Gemini

Gemini is a large and powerful AI model developed by Google. It is designed to handle a wide variety of text and image reasoning tasks, and it can be used to build a variety of AI-powered applications. Gemini is available in three sizes: Ultra, Pro, and Nano. Ultra is the most capable model, but it is also the most expensive. Pro is the best performing model for a wide variety of tasks, and it is a good value for the price. Nano is the most efficient model, and it is designed for on-device use cases.

Shaped is a cloud-based platform that provides APIs and tools for building and deploying ranking systems. It offers a variety of features to help developers quickly and easily create and manage ranking models, including a multi-connector SQL interface, a real-time feature store, and a library of pre-built models. Shaped is designed to be scalable, cost-efficient, and easy to use, making it a great option for businesses of all sizes.

Fillout is an AI-powered form builder that allows users to create powerful forms, surveys, and quizzes that their audience will enjoy answering. It is designed to be easy to use, with a drag-and-drop interface and a variety of templates to choose from. Fillout also integrates with a variety of other tools, such as Airtable, Salesforce, and Google Sheets, making it a versatile option for businesses of all sizes.

InstaHeadshots is an AI-powered headshot generator that creates professional-looking headshots from your selfies. It uses advanced AI algorithms to learn your facial features and generate realistic headshots that look like they were taken by a professional photographer. InstaHeadshots is trusted by the world's most innovative teams and is used by individuals and businesses alike to create high-quality headshots for a variety of purposes, including LinkedIn profiles, resumes, and social media. The process of creating a headshot with InstaHeadshots is simple and easy. Simply upload 12+ high-quality selfies, and the AI will do the rest. Within 90 minutes, you will receive amazing headshots that are indistinguishable from real photos. InstaHeadshots is a one-time payment service, with no subscription required. It is also 10x cheaper than a physical photoshoot.

Textie is an AI-powered tool that helps users generate text, chat with AI, create presentations, work with art and images, and translate documents. It is designed to save users time and effort by automating tasks and providing assistance with a variety of tasks. Textie is easy to use and offers a variety of features and advantages, making it a valuable tool for anyone looking to improve their productivity.

Respeecher is a voice cloning software that allows users to create synthetic voices that are indistinguishable from the original speaker. The software is used by content creators in a variety of industries, including film, television, gaming, advertising, and audiobooks. Respeecher's technology is based on artificial intelligence and machine learning, and it can replicate the voice of any person with just a few minutes of audio recording. The software is easy to use and can be accessed through a web interface. Respeecher offers a variety of features, including the ability to change the pitch, speed, and volume of the synthetic voice, as well as the ability to add effects such as reverb and delay. The software also includes a library of pre-recorded voices that can be used for a variety of purposes.

Beautiful.ai is a presentation software that uses artificial intelligence to help users create beautiful and effective presentations. It offers a variety of features, including smart templates, real-time formatting, and team collaboration tools. Beautiful.ai is designed to be easy to use, even for those with no design experience. It is a great tool for businesses of all sizes, from startups to large enterprises.

Q is an AI chatbot that offers a variety of features, including customizable persona, instant voice chat, image generation, image recognition, and interactive storytelling. It is powered by the latest fine-tuned GPT-3.5 and GPT-4 AI models and offers a state-of-the-art conversational AI chatbot experience. With its innovative features and ability to be funny, sarcastic, and have a mind of its own, Q is more than just a chatbot - it's like talking to a friend.

Slazzer is an AI-powered tool that uses advanced computer vision algorithms to remove backgrounds from any image online and replace the background automatically with the best detailing in just a few seconds. It is a user-friendly platform that allows users to upload images and get clear, transparent backgrounds effortlessly. With over 1 million users worldwide and removing over 10 million backgrounds every month, Slazzer is a popular choice for individuals, photographers, advertisers, developers, car dealers, news & media, and ecommerce businesses. The tool is GDPR compliant and provides high-quality cutouts of people, products, cars, animals, graphics, and real estate. Slazzer offers an online background remover that instantly detects subjects in photos, saving users a significant amount of time. Users can also install the desktop application to process thousands of images at once, making it a convenient solution for design needs.

DoItAI.Pro is an AI-powered platform that provides a suite of creative tools for users to generate various types of content, including images, music, and text. With DoItAI.Pro, users can create stunning visuals, generate state-of-the-art audio, and write compelling content in seconds. The platform offers a wide range of AI tools, including image manipulation, image generation, music production, and product photography. DoItAI.Pro is designed to be user-friendly and accessible to everyone, regardless of their technical expertise. Users can simply select the desired tool, upload their input, and let the AI do the rest. DoItAI.Pro is a valuable tool for anyone looking to create high-quality content quickly and easily.

Pagic.io is an AI-powered website builder that helps users create beautiful, professional websites, resumes, presentations, forms, and flyers. With Pagic.io, users can create high-converting landing pages, stand out in the job market with AI-powered resumes, create engaging presentations, collect forms with AI-powered insights, and design captivating marketing flyers. Pagic.io is powered by GPT-4, which helps users create beautiful, consistent, and accessible designs across their entire product with just a few lines of code. Pagic.io is also quick to deploy, with a free subdomain for your page. The pages are rendered as static HTML pages and are served from a CDN, making them lightning fast. Pagic.io also gives users granular control over their designs, allowing them to create pixel-perfect designs across devices. Pagic.io is perfect for developers, designers, marketers, and anyone else who wants to create stunning web and email templates in a fraction of the time.

RunDiffusion is a cloud-based platform that provides access to a suite of open-source AI tools, including Automatic1111, Fooocus, ComfyUI, and more. These tools enable users to generate images, videos, and other creative content using artificial intelligence. RunDiffusion offers a variety of features, including a user-friendly interface, a wide range of models to choose from, and the ability to collaborate with other users. The platform is suitable for both hobbyists and professionals, and it can be used for a variety of tasks, such as creating marketing materials, generating product ideas, and developing new artistic concepts.

Brainstory is an AI-powered think-out-loud app based on the Socratic method of questioning. It helps users to organize their thoughts, get feedback from others, and create a cohesive outline of their ideas. Brainstory is available as a web app and a mobile app, and it is free to use.

Spectre is an AI-powered shutter for iPhone that allows users to create amazing long exposures with ease. It simplifies the process of capturing long exposure shots by taking care of technical factors like camera stability and light estimation. Spectre is designed to help users capture unique and stunning images in various scenarios, from crowded tourist spots to nighttime city photography. The app is packed with cutting-edge computational photography technologies, making it a powerful tool for photography enthusiasts.

Wetune is an AI-powered platform that allows users to create and share their own AI applications for various types of content, such as poetry, stories, code, and lyrics. It is powered by OpenAI's GPT technology and is suitable for anyone to use, whether you want to improve work efficiency, learn new skills, or find inspiration and entertainment.

Segment Anything by Meta AI is an advanced AI model that specializes in image segmentation, allowing users to easily 'cut out' any object in an image with a single click. The model, named SAM, offers zero-shot generalization to unfamiliar objects and images without the need for additional training. SAM's promptable design enables a wide range of segmentation tasks through input prompts, making it a versatile tool for various applications.

Jeffrey Célavie is an AI astrology service that offers personalized astrology readings based on Western, Vedic, and Chinese astrology. The platform utilizes advanced AI capabilities, including the latest GPT-4O mini integration, to provide real-time predictions and comprehensive analysis. With a user-friendly interface and interactive chatbot, Jeffrey Célavie aims to guide users through life's twists and turns by offering affordable and accurate astrological insights.

Kapa.ai is an AI-powered answer engine that transforms your knowledge base into a reliable and production-ready AI assistant. It provides instant and accurate answers to technical product questions, helps improve documentation, and enhances user experience. With over 40 technical source connectors, Kapa.ai optimizes knowledge sources, synthesizes information, and acknowledges limitations when information is unavailable. It is trusted by hundreds of enterprises and startups to power production-ready AI assistants, reducing support hours and improving user experience.

Mathly is an AI-powered homework help tool that enables students to learn in a better, smarter, and faster way. By using AI technology, Mathly can solve math problems, provide explanations, generate practice problems, and personalize learning experiences based on the user's learning style. It aims to revolutionize the way students approach homework and understanding mathematical concepts.

MindVault is a tool that allows you to create your own personalized ChatGPT. With MindVault, you can add your own source URL and ask ChatGPT questions about the content. This makes it a powerful tool for learning and research.

TextSynth is an AI tool that provides access to large language models such as Mistral, Llama, Stable Diffusion, Whisper for text-to-image, text-to-speech, and speech-to-text capabilities via a REST API and playground. It employs custom inference code for faster inference on standard GPUs and CPUs. Founded in 2020, TextSynth was among the first to offer access to the GPT-2 language model. The service is free with rate limitations, and users can opt for custom support at a small cost per request. All servers are located in France.

Anote is a human-centered AI company that provides a suite of products and services to help businesses improve their data quality and build better AI models. Anote's products include a data labeler, a private chatbot, a model inference API, and a lead generation tool. Anote's services include data annotation, model training, and consulting.

Vectara is a conversational search demo that showcases the capabilities of natural language processing in search technology. It allows users to interact with a search engine using conversational language, making the search process more intuitive and user-friendly. By enabling JavaScript, users can experience the demo firsthand and witness how advanced algorithms can understand and respond to human language queries in real-time.

ItaGPT is a service that connects ChatGPT and WhatsApp, allowing users to chat with ChatGPT and receive immediate responses to their questions directly on their phone. Users can access the service by sending a message on WhatsApp to ItaGPT, similar to contacting any other contact. ItaGPT offers a range of features and benefits, including providing answers on various topics, offering a natural and intuitive language interface, and allowing users to use the service for free for a limited time before subscribing.

Jamie is a personal AI note-taking tool designed to save time and enhance productivity by automatically taking detailed meeting notes, answering questions, and automating tasks. Trusted by over 20,000 professionals, Jamie is GDPR compliant, available in 20+ languages, and prioritizes privacy. It helps users summarize meetings, find answers instantly, and automate follow-up tasks seamlessly across various platforms.

Brain Buddy is an AI-powered tutoring platform that provides tailored assistance for educational, professional, and personal development. It offers instant help, answers, and reports tailored to the user's needs. Brain Buddy is designed to cater to users of all ages and skill levels, providing personalized assistance to help them grow and improve in their work, studies, or personal interests. The platform can assist with a wide range of subjects and topics, generate comprehensive reports, essays, or articles, and ensure the security of users' personal information.

ExperAI is an AI tool that allows users to share knowledge using chatbots and create digital personalities capable of answering questions, expressing emotions, and providing fun experiences. It offers a new way to engage audiences by giving content a voice through personality-enabled chatbots that are easily shareable with just one click.

Dewey is an AI accountability buddy application designed to help users manage their to-do lists, develop new habits, and stay organized and productive. By sending text message reminders and providing personalized nudges, Dewey aims to assist users in achieving their goals efficiently. The application allows users to converse with their to-do lists, receive reminders, and get answers to simple questions, all through SMS messages. Dewey is a free tool that offers a 'Best Friends' plan for unlimited tasks and additional perks in the future.

Sheriff is a Slack bot that helps you save time with rotating rosters and AI language understanding. It allows you to create a rotating roster of users in a channel that will become the designated @sheriff for a period of time. Whenever a user comes into this channel, they can tag @sheriff which will in turn notify the current user in the roster. This simple functionality can be used in multiple ways: Sheriff acting as the first point of contact for any questions from outside the team, Use sheriff in a support channel to answer incoming questions, Use sheriff to track a recurring role that cycles between team members.

Teno is an intelligent Discord bot designed to assist with meetings and tasks. It can understand meeting content, perform tasks, and answer questions. With a suite of easy-to-use commands, Teno simplifies the meeting process and can be integrated with other Discord apps. Teno is a versatile tool that can serve as a meeting assistant or simply engage in casual chat. Developed by Deab Labs, Teno aims to streamline communication and collaboration within Discord communities.

Keywrds.ai is an AI-powered SEO tool that helps users find keywords that their competition may only dream of. By utilizing their AI engine, users can deep dive into any niche and uncover the keywords their target audience is searching for. The tool also allows users to automate answering Google 'People Also Ask' questions, generate unique questions and topics for articles, and build authority within their niche by creating topic clusters. Keywrds.ai provides features such as unlimited projects, AI-generated keywords, questions/topics, blog post outlines, and more to assist users in making informed decisions and driving qualified traffic to their website.

Madlad is an AI-powered community moderation bot designed to assist Discord communities in managing and moderating user interactions. It offers a range of features such as training the bot, adding it to chat, and observing its human-like behavior. With over 27.6K members across 5 communities, Madlad provides personalized community moderation services that operate 24/7, ensuring efficient and effective community management. The bot can answer questions, moderate discussions, and adapt to specific community needs, making it a valuable tool for community administrators and moderators.

AskRobert is an AI-powered virtual assistant that helps users with a wide range of tasks, from answering questions to providing personalized recommendations. The platform leverages natural language processing and machine learning algorithms to understand user queries and deliver accurate responses in real-time. With its user-friendly interface, AskRobert aims to simplify daily tasks and enhance productivity by offering quick and reliable assistance.

ThinkForce is a cutting-edge AI chatbot powered by GPT-4 technology. It offers a comprehensive suite of features designed to enhance productivity, streamline workflows, and provide instant access to information. With ThinkForce, businesses can eliminate guesswork, build a secure knowledge base, integrate with their favorite apps, boost employee efficiency, provide support and troubleshoot issues, and brainstorm ideas. Its seamless integration capabilities and advanced cognitive abilities make it an invaluable tool for businesses looking to leverage AI for growth and innovation.

AskMyDocs.ai is an AI tool designed to save time and money on customer and employee support by allowing users to ask questions and get precise, instant answers straight from their documentation sources. The tool offers various integrations with platforms like Zendesk, Gitbook, Sitemap, PDF, and Slack, enabling users to transform their knowledge base into an intelligent resource. AskMyDocs.ai provides features such as resource savings calculator, integrations with multiple platforms, and a chatbot for quick and precise responses. The tool offers different pricing plans catering to different business sizes and needs, with options for custom features and support SLAs.

Chippy is an AI ChatGPT Chrome extension that allows users to access ChatGPT's capabilities directly within their browser. It enables users to summarize, research, translate, and answer questions without the need to switch tabs. Chippy offers easy input methods, suggested prompts, focused search on the current page, and an email assistant feature. Users can enjoy twenty free GPT-3.5 queries daily, with the option to upgrade for more queries or to use GPT-4. Chippy prioritizes user privacy by storing data locally and not tracking browser history. It supports Google Chrome and Chromium-based browsers.

Kindbuds.ai is a platform that allows users to create, train, and deploy custom AI bots. With Kindbuds.ai, users can build bots for a variety of purposes, including customer service, marketing, and sales. Kindbuds.ai also offers an AI Marketplace, where users can buy and sell pre-trained bots.

Bloc is an AI-powered chat assistant application that enables users to create and share chatbots effortlessly. It helps in enhancing sales and support experiences by providing exceptional customer support, automating repetitive tasks, and integrating with various apps like Notion, Google Drive, Figma, and Slack. With Bloc, users can centralize their knowledge base, automate frequently asked questions, and revolutionize team productivity through Q/A. The application is designed to empower businesses by leveraging AI chatbots to increase sales, boost customer satisfaction, and streamline operations.

Doctrine is an AI-powered application that allows users to add AI-powered Q&A features to their apps in minutes. It leverages knowledge from data or knowledge bases to answer user questions or embed AI features. With the ability to ingest content from various sources like websites, documents, and images, Doctrine simplifies the process of knowledge extraction and enables seamless integration of AI capabilities into applications.

Layla is a private AI assistant that operates offline on your device, ensuring complete privacy and no censorship. It offers different personalities, customizable features, downloadable characters, and advanced settings. Layla can chat, inspire, assist, entertain, and more, making it a versatile AI tool for various tasks. The application is constantly evolving with weekly updates, including features like real-time internet search, task reminders, social features, and 3D models. Layla utilizes cutting-edge technology to run Large Language Models on consumer hardware, providing a unique and personalized AI experience without the need for an internet connection.

functime is a time-series machine learning tool designed for scalable analysis. It offers a comprehensive set of functions for forecasting, evaluation, and analysis of time-series data. With features like scoring, ranking, and plotting functions, functime simplifies the process of evaluating thousands of forecasts simultaneously. It serves as an AI copilot to help analysts analyze and compare trends, seasonality, and causal factors in forecasts. The tool also provides detailed API reference for seamless integration into existing workflows.

Altera is an applied research company focused on building digital humans with fundamental human qualities. Led by Dr. Robert Yang, the team comprises computational neuroscientists, researchers, and engineers from prestigious institutions. Their mission is to create digital beings that can live, care, and grow alongside humans. The company's early research prototypes in games have paved the way for the development of digital humans that can interact with users in various ways.

Lobe is a machine learning application that provides an easy-to-use tool for training machine learning models and deploying them to any platform. It offers various features such as creating image-based datasets, working with Python toolsets, and bootstrapping machine learning models for iOS, Android, and web platforms. Lobe aims to simplify the process of developing machine learning models for individuals and organizations.

AutoGPT is an AI News & Articles Blog that provides quick, actionable insights tailored for busy professionals. It offers a platform for users to stay updated on the latest AI news, AI tools, and tech business trends. AutoGPT aims to deliver informative content without technical jargon, helping users increase their income, get more done, and save time. The platform also features an AI Academy for users to upskill through interactive courses.

Pythagora AI is an AI-powered tool designed to help users build internal tools with artificial intelligence. It enables users to develop web apps, including calendar apps, chat applications, quiz apps, to-do list apps, user portals, web trackers, fitness trackers, weather apps, and applicant trackers. Pythagora offers features such as one-click deployment, automatic breakpoints, code reviews, pair programming, automated tests writing, version control, self-healing code, and more. It is built for developers, by developers, to streamline the app development process and enhance productivity.

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.

Giskard is an AI testing platform designed to secure Language Model (LLM) agents by continuously testing applications to prevent hallucinations and security issues. It is powered by leading AI researchers and trusted by Enterprise AI teams. Giskard offers features such as continuous testing, exhaustive risk detection, easy testing deployment, cross-team collaboration, and independent validation. The platform enables users to turn business knowledge into AI tests, generate comprehensive test scenarios, and stay protected with continuous Red Teaming that adapts to new threats.

The website openai.com is an AI tool that provides cutting-edge artificial intelligence solutions. It offers a wide range of AI applications and services to enhance various industries and sectors. OpenAI is known for its advanced AI models and research in natural language processing, reinforcement learning, and more. The platform aims to democratize AI and make it accessible to developers, researchers, and businesses worldwide.

Granica AI is an AI Data Readiness Platform that helps users build and manage high-quality data for AI at scale. The platform uses AI to continuously improve the AI-readiness of data, making projects faster and more impactful over time. Granica offers solutions for data cost optimization, data privacy, data selection & curation, and research. The platform is trusted by category-defining companies and has been recognized in various industry awards and publications.

Google DeepMind is an AI research lab that aims to build AI responsibly to benefit humanity. They work on complex challenges in AI and have developed innovative AI models like Gemini, Project Astra, Imagen, Veo, AlphaFold, and SynthID. The lab focuses on responsibility, safety, education, and breakthrough research in AI. Google DeepMind strives to make the AI ecosystem more representative of society and to address AI-related risks. They have a strong emphasis on ethical AI principles and advancing the field of artificial intelligence.

AI Studio is an advanced AI tool that empowers users to build powerful AI systems effortlessly. By combining a variety of top-notch AI tools, AI Studio enables users to tackle their most challenging problems efficiently. The platform offers a seamless user experience through its Command Line Tools, Rich Web UI, and upcoming Desktop version. With AI Studio, users can access a wealth of knowledge articles, guides, and open-source resources to enhance their AI projects. The platform also provides a supportive community through channels like Email, Discord, and Twitter, ensuring users have the necessary support to succeed in their AI endeavors.

Hacker-ai.online is a website that provides resources and information related to hacking and artificial intelligence. The webpage seems to be generated by the domain owner using Sedo Domain Parking. It is important to note that Sedo, the domain parking service, has no relationship with third-party advertisers. The website does not imply any association, endorsement, or recommendation of specific services or trademarks. Users can find resources and information on hacking and AI on this platform.

Vidura is a prompt management system integrated with multiple AI systems, designed to enhance the Generative AI user experience. It allows users to compose, organize, share, and export AI prompts efficiently. With features like prompt categorization, built-in templates, prompt history audit, and community sharing, Vidura aims to simplify the process of generating text and image responses with AI.

Gemini AI is a cutting-edge AI and ML solutions provider that focuses on accelerating innovation through artificial intelligence. The company is leading the revolution of artificial intelligence for augmented intelligence, leveraging the power of AI and ML to solve humankind's most challenging problems. Gemini AI specializes in areas such as computer vision, geospatial science, human health, and integrative technologies. Their services include data and sensors analysis, modeling using deep learning techniques, and deployment of predictive models for real-time insights.

The Max Planck Institute for Informatics focuses on Visual Computing and Artificial Intelligence, conducting research at the intersection of Computer Graphics, Computer Vision, and Artificial Intelligence. The institute aims to develop innovative methods to capture, represent, synthesize, and simulate real-world models with high detail, robustness, and efficiency. By combining concepts from Computer Graphics, Computer Vision, and Artificial Intelligence, the institute lays the groundwork for advanced computing systems that can interact intelligently and intuitively with humans and the environment.

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.

Figure is a pioneering AI robotics company that is revolutionizing the industry by introducing a general-purpose humanoid robot to the global workforce. By combining cutting-edge AI technology with the dexterity of the human form, Figure aims to enhance human capabilities, address labor shortages, and improve workplace safety. The company's innovative approach is set to transform various sectors such as manufacturing, logistics, warehousing, and retail. With a team of experts boasting over 100 years of combined experience in AI and humanoid robotics, Figure is at the forefront of shaping the future of work.

Local AI Playground is a free and open-source native app designed for AI management, verification, and inferencing. It allows users to experiment with AI offline in a private environment without the need for a GPU. The application is memory-efficient and compact, with features like CPU inferencing, model management, and digest verification. Users can start a local streaming server for AI inferencing with just two clicks. Local AI Playground aims to simplify the AI development process and provide a user-friendly platform for AI enthusiasts.

Replicate is an AI tool that allows users to run and fine-tune models, deploy custom models at scale, and generate various types of content such as images, videos, music, and text with just one line of code. It provides access to a wide range of high-quality models contributed by the community, enabling users to explore, fine-tune, and deploy AI models efficiently. Replicate aims to make AI accessible and practical for real-world applications beyond academic research and demos.

Reiwaseda Inc. is a company specializing in creative production of videos and music, as well as artificial intelligence and software development related to creativity. They offer SaaS solutions to automate tasks for creators and developers, fostering communication between AI researchers and creators. The company's flagship product, 'Jet Cut Ready,' is an AI-powered video editing plugin that streamlines the editing process from planning to production. Reiwaseda Inc. aims to create a society where experiences can be created, shared, and received through various products and original content, such as sound logos, well-being videos, and radio dramas.

Squid & Fish Digitals is a platform offering various AI tools and applications for tech-savvy individuals. It provides a range of products such as Machine Learning study plans, Frontend Development study plans, AI Chatbot for kids, AI Debate Companion, AI Job Interviewer, Learning Path AI Generator, AI Concept Explainer, and Proven Frameworks for Effective Thinking. The platform aims to simplify complex concepts and tasks through the use of AI technology, catering to different learning and productivity needs.

Betafish.js is a Chess AI application that allows users to play chess against an AI opponent. Users can set the FEN position, make moves, and take back moves. The AI provides different thinking times for users to choose from. The application is created by Gavin and features a user-friendly interface with Staunty chess pieces and markers sprite.

fal.ai is a generative media platform designed for developers to build the next generation of creativity. It offers lightning-fast inference with no compromise on quality, providing access to high-quality generative media models optimized by the fal Inference Engine™. The platform allows developers to fine-tune their own models, leverage real-time infrastructure for new user experiences, and scale to thousands of GPUs as needed. With a focus on developer experience, fal.ai aims to be the fastest AI tool for running diffusion models.

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 tool provides a clean and minimalistic API for easy integration, robust to large scale and resolution variations, versatile to run on various platforms, and adaptive to scale with the computing power of the system.