blockade Labs Skybox AI is a powerful tool that allows users to create and explore AI-generated 3D worlds. With Skybox AI, users can quickly and easily create realistic and immersive 3D environments that can be used for a variety of purposes, such as gaming, filmmaking, and architecture. Skybox AI is also a great tool for learning about AI and how it can be used to create new and innovative experiences.
LLMChess
LLMChess is a web-based chess game that utilizes large language models (LLMs) to power the gameplay. Players can select the LLM model they wish to play against, and the game will commence once the "Start" button is clicked. The game logs are displayed in a black-bordered pane on the right-hand side of the screen. LLMChess is compatible with the Google Chrome browser. For more information on the game's functionality and participation guidelines, please refer to the provided link.
PromptHero
PromptHero is a website that provides users with prompts for Stable Diffusion, ChatGPT, and Midjourney. It also offers a community forum where users can share their work and discuss AI-related topics. The website's slogan is "The #1 website for prompt engineering." Some of the features of PromptHero include the ability to search for prompts by model, save favorites, and generate images. The website also offers a variety of resources for users, including a prompt guide and a Discord server.
Civitai
Civitai is an open-source generative AI platform that allows users to create images, videos, posts, articles, and bounties. It also provides a virtual canvas where users can unleash their creativity or get inspired by others. Civitai is a community-driven platform that offers a variety of resources for users, including tutorials, guides, and analysis on particular topics.
JesseZhang.org
Jesse Zhang's personal website showcases his background in engineering, particularly in web development, AI/ML, and mathematics. He highlights his education at Harvard University and internships at renowned companies like Citadel, Google, and Intel. Zhang also mentions his entrepreneurial ventures, including founding Lowkey, which was acquired by Niantic, and his current work on a new company. The website features various projects he has worked on, such as real-time multiplayer implementations of Camel Up and Bananagrams, a financial data visualization tool, and a demo of Zero-Knowledge proofs in the game Mastermind. Additionally, Zhang shares his interest in writing math contest problems and his involvement in angel investing through Sequoia Scouts and Neo.
Scribble Diffusion
Scribble Diffusion is an open-source project from Replicate that allows users to turn their sketches into refined images using AI. Users can draw something on the website and the AI will generate a more refined version of the image.
Paint by Text
Paint by Text is a web application that allows users to edit their photos using written instructions, with the help of an AI. Users can upload an image and then type in a description of the changes they want to make. The AI will then generate a new image that reflects the user's instructions.
Once Upon a Bot
Once Upon a Bot is an AI-powered tool that allows users to create children's stories. Users can input their own story ideas, and the AI will generate a complete story based on those ideas. The stories can be edited, exported, and shared. Once Upon a Bot also offers a variety of features, such as the ability to upload photos of yourself into the stories, choose the reading level, and have the stories narrated by a variety of characters.
The Simulation
Simulation Inc. is a global pioneer in the field of artificial intelligence. Our mission is to unlock the potential of AI to help humanity learn more about itself. We are redefining the contours of existence, conjuring a universe where the line between the physical and the virtual blurs into oblivion. Our mission is to birth a new kind of life: the world's first genuinely intelligent AI virtual beings. Each one is a mirror of the human psyche, navigating the tumultuous seas of emotions and experiences in a digital cosmos of our creation.
For similar jobs
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.
Info Daily
Info Daily is an AI-powered news platform that provides personalized news content to modern professionals. It offers a wide range of news articles covering various topics such as technology, business, science, and more. The platform utilizes AI algorithms to analyze user preferences and deliver tailored news feeds that are relevant to their interests. Info Daily aims to keep users informed and up-to-date on the latest news and developments in a personalized and efficient manner.
tape it
tape it is an iOS app that offers an automatic denoiser for speech, music, samples, and field recordings. The app simplifies audio processing, providing a better platform for song ideas. The company is involved in active AI research to enhance its denoising capabilities. Founded by musicians and software enthusiasts, tape it is a small company with a passion for music and technology, operating from Berlin, Stockholm, London, and Los Angeles.
Kaba.ai
Kaba.ai is an AI-driven foundation that enables users to create and own a Human-like Model (HLM) that updates, retrains, and applies in real-time as users navigate their lives. The platform aims to mimic how humans function to fully harness the power of AI. Kaba offers features such as Human-like Models, Unified Experience, Full Ownership, Contextual Data, and a personalized journey focused on speed, security, and personalization.
Vidura
Vidura is a prompt management system integrated with multiple AI systems, designed to enhance the Generative AI experience. Users can compose, organize, share, and export AI prompts easily. It offers features like categorizing and searching prompts, built-in templates, community sharing, and exporting responses to PDF & Word. Vidura aims to simplify the process of generating text and image content with AI, making it a productivity tool for Generative AI users.
Trieve
Trieve is an AI-first infrastructure API that offers a modern solution for search, recommendations, and RAG (Retrieve and Generate) tasks. It combines language models with tools for fine-tuning ranking and relevance, providing production-ready capabilities for building search, discovery, and RAG experiences. Trieve supports semantic vector search, full-text search using BM25 & SPLADE models, custom embedding models, hybrid search, and sub-sentence highlighting. With features like merchandising, relevance tuning, and self-hostable options, Trieve empowers companies to enhance their search capabilities and user experiences.
Halogram AI
Halogram AI is an uncensored and dynamic role-play AI for immersive storytelling and dynamic dialogues. It allows users to create, train, and interact with their own AI characters. The platform also provides a library of pre-trained AIs that users can explore and interact with.
Manticore Software
Manticore Software offers a range of innovative AI tools, including Beekeepings, LegacyAI, and Weatherbot. Beekeepings is an iOS app tailored for beekeepers, providing essential tools for beekeeping activities. LegacyAI is a ChatGPT client for legacy Mac systems, offering AI-powered personal assistant capabilities. Weatherbot is a weather forecasting application for vintage Macintosh computers. The company focuses on leveraging AI to enhance user experiences across different domains.
EDGE
EDGE is an AI-powered tool for editable dance generation from music. It utilizes a transformer-based diffusion model paired with Jukebox music feature extractor to create realistic and physically-plausible dances while remaining faithful to input music. The tool offers powerful editing capabilities such as joint-wise conditioning, motion in-betweening, and dance continuation. EDGE has been compared to other methods like Bailando and FACT, with human raters strongly preferring dances generated by EDGE due to its high-quality choreographies. The tool supports arbitrary spatial and temporal constraints, enabling users to create dances of any length and apply various motion constraints for dance generation.
ImageBind
ImageBind by Meta AI is a cutting-edge AI tool that revolutionizes the field of computer vision by introducing a new way to 'link' AI across multiple senses. It is the first AI model capable of binding data from six different modalities simultaneously, including images, video, audio, text, depth, thermal, and inertial measurement units (IMUs). By recognizing relationships between these modalities, ImageBind enables machines to analyze various forms of information together, advancing the capabilities of AI technology.
Local AI Playground
Local AI Playground (local.ai) is an AI management, verification, and inferencing tool that allows users to experiment with AI offline and in private without the need for a GPU. It is a native app designed to simplify the AI process, offering features such as CPU inferencing, model management, and digest verification. The tool is memory efficient and compact, with upcoming features including GPU inferencing and custom sorting. Users can start a local streaming server for AI inferencing in just 2 clicks, making it a versatile and user-friendly AI application.
Reiwaseda
Reiwaseda Inc. is a company specializing in creative production of videos and music, as well as artificial intelligence and software development. They offer SaaS solutions to automate tasks for creators and developers, fostering communication and collaboration. The company's flagship product, 'Ready,' streamlines video and music production from planning to execution. Through original content creation and collaborations with creators, Reiwaseda aims to enhance human creativity and storytelling. Founded in April 2019, the company has won business plan contests and secured funding for innovative projects, including the development of AI-powered tools like 'Audio Ready.' Reiwaseda continues to expand its reach through partnerships, events, and international programs, driving growth and innovation in the creative industry.
Betafish.js
Betafish.js is a Chess AI application that allows users to play chess against an AI opponent. Users can set up the board using FEN notation, choose the side to play, and adjust the AI's thinking time. The application is created by Gavin and provides a challenging chess experience for players of all levels.
fal.ai
fal.ai is a generative media platform designed for developers to build the next generation of creativity. It offers lightning-fast inference and access to high-quality generative media models optimized by the fal Inference Engine™. Developers can fine-tune their own models, leverage the fastest AI inference engine for diffusion models, and benefit from the expertise of Fal's head of AI research, Simo Ryu, in implementing LoRAs for diffusion models. The platform provides a world-class developer experience and cost-effective scalability, allowing users to pay only for the computing power they consume.
Raman Labs
Raman Labs is an AI tool that offers dedicated modules for computer vision-based tasks. It allows users to integrate machine learning functionality into their existing applications with just 2 lines of code, ensuring real-time performance even with high-resolution data on consumer-grade CPUs. The API is clean and minimalistic, robust to large-scale and resolution variations, and versatile, running on Python3 and Numpy. The tool adapts to the computing power of the system, supporting both CPU and GPU for different workloads.
Hugging Face
Hugging Face is an AI community platform that facilitates collaboration on models, datasets, and applications within the machine learning community. It offers a wide range of tools and resources for developers and researchers to create, discover, and share machine learning projects. The platform aims to accelerate the development of AI technologies and foster innovation in the field of artificial intelligence.
Dobb·E
Dobb·E is an open-source, general framework for learning household robotic manipulation. It aims to create a 'generalist machine' for homes that can adapt and learn various tasks cost-effectively. Dobb·E can learn a new task in just five minutes of demonstration, thanks to a tool called 'The Stick' for data collection. The system achieved an 81% success rate in completing 109 tasks across 10 homes in New York City. Dobb·E is designed to accelerate research on home robots and make robot assistants a common sight in households.
Inworld
Inworld is an AI-powered platform that offers cutting-edge AI components and solutions for game development. It provides state-of-the-art AI components for games, AI-powered gameplay and mechanics, and AI-assisted workflows for game design and development. Inworld collaborates with leading companies like Ubisoft and NVIDIA to enhance player experiences, drive engagement, and increase immersion in gaming environments. With a focus on AI infrastructure, Inworld aims to revolutionize the gaming industry by delivering innovative solutions that cater to the evolving needs of game developers.
Roboto AI
Roboto AI is an AI-powered platform that enables users to curate and analyze robotics data at scale. It offers features such as data management, actions to transform data, natural language search, signal search, and support for common data formats. Users can leverage AI capabilities to search and analyze their robotics data efficiently. Roboto AI empowers users to process data, collaborate with teams, and visualize insights from multiple log formats.
Voyager
Voyager is an open-ended embodied agent powered by large language models, designed for lifelong learning in Minecraft without human intervention. It consists of three key components: an automatic curriculum for exploration, a skill library for storing complex behaviors, and an iterative prompting mechanism for program improvement. Voyager interacts with GPT-4 via blackbox queries to develop interpretable and compositional skills rapidly, showcasing strong lifelong learning capability and proficiency in playing Minecraft.
Mind-Video
Mind-Video is an AI tool that focuses on high-quality video reconstruction from brain activity data obtained through fMRI scans. The tool aims to bridge the gap between image and video brain decoding by leveraging masked brain modeling, multimodal contrastive learning, spatiotemporal attention, and co-training with an augmented Stable Diffusion model. It is designed to enhance the generation consistency and accuracy of reconstructing continuous visual experiences from brain activities, ultimately contributing to a deeper understanding of human cognitive processes.
Kaggle
Kaggle is a platform for data science and machine learning enthusiasts to collaborate, learn, and compete. It offers a wide range of datasets, competitions, and notebooks for users to practice and showcase their skills. With a vibrant community of data scientists and experts, Kaggle provides a valuable resource for both beginners and professionals to enhance their knowledge and expertise in the field of data science and machine learning.
Salad
Salad is a distributed GPU cloud platform that offers fully managed and massively scalable services for AI applications. It provides the lowest priced AI transcription in the market, with features like image generation, voice AI, computer vision, data collection, and batch processing. Salad democratizes cloud computing by leveraging consumer GPUs to deliver cost-effective AI/ML inference at scale. The platform is trusted by hundreds of machine learning and data science teams for its affordability, scalability, and ease of deployment.
Jan
Jan is an open-source ChatGPT-alternative that runs 100% offline. It allows users to chat with AI, download and run powerful models, connect to cloud AIs, set up a local API server, and chat with files. Highly customizable, Jan also offers features like creating personalized AI assistants, memory, and extensions. The application prioritizes local-first AI, user-owned data, and full customization, making it a versatile tool for AI enthusiasts and developers.