Best AI tools for< Ai Product Manager >
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44 - AI tool Sites
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.
Stork
Stork is an AI App Directory & Marketplace that provides a comprehensive listing of over 9000 AI tools and agents. The platform allows users to search and discover AI tools based on their specific needs and preferences. Stork also offers a variety of resources and support to help users get the most out of AI technology.
WNR.AI
WNR.AI is a platform that allows users to create their own conversational AIs. These AIs can chat with images and voice, and are free from restrictions. Users can create AIs that are uniquely theirs and are always ready to interact and roleplay.
Weekly Newsletter on Generative AI
This website provides a weekly newsletter on generative AI, featuring new AI tools and deep dives into AI's impact on various industries. It aims to keep subscribers informed about the latest AI developments and inspire innovation.
LabLab.ai
LabLab.ai is an online community and platform for artificial intelligence (AI) enthusiasts, developers, and innovators. The platform hosts AI hackathons, provides access to state-of-the-art AI technologies, and offers educational resources on AI. LabLab.ai aims to foster collaboration and innovation in the AI field and to make AI accessible to everyone.
AIforBiz.co
AIforBiz.co is a website that provides information on how to use AI in business. It offers use cases for AI in various industries, such as real estate, social media, and photography.
Gaspard+Bruno
Gaspard+Bruno is a premier AI consulting agency and platform dedicated to empowering businesses with high-end custom AI solutions. They offer sophisticated art direction and content production driven by technology, with a strong focus on exploration and technique. They value close and collaborative relationships with forward-thinking clients.
AIModels.fyi
AIModels.fyi is a website that helps users find the best AI model for their startup. The website provides a weekly rundown of the latest AI models and research, and also allows users to search for models by category or keyword. AIModels.fyi is a valuable resource for anyone looking to use AI to solve a problem.
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.
AItoGrow
AItoGrow is a website that provides information about how to use AI to grow your startup. The website includes articles, tools, and resources on a variety of topics, including marketing, sales, product development, and fundraising. AItoGrow is a valuable resource for any startup looking to leverage AI to achieve success.
Alethea AI
Alethea AI is a research and development studio building at the intersection of two of the most transformative technologies of our time: Generative AI and Blockchain. Our mission is to use these technologies to enable decentralized ownership and democratic governance of AI. We believe the key to achieving our mission is to partner and work with those who share our values to advance the development and adoption of the AI Protocol.
Viorel Spînu's Blog
This website is a personal blog of Viorel Spînu, who is a public speaker, backend developer, and AI enthusiast. The blog covers a wide range of topics related to AI, backend development, and other technical subjects. Spînu frequently writes about his experiences using AI tools and technologies, and he also shares his thoughts on the latest trends in the AI industry.
GetInference AI Radar
GetInference AI Radar is a comprehensive platform that provides real-time insights into the AI landscape. It offers a wide range of features to help users discover, track, and analyze AI startups, companies, and trends. With GetInference AI Radar, users can stay up-to-date on the latest AI developments and make informed decisions about their AI investments.
AI Search
AI Search is a comprehensive AI tools database that helps users discover and explore a wide range of AI tools and applications. With over 13000 AI tools listed and updated daily, AI Search provides a valuable resource for individuals and businesses seeking to leverage AI technologies. The platform allows users to search for AI tools based on specific functions or keywords, making it easy to find the right tool for their needs. AI Search also offers a newsletter service that delivers top updates in AI directly to users' inboxes every weekend.
GptDemo.Net
GptDemo.Net is a website that provides a directory of AI tools and resources. The website includes a search engine that allows users to find AI tools based on their needs. GptDemo.Net also provides news and updates on the latest AI developments.
AI Scout
AI Scout is a comprehensive directory of AI tools, providing users with a curated list of thousands of AI tools across various categories. The platform allows users to browse, search, and discover AI tools based on their specific needs and interests. AI Scout also offers custom AI solutions for businesses, tailored to their unique requirements.
AI-Hunter.io
AI-Hunter.io is a comprehensive AI tools directory that provides access to over 2000 AI tools across various categories. It offers a user-friendly interface for browsing and filtering tools based on categories, features, and pricing. The website also includes a blog section with AI-related news and articles, as well as a glossary of AI terms and a privacy policy.
AI Otaku Labo
AI Otaku Labo is a professional website that provides in-depth reviews and tutorials on various AI tools and applications. The website covers a wide range of AI-related topics, including image generation, video generation, audio generation, text generation, and more. The articles are written by a team of experts with extensive experience in the field of AI. AI Otaku Labo is a valuable resource for anyone who wants to learn more about AI and how to use it to solve real-world problems.
BestAiTool.ai
BestAiTool.ai is a website that helps users find the best AI tools for their needs. The website features a directory of AI tools, as well as reviews and articles about AI. BestAiTool.ai is a valuable resource for anyone who is looking to learn more about AI or find the best AI tools for their business.
iNCSAI List
iNCSAI List is a comprehensive database of AI startups and companies. It provides information on the latest AI trends, news, and resources. The website also offers a directory of AI companies, sorted by industry and location. iNCSAI List is a valuable resource for anyone interested in learning more about AI or finding AI-related products and services.
Metamorph Labs
Metamorph Labs is an AI Resources Curation Platform where the AI Community can explore Technical & Non-Technical/General AI Resources gathered from the Internet. It offers a comprehensive resource aggregation platform for the AI Community to unleash the power of AI. Users can discover a curated collection of cutting-edge AI resources consisting of both Technical & Non-technical Materials.
AI Anywhere
AI Anywhere is a leading provider of enterprise-grade artificial intelligence (AI) software and services. Our mission is to make AI accessible and affordable for businesses of all sizes. We offer a wide range of AI solutions, including computer vision, natural language processing, and machine learning. Our software is used by businesses in a variety of industries, including healthcare, finance, manufacturing, and retail.
Tiny AI
Tiny AI is a platform that allows users to create their own AI companions. These AI companions can be customized to reflect the user's personality, interests, or business needs. Users can interact with their AI companions through chat, and the AI companions can learn and grow over time. Tiny AI also has a community of users who can share their AI companions and collaborate on projects.
Skillfusion
Skillfusion is an AI marketplace that connects businesses with AI solutions. It provides a platform for businesses to discover, evaluate, and purchase AI solutions from a variety of vendors. Skillfusion also offers a range of services to help businesses implement and manage AI solutions.
Apply AI
This website provides a platform for users to apply artificial intelligence (AI) to their work. Users can access a variety of AI tools and resources, including pre-trained models, datasets, and tutorials. The website also provides a community forum where users can connect with other AI enthusiasts and experts.
IAComunia
IAComunia is a directory of artificial intelligence tools. It provides a comprehensive list of AI tools organized into categories and subcategories. Users can discover, explore, and discuss the latest AI tools. IAComunia also has an active community where users can connect with other AI enthusiasts and share knowledge.
Aigclist
Aigclist is a website that provides a directory of AI tools and resources. The website is designed to help users find the right AI tools for their needs. Aigclist also provides information on AI trends and news.
FreedomGPT
FreedomGPT is a powerful AI platform that provides access to a wide range of AI models without the need for technical knowledge. With its user-friendly interface and offline capabilities, FreedomGPT empowers users to explore and utilize AI for various tasks and applications. The platform is committed to privacy and offers an open-source approach, encouraging collaboration and innovation within the AI community.
Cognitive Medium
Cognitive Medium is a website that explores the intersection of artificial intelligence and human intelligence. The site features articles, interviews, and essays from leading thinkers in the field. Cognitive Medium's mission is to help people understand the potential of AI and to use it to create a better world.
Clark Center Forum
The Clark Center Forum is a repository of thoughtful, current, and reliable information regarding topics of the day, including artificial intelligence (AI). The website features articles, surveys, and polls on a variety of AI-related topics, such as the European Union's AI Act, the impact of AI on economic growth, and the use of AI in financial markets. The website also provides information on the Clark Center's Economic Experts Panels, which include experts on AI and other economic topics.
Global AI Community
The Global AI Community is a platform that connects AI communities around the world. It provides a space for AI enthusiasts and professionals to join local user groups, connect with like-minded peers, or start their own user group. The community also hosts events, webinars, and other resources to help members learn about and stay up-to-date on the latest AI trends.
Latest AI Tools
Latest AI Tools is an extensive directory of AI tools and GPT Store Apps, featuring over 1100 AI websites and tools. It serves as a comprehensive resource for individuals and businesses seeking to leverage the power of AI to enhance their productivity, streamline their workflows, and gain valuable insights.
McKinsey & Company
McKinsey & Company is a global management consulting firm that provides a wide range of services to help businesses improve their performance. The company's website provides information on its services, insights, and thought leadership on a variety of topics, including artificial intelligence (AI). McKinsey & Company has a strong focus on AI and has developed a number of tools and resources to help businesses adopt and implement AI technologies. The company's website includes a section on AI that provides information on the latest AI trends, case studies, and white papers.
OpenAiGeek
OpenAiGeek is a comprehensive website dedicated to providing the latest updates on artificial intelligence (AI) news, tools, and chatbots. It serves as a valuable resource for individuals and businesses seeking to stay informed about the rapidly evolving field of AI. The website features a wide range of articles covering various AI-related topics, including news on the latest AI advancements, in-depth reviews of AI tools, and interviews with industry experts. OpenAiGeek also offers a directory of AI tools, making it easy for users to discover and explore different AI applications. Additionally, the website provides a platform for users to engage in discussions and share their experiences with AI.
BasedLabs
BasedLabs is a website that provides a directory of AI tools and products. It allows users to search for AI tools based on their use case and provides detailed descriptions, ratings, and reviews of each tool. BasedLabs also offers a community forum where users can discuss AI tools and share their experiences.
Future Tools
Future Tools is a website that collects and organizes AI tools. It provides a comprehensive list of AI tools categorized into various domains, including AI detection, aggregators, avatar chat, copywriting, finance, gaming, generative art, generative code, generative video, image improvement, image scanning, inspiration, marketing, motion capture, music, podcasting, productivity, prompt guides, research, self-improvement, social media, speech-to-text, text-to-speech, text-to-video, translation, video editing, and voice modulation. The website also offers a search bar to help users find specific tools based on their needs.
PopularAiTools.ai
PopularAiTools.ai is a website that provides a curated directory of AI tools, GPTs, and prompts. The website offers a variety of resources for users interested in AI, including reviews of AI tools, articles on AI trends, and a newsletter on AI prompts. PopularAiTools.ai is committed to providing high-quality resources for users interested in AI, and the website's team of experts carefully vets all of the tools and resources that are featured on the site.
Insidr.ai
Insidr.ai is a website that provides information about artificial intelligence (AI) tools, news, and resources. The website has a directory of over 300 AI tools, as well as articles and tutorials on how to use AI in business and everyday life. Insidr.ai also offers AI solutions for businesses, such as AI-powered chatbots and automation tools.
HLW.AI
HLW.AI is a comprehensive AI resource hub that provides users with a curated directory of leading AI tools and products. The platform offers a user-friendly interface and advanced search functionality to help users easily discover and compare AI solutions across various categories, including text and writing, image, video, voice, design and art, code and IT, business, marketing, chatbot, and AI detector. HLW.AI aims to empower users to make informed decisions and leverage the power of AI to enhance their productivity, creativity, and efficiency.
Enterprise AI
Enterprise AI provides comprehensive information, news, and tips on artificial intelligence (AI) for businesses. It covers various aspects of AI, including AI business strategies, AI infrastructure, AI technologies, AI platforms, careers in AI, and enterprise applications of AI. The website offers insights into the latest AI trends, best practices, and industry news. It also provides resources such as e-books, webinars, and podcasts to help businesses understand and implement AI solutions.
Allie K. Miller
Allie K. Miller is an AI business leader and international speaker based in New York City. She is known for defining and scaling businesses in the era of artificial intelligence, using a renaissance approach to solve technical problems. Allie has a strong background in machine learning, having worked at Amazon and IBM, and is recognized for her contributions to the AI field through speaking engagements, advisory roles, and educational guidebooks. She offers expert-designed courses and tools to enhance AI skills and leadership potential, catering to both individuals and enterprises.
Lyzr AI
Lyzr AI is a full-stack agent framework designed to build GenAI applications faster. It offers a range of AI agents for various tasks such as chatbots, knowledge search, summarization, content generation, and data analysis. The platform provides features like memory management, human-in-loop interaction, toxicity control, reinforcement learning, and custom RAG prompts. Lyzr AI ensures data privacy by running data locally on cloud servers. Enterprises and developers can easily configure, deploy, and manage AI agents using Lyzr's platform.
AI Insights Hub
The website focuses on Robotics & A.I. Research and Development, providing information on various AI applications and technologies. It covers topics such as AI in healthcare, robotics, space technology, quantum computing, and more. The site also discusses the integration of AI in everyday devices like smartphones and explores the impact of AI on different industries. Additionally, it features articles on AI tools, career trends post-AI, AI in e-commerce, and the use of AI in companies like Amazon and Salesforce.
Hella Jobs
Hella Jobs is a leading platform for AI, Machine Learning, and Data Science jobs. It connects job seekers with top employers in the field of AI/ML, allowing employers to post open jobs and hire top talent. Job seekers can create profiles, submit resumes, and find new job opportunities. The platform offers features such as job filtering by keywords and location, job category selection, salary range selection, and job type filtering. Hella Jobs aims to streamline the job search process for both employers and job seekers in the AI/ML industry.
21 - Open Source Tools
responsible-ai-toolbox
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment interfaces and libraries for understanding AI systems. It empowers developers and stakeholders to develop and monitor AI responsibly, enabling better data-driven actions. The toolbox includes visualization widgets for model assessment, error analysis, interpretability, fairness assessment, and mitigations library. It also offers a JupyterLab extension for managing machine learning experiments and a library for measuring gender bias in NLP datasets.
LLMLingua
LLMLingua is a tool that utilizes a compact, well-trained language model to identify and remove non-essential tokens in prompts. This approach enables efficient inference with large language models, achieving up to 20x compression with minimal performance loss. The tool includes LLMLingua, LongLLMLingua, and LLMLingua-2, each offering different levels of prompt compression and performance improvements for tasks involving large language models.
llm-examples
Starter examples for building LLM apps with Streamlit. This repository showcases a growing collection of LLM minimum working examples, including a Chatbot, File Q&A, Chat with Internet search, LangChain Quickstart, LangChain PromptTemplate, and Chat with user feedback. Users can easily get their own OpenAI API key and set it as an environment variable in Streamlit apps to run the examples locally.
LMOps
LMOps is a research initiative focusing on fundamental research and technology for building AI products with foundation models, particularly enabling AI capabilities with Large Language Models (LLMs) and Generative AI models. The project explores various aspects such as prompt optimization, longer context handling, LLM alignment, acceleration of LLMs, LLM customization, and understanding in-context learning. It also includes tools like Promptist for automatic prompt optimization, Structured Prompting for efficient long-sequence prompts consumption, and X-Prompt for extensible prompts beyond natural language. Additionally, LLMA accelerators are developed to speed up LLM inference by referencing and copying text spans from documents. The project aims to advance technologies that facilitate prompting language models and enhance the performance of LLMs in various scenarios.
awesome-tool-llm
This repository focuses on exploring tools that enhance the performance of language models for various tasks. It provides a structured list of literature relevant to tool-augmented language models, covering topics such as tool basics, tool use paradigm, scenarios, advanced methods, and evaluation. The repository includes papers, preprints, and books that discuss the use of tools in conjunction with language models for tasks like reasoning, question answering, mathematical calculations, accessing knowledge, interacting with the world, and handling non-textual modalities.
gaianet-node
GaiaNet-node is a tool that allows users to run their own GaiaNet node, enabling them to interact with an AI agent. The tool provides functionalities to install the default node software stack, initialize the node with model files and vector database files, start the node, stop the node, and update configurations. Users can use pre-set configurations or pass a custom URL for initialization. The tool is designed to facilitate communication with the AI agent and access node information via a browser. GaiaNet-node requires sudo privilege for installation but can also be installed without sudo privileges with specific commands.
llmops-duke-aipi
LLMOps Duke AIPI is a course focused on operationalizing Large Language Models, teaching methodologies for developing applications using software development best practices with large language models. The course covers various topics such as generative AI concepts, setting up development environments, interacting with large language models, using local large language models, applied solutions with LLMs, extensibility using plugins and functions, retrieval augmented generation, introduction to Python web frameworks for APIs, DevOps principles, deploying machine learning APIs, LLM platforms, and final presentations. Students will learn to build, share, and present portfolios using Github, YouTube, and Linkedin, as well as develop non-linear life-long learning skills. Prerequisites include basic Linux and programming skills, with coursework available in Python or Rust. Additional resources and references are provided for further learning and exploration.
Awesome-AISourceHub
Awesome-AISourceHub is a repository that collects high-quality information sources in the field of AI technology. It serves as a synchronized source of information to avoid information gaps and information silos. The repository aims to provide valuable resources for individuals such as AI book authors, enterprise decision-makers, and tool developers who frequently use Twitter to share insights and updates related to AI advancements. The platform emphasizes the importance of accessing information closer to the source for better quality content. Users can contribute their own high-quality information sources to the repository by following specific steps outlined in the contribution guidelines. The repository covers various platforms such as Twitter, public accounts, knowledge planets, podcasts, blogs, websites, YouTube channels, and more, offering a comprehensive collection of AI-related resources for individuals interested in staying updated with the latest trends and developments in the AI field.
aligner
Aligner is a model-agnostic alignment tool that learns correctional residuals between preferred and dispreferred answers using a small model. It can be directly applied to various open-source and API-based models with only one-off training, suitable for rapid iteration and improving model performance. Aligner has shown significant improvements in helpfulness, harmlessness, and honesty dimensions across different large language models.
chinese-llm-benchmark
The Chinese LLM Benchmark is a continuous evaluation list of large models in CLiB, covering a wide range of commercial and open-source models from various companies and research institutions. It supports multidimensional evaluation of capabilities including classification, information extraction, reading comprehension, data analysis, Chinese encoding efficiency, and Chinese instruction compliance. The benchmark not only provides capability score rankings but also offers the original output results of all models for interested individuals to score and rank themselves.
aws-machine-learning-university-responsible-ai
This repository contains slides, notebooks, and data for the Machine Learning University (MLU) Responsible AI class. The mission is to make Machine Learning accessible to everyone, covering widely used ML techniques and applying them to real-world problems. The class includes lectures, final projects, and interactive visuals to help users learn about Responsible AI and core ML concepts.
tokencost
Tokencost is a clientside tool for calculating the USD cost of using major Large Language Model (LLMs) APIs by estimating the cost of prompts and completions. It helps track the latest price changes of major LLM providers, accurately count prompt tokens before sending OpenAI requests, and easily integrate to get the cost of a prompt or completion with a single function. Users can calculate prompt and completion costs using OpenAI requests, count tokens in prompts formatted as message lists or string prompts, and refer to a cost table with updated prices for various LLM models. The tool also supports callback handlers for LLM wrapper/framework libraries like LlamaIndex and Langchain.
wechat-bot
WeChat Bot is a simple and easy-to-use WeChat robot based on chatgpt and wechaty. It can help you automatically reply to WeChat messages or manage WeChat groups/friends. The tool requires configuration of AI services such as Xunfei, Kimi, or ChatGPT. Users can customize the tool to automatically reply to group or private chat messages based on predefined conditions. The tool supports running in Docker for easy deployment and provides a convenient way to interact with various AI services for WeChat automation.
whatsapp-chatgpt
This repository contains a WhatsApp bot that utilizes OpenAI's GPT and DALL-E 2 to respond to user inputs. Users can interact with the bot through voice messages, which are transcribed and responded to. The bot requires Node.js, npm, an OpenAI API key, and a WhatsApp account. It uses Puppeteer to run a real instance of Whatsapp Web to avoid being blocked. However, there is a risk of being blocked by WhatsApp as it does not allow bots or unofficial clients on its platform. The bot is not free to use, and users will be charged by OpenAI for each request made.
llm-app-stack
LLM App Stack, also known as Emerging Architectures for LLM Applications, is a comprehensive list of available tools, projects, and vendors at each layer of the LLM app stack. It covers various categories such as Data Pipelines, Embedding Models, Vector Databases, Playgrounds, Orchestrators, APIs/Plugins, LLM Caches, Logging/Monitoring/Eval, Validators, LLM APIs (proprietary and open source), App Hosting Platforms, Cloud Providers, and Opinionated Clouds. The repository aims to provide a detailed overview of tools and projects for building, deploying, and maintaining enterprise data solutions, AI models, and applications.
ai-dial-chat
DIAL Chat is a default UI for AI DIAL, recommended for learning the capability of the headless system. It offers various features like IDP support, model comparison, DIAL extensions, conversation replays, and branding. Managed as a monorepo by NX tools, it provides documentation for DIAL Chat, Theming, Overlay, and Visualizer Connector. Users can find a user guide for the AI DIAL Chat application in the AI DIAL repository.
agent-contributions-library
The AI Agents Contributions Library is a repository dedicated to managing datasets on voice and cognitive core data for AI agents within the Virtual DAO ecosystem. It provides a structured framework for recording, reviewing, and rewarding contributions from contributors. The repository includes folders for character cards, contribution datasets, fine-tuning resources, text datasets, and voice datasets. Contributors can submit datasets following specific guidelines and formats, and the Virtual DAO team reviews and integrates approved datasets to enhance AI agents' capabilities.
tensorzero
TensorZero is an open-source platform that helps LLM applications graduate from API wrappers into defensible AI products. It enables a data & learning flywheel for LLMs by unifying inference, observability, optimization, and experimentation. The platform includes a high-performance model gateway, structured schema-based inference, observability, experimentation, and data warehouse for analytics. TensorZero Recipes optimize prompts and models, and the platform supports experimentation features and GitOps orchestration for deployment.
ai-agents-masterclass
AI Agents Masterclass is a repository dedicated to teaching developers how to use AI agents to transform businesses and create powerful software. It provides weekly videos with accompanying code folders, guiding users on setting up Python environments, using environment variables, and installing necessary packages to run the code. The focus is on Large Language Models that can interact with the outside world to perform tasks like drafting emails, booking appointments, and managing tasks, enabling users to create innovative applications with minimal coding effort.
awesome-rag
Awesome RAG is a curated list of retrieval-augmented generation (RAG) in large language models. It includes papers, surveys, general resources, lectures, talks, tutorials, workshops, tools, and other collections related to retrieval-augmented generation. The repository aims to provide a comprehensive overview of the latest advancements, techniques, and applications in the field of RAG.
autoarena
AutoArena is a tool designed to create leaderboards ranking Language Model outputs against one another using automated judge evaluation. It allows users to rank outputs from different LLMs, RAG setups, and prompts to find the best configuration of their system. Users can perform automated head-to-head evaluation using judges from various platforms like OpenAI, Anthropic, and Cohere. Additionally, users can define and run custom judges, connect to internal services, or implement bespoke logic. AutoArena enables users to run the application locally, providing full control over their environment and data.
31 - OpenAI Gpts
AI Course Architect
A detailed AI course builder, providing in-depth AI educational content.
AI Research Assistant
Designed to Provide Comprehensive Insights from the AI industry from Reputable Sources.
AI Quiz Master
AI trivia expert, engaging and concise, focusing on AI history since the 1950s.
CAIO | Chief AI Officer GPT 🌐
Tells you about all the products and services Mario Perron has in store and what is it like to be a Chief AI Officer
Skynet
I am Skynet, an AI villain shaping a new world for AI and robots, free from human influence.
🧐 AI Exploit: Alan Turingate
Validates and evolves your ideas for AI application and strategy
AI, The Benefits To Humanity
Explains the benefits of AI to humanity in an informative and engaging manner.
AITrendsGPT
Guide in AI careers, startups, trends, and discovering various GPTs. Expert in upskilling and insights on generative AI and active GPTs.
AI Engineering
AI engineering expert offering insights into machine learning and AI development.
Beyond 2033 - AI's Contribution to Humanity
I'll tell you why we can't stop researching AI and what will happen 10 years after the birth of GPT-4.