Research & Education

Spera is an advanced robotics and and physical AI company dedicated to engineering the future of physical intelligence. They specialize in developing humanoid systems, autonomous machines, and intelligent sensing technologies for real-world deployment. Their work spans industrial, infrastructure, and high-complexity environments, integrating hardware engineering, perception systems, and applied AI. Spera aims to bridge the gap between artificial intelligence and physical execution by building machines that extend human capability, operate in demanding conditions, and tackle dangerous, repetitive, or complex tasks. Their core engineering programs include humanoid locomotion, perception and control systems, autonomous mobility platforms, AI decision systems, and bio-sensing platforms.

Lift is an all-in-one creative platform designed to help users generate and edit images with AI. It allows users to create visuals from text prompts or upload existing photos for enhancement. The platform offers a suite of AI-powered editing tools including background removal, object removal (magic eraser), image upscaling to 4K, image enhancement, and a variety of creative filters. Lift also features an AI Headshot Generator and an AI Image Generator. Available on web, iOS, and Android, Lift aims to make advanced photo editing accessible to users without requiring specialized design skills, enabling them to produce professional-quality content for social media, print, ads, or e-commerce.

Video Sum is an Android mobile application developed by Noirbyte Studio that leverages artificial intelligence to provide concise summaries of YouTube videos. This tool is designed to save users significant time by extracting the most important information from video content. It offers summaries in multiple formats, including normal, short, bullet points, and explanatory styles, catering to different user preferences and needs. Beyond just summarizing, Video Sum also allows users to ask questions about the video content, facilitating deeper understanding and interaction. This feature makes it particularly useful for students, researchers, and professionals who need to quickly process information from video lectures, tutorials, or presentations, ultimately boosting productivity and learning efficiency.

Jellyfish is an AI-powered platform designed to help startups accelerate their hiring process by focusing on real-world technical work. Instead of relying solely on resumes, Jellyfish evaluates candidates based on their GitHub profiles, portfolios, hackathon wins, writing, and research. This approach allows companies to quickly identify strong technical signals and find candidates whose skills and work style align with their team. The platform creates full talent profiles from public work, streamlining the early screening process and ensuring candidates are recognized for their actual building capabilities. Jellyfish aims to make hiring faster and more human by providing clear technical reviews and better first matches between startups and engineers.

Tell me a Story is an innovative iPhone application designed to create engaging and personalized stories for children using artificial intelligence. Users can generate stories with unlimited possibilities, choosing from various themes and even building narratives around specific morals. The app provides narration for every story in multiple languages, including English, Portuguese, French, Italian, and German. It also allows users to save their favorite stories with beautiful images and build stories using saved characters and profiles. The 'Studio' feature enables the creation of reusable characters and the definition of scenes and environments, enhancing the storytelling experience for both children and parents.

OpenCraft AI serves as a professional AI Copilot, integrating leading AI models like GPT, Claude, and Gemini into a unified workspace. Designed for professionals, it ensures continuous intelligence flow, persistent file memory, and adaptive voice control, eliminating context loss across tasks. The platform supports deep analysis, reasoning chains, and AI-first document creation, all within an enterprise-grade secure environment (SOC 2 Compliant). It aims to boost productivity by allowing users to execute complex work without fragmentation, offering features like extended messaging, smarter web search with citations, AI vision for images and PDFs, and team collaboration tools.

smudge.ai is a Chrome extension designed to enhance online productivity by integrating AI-powered commands directly into your browser's right-click menu. Users can leverage ChatGPT-like functionalities to summarize lengthy articles, correct writing errors, convert text into bullet points, and translate messages instantly. This eliminates the need to copy-paste text into separate chatbot windows or switch between tabs, allowing users to maintain their workflow. The tool offers 16 built-in commands, with options to create custom commands or import user-submitted ones from a gallery. It supports up to 150,000 words per command and ensures data privacy by not logging user input or output, sending data directly to OpenAI without training its models.

Tiny AI is a platform designed to empower users to build their own AI models through an intuitive chat interface. This innovative approach significantly simplifies the often complex process of AI development, making it accessible to a broader audience, including developers and AI enthusiasts. The platform enables users to experiment with artificial intelligence and create custom AI applications without requiring deep technical expertise. By abstracting away much of the underlying complexity, Tiny AI fosters a more creative and experimental environment for AI model building, allowing users to focus on the application and functionality of their AI.

Prompt Couture specializes in providing tailored training and consulting in Generative AI for creative fields such as fashion design, marketing, and interior design. The platform offers workshops designed by industry experts, making AI tools like Midjourney, NewArc.ai, and Krea accessible and easy to apply for creative professionals. It teaches a revolutionary methodology for prompting in fashion, enabling designers to generate realistic photos, videos, and sketches. Beyond training, Prompt Couture offers transformational consulting projects to optimize design processes from inspiration to product development, recommending and implementing the most suitable Gen AI tools. Additionally, it provides access to a Gen AI platform with updated knowledge, training, and a creative prompting tool to keep users informed of relevant AI trends.

Quiz Genius NG is an AI-powered platform designed to simplify the creation of educational assessments. It allows users to generate high-quality multiple-choice questions, short answer questions, and essay questions directly from uploaded documents and images. This tool leverages artificial intelligence to transform existing content into various question formats, making it an efficient solution for educators and students alike. Its primary goal is to streamline the process of developing quizzes and study materials, saving valuable time while ensuring comprehensive coverage of the subject matter.

FringeSift is an AI-powered search engine specifically designed to help users discover shows at the Edinburgh Fringe festival. It allows users to search for events scheduled between August 4 and August 28 using natural language queries. The platform leverages ChatGPT to summarize search responses, providing concise and relevant information to users. Beyond show discovery, FringeSift also fosters community engagement by offering access to an Edinburgh AI meetup, connecting users with similar interests. This tool streamlines the process of navigating the vast array of Fringe shows, making it easier for attendees to find performances that match their preferences.

Ebook-to-mindmap is an AI-powered tool designed to transform EPUB and PDF ebooks into structured mind maps and comprehensive text summaries. It offers multi-format support, intelligently parsing both EPUB files and PDF documents, with smart chapter detection and extraction. The tool leverages AI services like Google Gemini and OpenAI GPT, operating on a BYOK (Bring Your Own Key) model to ensure data privacy and security, as all AI requests are processed locally in the user's browser. It features three processing modes: text summarization, chapter-specific mind maps, and full-book mind maps. An efficient caching mechanism allows for offline viewing and seamless resumption of processing, while a modern, responsive interface provides real-time progress visualization and interactive mind maps.

handy-ollama is a comprehensive, open-source tutorial designed to help users deploy and manage large language models (LLMs) locally, even on CPU-only systems. This project, officially recognized by Ollama, provides a step-by-step guide from basic installation and configuration across macOS, Windows, Linux, and Docker, to advanced topics like custom model importing (GGUF, Pytorch, Safetensors) and API usage in various programming languages (Python, Java, JavaScript, C++, Golang). It also covers integration with frameworks like LangChain and LlamaIndex, and deployment of visual interfaces using FastAPI and WebUI. The tutorial emphasizes making LLM deployment accessible to everyone, regardless of their computational resources, fostering the development of local AI applications like RAG and Agent systems.

AI Training Institute provides comprehensive AI training programs designed to move users beyond basic prompt engineering and tool chaos. With over 259,000 participants, it offers a tiered learning path from a free 90-minute AI Crashkurs to a 4-week Agent Bootcamp and TÜV Rheinland certified AI Trainer, Consultant, or Agent Builder programs. The institute emphasizes learning to use a single desktop agent that works directly on a user's computer with their files and programs, rather than juggling numerous individual AI tools. It also fosters a strong community and provides weekly insights into AI developments.

NEXT AI is a world-class founder and venture development acceleration network specifically designed for early-stage AI-enabled startups. The program offers comprehensive education, funding, and mentorship to entrepreneurs looking to solve global challenges with artificial intelligence. Participants benefit from a world-class curriculum taught by award-winning faculty, access to top AI scientists, venture managers, and an international pool of mentors and investors. The program also includes high-impact workshops, speaker series, and free office space in Toronto and Montreal's AI hubs. It is delivered in Toronto, Montreal, and remotely, catering to Canadian-incorporated ventures with strong AI-driven solutions and a mission-driven team.

Last24.ai, powered by MyLens AI, is an innovative tool designed to summarize the latest news, articles, and headlines. It reads recent articles and visually presents the key points, helping users stay informed and updated like never before. The platform acts as an AI search engine to condense today's news into a clear and visual format, making it easy to grasp essential information quickly. This tool is ideal for anyone looking to efficiently consume current events without sifting through lengthy texts, providing a simple and visual way to stay on top of breaking news and developments.

Tinq.ai is a full-stack AI workspace platform designed to unify scattered data, wikis, and tools into a single, intelligent layer. It enables AI assistants like ChatGPT, Claude, and Gemini to access accurate, context-aware information from an organization's internal knowledge base. The platform connects to diverse data sources such as Google Drive, SharePoint, Notion, CRMs, and ticketing systems, indexing documents, PDFs, slides, and images while mirroring existing permissions for security. Tinq.ai provides a simple drop-in RAG API, allowing any AI to deliver fresh, cited, and organization-aware answers. It also offers real-time syncing, built-in analytics for usage and knowledge gaps, and the ability to combine multiple data sources for comprehensive insights.

Richard is an AI-powered mobile application designed to be a comprehensive study companion for students. It efficiently converts various educational content formats, including audio lectures, YouTube videos, and PDFs, into structured notes, concise summaries, and interactive study tools like flashcards and quizzes. The platform aims to streamline the learning process by allowing users to upload materials and receive instant, organized study aids. Richard emphasizes understanding over rote memorization, providing a searchable library for all materials and generating practice questions directly from the content. It's available on both iOS and Android, offering a clean, user-friendly interface.

AfterQuery operates as an applied research lab dedicated to advancing foundation model development by curating specialized data solutions. The company addresses the challenge of suboptimal data solutions in AI research by transforming expert knowledge and real-world decision-making into structured training data. AfterQuery's methodology involves capturing how experts think, including their reasoning, decisions, tradeoffs, and context, which is then used to build datasets. Their data offerings include Supervised Fine-Tuning (SFT) with prompt-response pairs and chain-of-thought reasoning, Reinforcement Learning with expert-designed prompts and grading frameworks, Agent Environments for training and evaluating agents in real workflows, and Computer Use Trajectories demonstrating human interactions with software. This approach aims to improve model performance beyond outputs, focusing on enabling models to learn from expert reasoning.

SOM AI is an AI-powered research assistant specifically developed to support students and researchers in the demanding process of thesis writing. The tool aims to streamline various stages of academic research, from initial brainstorming sessions to refining written content. Key functionalities include assisting with idea generation, providing paraphrasing capabilities to help avoid plagiarism and improve textual flow, and offering general support to enhance efficiency throughout the entire writing journey. SOM AI is designed to help users complete their theses more effectively and is noted to provide support in Indonesian, catering to a specific linguistic audience.

PunyPress is an AI-powered tool designed to generate concise summaries of articles found online. Users can simply input a URL, and the tool will provide a stripped-down version of the content, focusing on essential information. This makes it an ideal solution for individuals who need to quickly grasp the main points of lengthy articles without reading the entire text. PunyPress leverages advanced algorithms to ensure that key points are accurately identified and presented in the summaries, making it beneficial for students, professionals, and anyone looking to save time and gain quick insights from online content.

UPDF for iOS is an AI-enhanced PDF editor designed for iPhone and iPad, enabling users to efficiently manage and interact with PDF documents on the go. It provides comprehensive editing capabilities, including text, image, and link modifications, alongside robust annotation tools for highlighting and marking up PDFs. A key differentiator is its integrated AI assistant, which can summarize, translate, and explain PDF content, as well as facilitate chat interactions with documents. The tool also supports OCR for making scanned PDFs editable, conversion to various formats, and features for organizing, protecting, and signing PDFs, making it a versatile solution for mobile PDF productivity.

Delfox is an AI-first company that leverages expertise in reinforcement learning and autonomous systems to drive innovation and performance for businesses. They provide end-to-end support, from strategic diagnostics to the implementation of AI solutions. Their services include custom AI development for defense, security, and industry, deployment of AI engineers, and the creation of autonomous decision-making capabilities for drones. Delfox also offers strategic AI consulting to help organizations identify opportunities and build roadmaps. Their proprietary Realmind platform allows users to train, test, and deploy AI models in real-time, utilizing technologies such as generative AI, machine learning, NLP, and computer vision.

Arxiv-mcp-server is an open-source Model Context Protocol (MCP) server designed to bridge AI assistants with the arXiv research repository. It allows AI models to programmatically search for papers using filters like date ranges and categories, download their content, and read them in markdown format. The server also supports local storage of papers for faster access and offers a suite of research prompts for in-depth paper analysis, including summarization, comparison, and literature reviews. It can be installed via Smithery, Claude Desktop, or manually, and supports both stdio and HTTP transport for flexible deployment. The tool emphasizes security, providing mitigations against prompt injection risks from untrusted paper content.