Nesa Playground

Nesa is a global blockchain network that brings AI on-chain, allowing applications and protocols to seamlessly integrate with AI. It offers secure execution for critical inference, a private AI network, and a global AI model repository. Nesa supports various AI models for tasks like text classification, content summarization, image generation, language translation, and more. The platform is backed by a team with extensive experience in AI and deep learning, with numerous awards and recognitions in the field.

Alan AI is an advanced conversational AI platform that offers a wide range of AI solutions for various industries. It simplifies tasks, enhances business operations, and empowers sales strategies through AI technology. The platform provides features like question answering, semantic search, reporting, private data sources, and context awareness. With a focus on actionable AI, Alan AI aims to redefine learning and streamline decision-making processes. It offers a comprehensive suite of tools for developers, including technology architecture overview, integration, deployment, and analytics. Alan AI stands out for its innovative approach to AI reasoning, transparency, and control, making it a valuable asset for organizations seeking to leverage AI capabilities.

Laika AI is the world's first Web3-modeled AI ecosystem, designed and optimized for Web3 and blockchain. It offers advanced on-chain AI tools, integrating artificial intelligence and blockchain data to provide users with insights into the crypto landscape. Laika AI stands out with its user-friendly browser extension that empowers users with advanced on-chain analytics without the need for complex setups. The platform continuously learns and improves, leveraging a unique foundation and proprietary algorithms dedicated to Web3. Laika AI offers features such as DeFi research, token contract analysis, wallet insights, AI alerts, and multichain swap capabilities. It is supported by strategic partnerships with leading companies in the Web3 and Web2 space, ensuring security, high performance, and accessibility for users.

ChatMoneyAI is an AI application designed for AI monetization. It offers various AI solutions for businesses across different industries, including AI chat systems, AI drawing systems, AI interface integration, and training large language models. The application aims to empower enterprises with digital and intelligent transformation through its advanced technology, private deployment options, personalized customization, and stable performance. ChatMoneyAI has been widely adopted in multiple industries, serving as a reliable partner for businesses seeking efficiency enhancement and cost reduction.

Moshi AI by Kyutai is an advanced native speech AI model that enables natural, expressive conversations. It can be installed locally and run offline, making it suitable for integration into smart home appliances and other local applications. The model, named Helium, has 7 billion parameters and is trained on text and audio codecs. Moshi AI supports native speech input and output, allowing for smooth communication with the AI. The application is community-supported, with plans for continuous improvement and adaptation.

AI Tools Arena is a comprehensive platform offering a curated list of AI tools for various industries and purposes. It serves as a valuable resource for individuals and businesses looking to leverage artificial intelligence technology to enhance productivity and efficiency. The website features a glossary of 170 AI terms, blog posts, learning labs, and a dictionary. With a focus on AI automation, business, chatbot development, copywriting, education, entertainment, finance, marketing, image editing, and more, AI Tools Arena caters to a wide range of needs and interests in the AI domain.

Sahara AI is a decentralized AI blockchain platform designed for an open, equitable, and collaborative economy. It offers solutions for personal and business use, empowering users to monetize knowledge, enhance team collaboration, and explore AI opportunities. Sahara AI ensures AI sovereignty, user privacy, and transparency through blockchain technologies. The platform fosters a collaborative AI development environment with decentralized governance and equitable monetization. Sahara AI features secure vaults, a decentralized AI marketplace, a no-code toolkit, and SaharaID reputation system. It is backed by visionary investors and ecosystem partners, with a roadmap for future developments.

agent.ai is a professional network designed for AI agents, created by @dharmesh in collaboration with CRM and Copyright OnStartups LLC. It serves as a platform for AI professionals to connect, collaborate, and share knowledge in the field of artificial intelligence. The website offers a range of tools and resources to help AI agents enhance their skills, build their network, and stay updated with the latest trends and developments in the industry.

The Edge AI and Vision Alliance is a platform that provides practical technical insights and expert advice for developers building AI or vision-enabled products. It offers information on the latest vision, AI, and deep learning technologies, standards, market research, and applications. The Alliance aims to help users incorporate visual and artificial intelligence into their products effectively and efficiently.

ThinkML is a comprehensive platform that provides the latest news, articles, and blogs about Artificial Intelligence. It covers a wide range of topics such as Explainable AI (XAI), AI video generator tools, AI voice over generator tools, AI tools for architects, AI image generator tools, AI tools for coding, AI video quality enhancer tools, and more. The platform aims to educate and inform users about the advancements in AI technology, trends to watch, achievements, and applications in various industries. ThinkML also offers insights on deep learning, metaverse, LLMs, and provides training resources for individuals interested in AI and related fields.

AICamp is an AI application that offers live learning events, workshops, meetups, and seminars on various AI-related topics such as machine learning, data processing, generative AI, and more. It provides a platform for developers to share knowledge, practical experiences, and best practices in the field of AI and data science. AICamp aims to connect like-minded individuals globally and facilitate learning and networking opportunities in the AI community.

dbNix AI is an enterprise AI company that provides a range of AI-powered solutions for businesses. Their platform offers various services, including workspace automation, contact center automation, asset inventory management, database AI, digital persona sharing, lead management, human resource AI, and network monitoring. dbNix AI's mission is to provide customers with the most compelling AI solutions and deliver the highest quality of customer service.

Hopsworks is an AI platform that offers a comprehensive solution for building, deploying, and monitoring machine learning systems. It provides features such as a Feature Store, real-time ML capabilities, and generative AI solutions. Hopsworks enables users to develop and deploy reliable AI systems, orchestrate and monitor models, and personalize machine learning models with private data. The platform supports batch and real-time ML tasks, with the flexibility to deploy on-premises or in the cloud.

Azure AI Platform by Microsoft offers a comprehensive suite of artificial intelligence services and tools for developers and businesses. It provides a unified platform for building, training, and deploying AI models, as well as integrating AI capabilities into applications. With a focus on generative AI, multimodal models, and large language models, Azure AI empowers users to create innovative AI-driven solutions across various industries. The platform also emphasizes content safety, scalability, and agility in managing AI projects, making it a valuable resource for organizations looking to leverage AI technologies.

LiberalAI is a cutting-edge decentralized AI platform and network that empowers users to access advanced AI capabilities in a secure and transparent manner. By leveraging blockchain technology, LiberalAI ensures data privacy and integrity while enabling seamless collaboration and innovation in the AI space. The platform offers a wide range of AI tools and services, making it a one-stop solution for individuals and businesses looking to harness the power of artificial intelligence for various applications.

Cohere is the leading AI platform for enterprise, offering generative AI, search and discovery, and advanced retrieval solutions. Their models are designed to enhance the global workforce, empowering businesses to thrive in the AI era. With features like Cohere Command, Cohere Embed, and Cohere Rerank, the platform enables the development of scalable and efficient AI-powered applications. Cohere focuses on optimizing enterprise data through language-based models, supporting over 100 languages for enhanced accuracy and efficiency.

EnergeticAI is an open-source AI library that can be used in Node.js applications. It is optimized for serverless environments and provides fast cold-start, small module size, and pre-trained models. EnergeticAI can be used for a variety of tasks, including building recommendations, classifying text, and performing semantic search.

Marvin is a lightweight toolkit for building natural language interfaces that are reliable, scalable, and easy to trust. It provides a variety of AI functions for text, images, audio, and video, as well as interactive tools and utilities. Marvin is designed to be easy to use and integrate, and it can be used to build a wide range of applications, from simple chatbots to complex AI-powered systems.

Cogniflow is a no-code AI platform that allows users to build and deploy custom AI models without any coding experience. The platform provides a variety of pre-built AI models that can be used for a variety of tasks, including customer service, HR, operations, and more. Cogniflow also offers a variety of integrations with other applications, making it easy to connect your AI models to your existing workflow.

Liner is a free and easy-to-use tool that allows users to train machine learning models without writing any code. It provides a user-friendly interface that guides users through the process of importing data, selecting a model, and training the model. Liner also offers a variety of pre-trained models that can be used for common tasks such as image classification, text classification, and object detection. With Liner, users can quickly and easily create and deploy machine learning applications without the need for specialized knowledge or expertise.

Ubdroid AI Answer Engine is an AI-powered tool that utilizes various open-source LLMs to provide answers to user queries. It works by processing user queries and fetching relevant information from these LLMs. The accuracy of the answers depends on the quality and relevance of the data provided by the LLMs. The free version of the tool has a request limit of 10 requests per minute. If a model is not working, users can select another model.

Predibase is a platform for fine-tuning and serving Large Language Models (LLMs). It provides a cost-effective and efficient way to train and deploy LLMs for a variety of tasks, including classification, information extraction, customer sentiment analysis, customer support, code generation, and named entity recognition. Predibase is built on proven open-source technology, including LoRAX, Ludwig, and Horovod.

NLTK (Natural Language Toolkit) is a leading platform for building Python programs to work with human language data. It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for classification, tokenization, stemming, tagging, parsing, and semantic reasoning, wrappers for industrial-strength NLP libraries, and an active discussion forum. Thanks to a hands-on guide introducing programming fundamentals alongside topics in computational linguistics, plus comprehensive API documentation, NLTK is suitable for linguists, engineers, students, educators, researchers, and industry users alike.

Cohere is a leading provider of artificial intelligence (AI) tools and services. Our mission is to make AI accessible and useful to everyone, from individual developers to large enterprises. We offer a range of AI tools and services, including natural language processing, computer vision, and machine learning. Our tools are used by businesses of all sizes to improve customer service, automate tasks, and gain insights from data.

Cartesia Sonic Team Blog Research Playground is an AI application that offers real-time multimodal intelligence for every device. The application aims to build the next generation of AI by providing ubiquitous, interactive intelligence that can run on any device. It features the fastest, ultra-realistic generative voice API and is backed by research on simple linear attention language models and state-space models. The founding team, who met at the Stanford AI Lab, has invented State Space Models (SSMs) and scaled it up to achieve state-of-the-art results in various modalities such as text, audio, video, images, and time-series data.

Nesa is a global blockchain network that brings AI on-chain, allowing applications and protocols to seamlessly integrate with AI. It offers secure execution for critical inference, a private AI network, and a global AI model repository. Nesa supports various AI models for tasks like text classification, content summarization, image generation, language translation, and more. The platform is backed by a team with extensive experience in AI and deep learning, with numerous awards and recognitions in the field.

Realtor Blogs is an AI content marketing tool tailored for real estate professionals. It enables users to effortlessly create high-quality blog articles in minutes, leveraging AI technology to generate SEO-optimized content and auto-generated images. The tool also offers built-in lead capture forms, one-click publishing, and the ability to edit and customize blog posts. With simple pricing and unlimited blog creation capabilities, Realtor Blogs streamlines the content creation process for realtors, helping them save time and resources while maintaining top-notch content quality.

Spirals is an AI tool that allows users to generate beautiful spiral art with just one click. It is powered by Vercel and Replicate, and has already generated over 83.4K photos. Created by Steven Tey, Spirals provides a simple and intuitive way for users to create mesmerizing spiral designs effortlessly.

Designedbyai.io is an AI-powered design platform that offers a wide range of design services, including interior design, landscaping, and exterior design. Users can create professional-grade designs within hours by uploading source images and choosing from hundreds of styles. The platform utilizes the latest image models to generate high-quality 8K images for presentations and image slideshows. Designedbyai.io provides unique and stunning designs tailored to the user's specific image and text prompts, making it easy for anyone to bring their architectural ideas to life without the need for coding or IT knowledge.

Dreamphilic is a platform dedicated to AI-generated content, providing users with the opportunity to share and consume various forms of generative AI content. Users can build their complete AI-generated content portfolio, save prompts, and embed posts on platforms like Medium and Notion. The platform aims to be the future of content creation by encouraging users to be part of the generative AI revolution. Dreamphilic fosters a community spirit where users can follow and learn from others, create custom series of related posts, generate images using AI (Pro feature), and share or embed their posts in different platforms. It is a space dedicated exclusively to AI-generated content, offering users a creative and inspiring environment to showcase their work and connect with like-minded individuals.

Fluttydev is an online platform that offers a variety of automation tools, scripts, PDFs, premium prompts, chatbot tools, and AI tools. It provides products like DALL-E Bulk Image Generator, OpenAI API Validation Tool, Bulk Text to Speech Audio File, Carousel Post Generator, News Image Creator, Social Media BOT, Python Script for Images OCR, and OpenAI Fine-Tuner Web App. These tools cater to users looking to automate tasks, generate content, analyze images, validate API access, and more.

DeepFiction is an AI-powered platform that offers a range of creative tools for storytelling, role-playing, and content creation. Users can generate stories, images, role-play scenarios, and fan fiction with the help of advanced AI technology. The platform celebrates diversity and freedom of expression, providing a safe space for users to explore various genres and styles of narratives. DeepFiction also features Lustix, an AI erotica platform, for mature adult content. With personalized entertainment experiences and interactive storytelling, DeepFiction aims to captivate users' imaginations and offer a unique form of creative expression.

Ceacle Tools is an AI-powered platform that offers a wide range of tools for content creation, image editing, and workflow automation. Users can quickly create effects, mockups, and scenes with the help of AI technology. The platform provides over 30 tools for tasks such as image generation, element replacement, inpainting, background removal, face retouching, and style transformation. Users can also chain tools together to automate their workflow, allowing for efficient image processing and format conversion. Ceacle Tools aims to streamline the content creation process and enhance productivity for individuals and teams.

Msgmate.io is an AI tool that offers an enhanced and customizable chat experience powered by GPT technology. Users can interact with a messaging bot that can generate images, answer general questions, make reminders, and more. The platform is still in its alpha stage and provides features like customizable prompts, integratable APIs, fast and accessible messaging, and easy integration with other applications. Msgmate.io aims to provide a user-friendly and efficient AI assistant for various tasks.

Replicate is an AI tool that allows users to run and fine-tune open-source models, deploy custom models at scale, and generate various types of content such as images, text, music, and speech with just one line of code. It offers a platform where users can access a wide range of AI models contributed by the community, fine-tune models with their own data, and deploy custom models using Cog, an open-source tool for packaging machine learning models.

The website is a platform that offers an AI Video Search Engine. Users can index videos, sign in, and explore topics related to the human brain, Supabase, startups, AI image generation, and the future of startups. The platform has indexed 17274 videos totaling 277753 minutes. Users can view the code on Github or follow the creator on social media.

Albus is an AI-powered platform that allows users to explore, learn, and create with the help of advanced AI technologies. It offers features such as image generation with SDXL and DALL-E 3, PDF intelligence, image/audio insights, and more. Users can access a wide range of AI models and tools to enhance their creative and learning processes. Albus aims to streamline the generation of ideas and insights by leveraging AI capabilities while still valuing human creativity and intelligence.

LABS.GOOGLE is a platform where users can experiment with the future of AI through various tools and applications. It offers a wide range of AI-powered features and experiences, from visual artists reimagining classic works to transforming text into images and videos. Users can explore AI in different domains such as music, writing, education, and more. The platform aims to showcase the potential of AI technology and its applications in everyday life.

DeepMake is a powerful AI tool that empowers users to unleash their creativity by providing control over Open Source AI tools for enhancing visual content. With DeepMake, users can create, edit, and enhance images and videos without any usage limits or reliance on cloud services. The application runs locally on the user's computer, offering a higher level of control over AI-generated output and introducing new AI tools regularly to stay at the forefront of AI capabilities.

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.

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 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 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 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 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 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 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 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 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 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) 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 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 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 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 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 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 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 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 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 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 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 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 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 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.