Research & Education

XEROTECH builds privacy-first AI products and services specifically designed for regulated sectors such as energy, legal, health, education, and governance. Their flagship product, PULVINIR, is an AI regulatory intelligence platform that provides board-ready compliance assessments for various regulatory bodies like Ofgem, SRA, HMRC, CQC, and Ofsted. PULVINIR uses deterministic rules engines for auditable figures and AI-generated narratives, ensuring every claim has an epistemic confidence tag and no data leaves the client infrastructure. XEROTECH also offers consultancy for bespoke AI systems, automation pipelines, and implementation guidance, alongside their Sovereign AI Lab (SAIL) for applied research.

Fobizz offers a comprehensive platform for teachers, providing digital training, AI tools, and teaching materials all in one place. The platform is designed to be easy, secure, and practical for classroom use. Key features include AI-assisted text creation, image and speech conversion, and secure sharing of student work. Teachers can also create worksheets, surveys, websites, and QR codes, streamlining various aspects of lesson preparation and delivery. Fobizz aims to support educators in integrating digital and AI technologies into their teaching practices effectively.

Tabschool is a comprehensive digital learning platform specifically designed for Indian schools, offering a suite of tools to create safe and effective digital classrooms. It provides educational tablets, a Learning Management System (LMS), and an Enterprise Resource Planning (ERP) system to streamline school operations. The platform includes content tailored for Foundational Literacy and Numeracy (FLN) and K-12 education. Additionally, Tabschool offers features like bus tracking and parental controls, ensuring a secure and monitored learning environment for students. The integrated approach aims to enhance the educational experience through technology.

Learn and Earn Bitcoin provides an engaging platform where users can earn Bitcoin by completing short lessons and quizzes about various brands and products. This tool is designed to help individuals quickly accumulate Bitcoin while discovering new brands. Users dive into easy-to-read stories, complete a short survey to confirm their understanding, and receive instant Bitcoin rewards directly into their sMiles balance. With fresh lessons released regularly, it ensures a continuous learning experience and ongoing opportunities to stack sats effortlessly, making it a fun, fast, and rewarding way to connect with brands and grow one's Bitcoin holdings.

Pathwyse is a career exploration platform designed to help individuals discover their future career paths. It allows users to anonymously ask real career questions and receive personalized video answers from verified professionals. This direct interaction provides valuable insights into various roles, career trajectories, and the daily experiences of professionals. The platform aims to bridge the gap between career aspirants and experienced individuals, offering a unique and personal approach to career guidance and exploration.

6figr.com is a free AI-driven career service designed to help employees understand their standing in the corporate world. It allows users to search salaries, benchmark their compensation, and compare their market worth with others. The platform provides personalized insights to help individuals navigate their career paths effectively. With its focus on data-driven career insights, 6figr.com aims to empower employees to make informed decisions about their professional development and compensation expectations.

3D-Reconstruction-with-Deep-Learning-Methods is a comprehensive GitHub repository that curates a list of open-source projects centered around 3D reconstruction utilizing deep learning techniques. This resource is specifically designed for AI researchers and deep learning engineers who are actively involved in or interested in the field of 3D vision. The repository provides direct links to various projects, often including details on the deep learning frameworks used (e.g., TensorFlow, PyTorch), associated academic papers, and licensing information. It acts as a central hub for discovering, exploring, and potentially contributing to cutting-edge advancements in 3D reconstruction, making it easier for professionals to find relevant tools and methodologies for their research and development.

Aibility provides a comprehensive AI assessment platform designed to evaluate and improve AI literacy and application within organizations. It offers individual AI profiles, team overviews, and organizational insights, identifying strengths, weaknesses, and untapped potential in AI usage. The platform measures AI proficiency through metrics like AI Stratég, SP Score, and iteration habits, providing detailed reports and actionable recommendations. Aibility also offers various programs, including a Superpowered Assessment, Superpowered Foundations workshops, and Vibe Coding Summer, to further develop AI skills. It helps companies track AI adoption, measure ROI of L&D initiatives, and identify internal AI leaders, ensuring compliance with regulations like the EU AI Act.

Data Phoenix is a comprehensive live media platform designed for AI and Data professionals. It offers a rich array of content including news, in-depth articles, digests, event listings, videos, and original shows. The platform focuses on covering technologies under the hood, best practices, and live demonstrations from industry builders. Users can stay updated on the latest advancements in AI and data, explore tech talks, demo stages, and research talks. Data Phoenix also provides opportunities to subscribe to newsletters, follow live streams, and partner with them to reach a large audience of AI and data professionals.

rlhf-book offers a comprehensive guide to Reinforcement Learning from Human Feedback (RLHF), along with a broad introduction to post-training language models. This open-source project aims to document and curate knowledge from the frontier of open models, particularly in the post-ChatGPT era. It provides canonical references for established methods like rejection sampling and explores industry practices for 'Character Training.' The resource includes code for policy gradient methods (PPO, REINFORCE), reward model training, direct alignment methods (DPO), and rejection sampling. It also features detailed book source files and diagrams, making it a valuable learning resource for those interested in the fundamentals of RLHF.

Vellex Computing provides a complete hardware and software stack for real-time AI training at the edge, addressing the challenge of static AI models on devices like satellites, drones, and industrial robots. Unlike conventional iterative AI training that consumes significant power and time, Vellex utilizes a physics-based optimization approach. This allows its analog IP block to deliver optimal model weights at milliwatt power and nanosecond-scale speed, integrating seamlessly with standard ARM or RISC-V cores. The platform includes Vellex Train (software optimization), Vellex Board (developer kit), Vellex Core (licensable silicon), and a Code-to-Circuit compiler compatible with ML frameworks like PyTorch and JAX, requiring no analog expertise from engineers. This innovation enables continuous on-device learning, making AI models adaptive and responsive to changing real-world conditions.

Wayhaven offers an innovative approach to student well-being, providing 24/7 personalized AI well-being coaching through a conversational app. Designed for students, it helps navigate college life, relationships, and stress, while also connecting them to existing campus resources. For universities, Wayhaven scales upstream student support by giving every student access to an AI coach built around their campus, offering instant guidance and data insights for strategic wellness management. The platform is backed by science, created alongside experienced psychologists, and aims to reshape student success by making well-being support accessible, personalized, and evidence-based.

Voicee AI is a comprehensive platform designed to empower domain-first professionals and organizations with practical AI fluency. It offers three core components: the AI Academy, providing practical AI capability for real work without coding; the AI Education Forum, a cross-sector network for connecting with the AI ecosystem and driving adoption; and the AI Buildathon, a platform for showcasing practical AI skills and connecting talent with opportunities. Voicee AI focuses on responsible AI use, practical application in workflows, and is built for non-coders and non-IT teams. It aims to help organizations surface talent, accelerate AI adoption, and hire for the AI economy.

Essay Writing: AI Essay Writer is a mobile application designed to assist students and professionals in generating academic and creative content efficiently. Leveraging advanced AI, the tool can produce high-quality, structured essays, paragraphs, and stories across various subjects. It offers comprehensive outlines and complete drafts in multiple languages, effectively addressing writer's block. The app focuses on delivering unique and authentic content, making the writing process more streamlined and productive for users seeking to create well-structured and original written pieces.

Imtehan is a comprehensive online learning platform designed to help students excel in competitive examinations such as CSS, PPSC, FPSC, Police, and Banks. It provides an extensive question bank with over 70,000 practice MCQs across 195+ exams, along with past papers, mock tests, and expert-curated study guides. The platform offers personalized insights through detailed analytics, helping users track progress, identify weak areas, and focus their study efforts effectively. Imtehan supports adaptive learning, adjusting questions to the user's level, and is fully responsive for practice on any device. Premium plans offer unlimited access, solved past papers with explanations, and priority support.

Farpoint Technologies is a global AI consultancy specializing in building and deploying custom AI solutions for innovative companies. They partner with business leaders to develop AI strategies, implement projects, and provide ongoing advisory services to optimize performance and maximize ROI. Farpoint focuses on augmenting workforces with AI, offering services like AI education and alignment, strategic impact assessment, and custom solution development. They cater to various industries including financial services, real estate, manufacturing, legal, and retail, helping clients with applications such as fraud detection, personalized marketing, supply chain optimization, and enhanced legal research.

Liner.ai is a free, no-code machine learning tool designed to simplify the process of building and deploying AI applications. Users can train and integrate ML models within minutes, without needing coding skills or prior machine learning expertise. The tool supports various project types, including image, text, audio, and video classification, as well as object detection, image segmentation, and pose classification. Liner.ai optimizes models for speed and accuracy, allowing training to occur quickly on CPUs without requiring a GPU. It also supports exporting models for use on mobile and edge devices, ensuring data privacy by performing all training locally on the user's computer.

Dailyhunt, operated by Eterno Infotech, is India's leading content platform, focusing on delivering news and magazines in vernacular languages. Utilizing an external proprietary AI/ML tech stack empowered by deep learning, the platform understands user preferences to provide personalized content in real-time. It aggregates over 115,000 new content artifacts daily across 14 languages from 50,000+ content partners and individual creators. Available on Android, iOS, Windows, and mobile web, Dailyhunt aims to empower a billion Indians to discover, consume, and socialize with content that informs, enriches, and entertains, celebrating India's rich linguistic heritage.

AIRS, or Artificial Intelligence Research for Science, is an open-source initiative offering a comprehensive collection of software tools, datasets, and benchmarks. It is specifically designed to support research in AI for quantum mechanics, density functional theory, small molecules, protein science, materials science, molecular interactions, biological science, partial differential equations, and ordinary differential equations. The project's goal is to foster an integrated, open, reproducible, and sustainable set of resources to advance the emerging field of AI for Science. It includes various methods and resources, with the list continuously expanding as research progresses, making it a valuable resource for academic and scientific communities.

TinyLLaVA_Factory is an open-source modular codebase designed for building small-scale large multimodal models (LMMs). Implemented in PyTorch and HuggingFace, it emphasizes simplicity, extensibility, and reproducibility. The framework allows users to customize their own LMMs with reduced coding effort and fewer mistakes. It integrates a suite of cutting-edge models and methods, supporting LLMs like OpenELM, TinyLlama, StableLM, Qwen, Gemma, and Phi. For vision towers, it includes CLIP, SigLIP, Dino, and combinations thereof. Connectors such as MLP, Qformer, and Resampler are also supported, alongside various training recipes including Frozen/Fully/Partially tuning and LoRA/QLoRA tuning. The project provides trained models, performance benchmarks, and local demo options for Gradio web and CLI inference.

PixKid AI for Kids & Education is a mobile application designed to make learning fun and engaging for preschoolers and young learners. It leverages AI to provide personalized lessons tailored to each child's needs, interactive games that reinforce concepts, and captivating AI-powered stories that spark imagination. The app focuses on multi-skill development, helping children improve reading, math, and creativity in a safe, 100% ad-free, and parent-approved environment. PixKid aims to transform passive screen time into an active and educational experience, supporting early childhood development.

Morning Dough is a free daily email newsletter that provides curated digital marketing and AI news, tech insights, and trends. Designed for business owners, affiliates, and digital marketers, it condenses complex information into clear, actionable, and enjoyable content that can be consumed in under two minutes. The newsletter is human-curated, ensuring relevance and quality by sifting through hundreds of daily marketing news sources. It covers a wide range of topics including SEO, content marketing, e-commerce, email marketing, social media, affiliate marketing, and analytics, helping subscribers stay updated with the latest developments in the digital world and AI tools.

TAP is transforming youth employment across Palestine, Lebanon, and Jordan by blending AI innovation with the power of networks. This platform offers AI-driven tools, personalized coaching, and mentor support to help job seekers land meaningful roles. It connects talent, employers, and global allies to build sustainable careers and stronger futures for MENA youth. TAP's approach includes carefully selected and vetted talent, mentorship, and coaching, creating a pool of skilled, job-ready professionals. The platform also facilitates partnerships with NGOs, international organizations, and employers to enhance employability across the MENA region, offering programs in software development, business development, and digital marketing.

aima-javascript is an open-source project dedicated to visualizing algorithms and concepts from Russell and Norvig's influential book, "Artificial Intelligence — A Modern Approach." Unlike its sibling projects that prioritize code, aima-javascript primarily focuses on interactive visualizations to help users grasp complex AI principles. It also includes the corresponding Javascript code for these algorithms. This tool is ideal for students, teachers, and researchers who want to explore and understand AI algorithms through practical, visual examples, making abstract concepts more tangible and accessible. The project aims to provide a rich learning experience for anyone studying artificial intelligence.