Research & Education

The Artificial Intelligence Research and Innovation Center (AIRIC) at Politecnico di Milano is dedicated to advancing AI research and fostering innovation. It serves as a crucial link between academic scientific research and the practical demands of industry and public administration. AIRIC actively engages in collaborative projects, developing innovative AI solutions that address real-world challenges. The center's work spans various aspects of AI, contributing to both theoretical advancements and their application in diverse sectors. This initiative highlights Politecnico di Milano's long-standing commitment to being at the forefront of AI research for over 50 years.

awesome-chatgpt is a comprehensive, curated list of resources for ChatGPT, including a wide array of libraries, SDKs, and APIs. This open-source project aims to be the largest and most complete collection of ChatGPT-related tools and information. It caters specifically to developers, offering resources across various programming languages like Python, JavaScript, Golang, Rust, TypeScript, Kotlin, Swift, PHP, Node.js, Deno, Dart, Java, .NET, Ruby, and Delphi. Beyond developer tools, it also lists browser extensions, integrations with popular platforms like WhatsApp, Telegram, Slack, and VSCode, prompts, embeddings, plugins, AI assistants, web apps, desktop apps, and research papers. The project encourages community contributions to expand its offerings.

iPrep.Ai is an innovative AI-powered interview preparation platform designed to help job seekers excel in their interviews. It provides comprehensive mock interview practice sessions with AI-driven interviewers that simulate real-world scenarios. The platform automatically saves practice sessions and offers detailed feedback, allowing users to track progress and identify areas for improvement. A standout feature is iPrep.Ai CodePad, which enables users to tackle real coding challenges during mock technical interviews and receive instant feedback on their code. With advanced analytics, users can visualize their performance across different question types and turn data into actionable insights for improvement. Personalized feedback pinpoints strengths and weaknesses, offering actionable steps and targeted practice recommendations to boost confidence and refine skills.

Tutor Lily is an AI-powered language tutor designed to help users achieve fluency through conversation-first learning. Unlike traditional apps, it avoids drills and flashcards, focusing instead on real-life dialogue tailored to the user's interests and experiences. The platform employs a 3-step graduated correction method (elicit → hint → recast) based on linguistics research, leading to a high self-repair rate. Tutor Lily personalizes the curriculum based on individual user details, remembering past mistakes, vocabulary, goals, and personal information to make each session smarter than the last. It supports over 50 languages and offers a motivational system that rewards effort without guilt-tripping.

Chatvas, also known as Chat Nodes Canvas, is a free and open-source desktop application designed for Windows, macOS, and Linux. It transforms how users interact with AI conversations by providing an infinite canvas to branch, explore, and visualize ChatGPT dialogues. Users can explore multiple conversation paths simultaneously, compare branches side-by-side, and see their thought process at a glance with visual connections. Each node embeds a full ChatGPT session, allowing users to utilize their own account with all features, including plugins and GPTs. The tool also offers auto-branching, where new ChatGPT branches automatically become new nodes on the canvas, and comes with five beautiful themes.

Polarbear Study is an AI-native adaptive learning platform designed to simplify the studying process for students. Recognizing that many find studying challenging, Polarbear offers a suite of AI tools to make learning more bearable and efficient. The platform aims to deliver personalized education globally, leveraging artificial intelligence to automate study-related tasks and provide smart learning solutions. Key offerings include AI tutoring and essay marking, helping users prepare for exams and understand complex topics. Founded in 2024 in Melbourne, Australia, Polarbear Study is committed to transforming the educational experience with its innovative approach.

MyFramework is a comprehensive platform designed to transform messy problems into clearer decisions by leveraging proven frameworks and AI-guided structure. It offers a curated library of over 159 frameworks spanning communication, strategy, diagnosis, leadership, and execution. The core differentiator is its AI Advisor, which not only helps users select the most suitable framework for their specific situation but also guides them through its application, ensuring structured, explainable, and practical outputs. Unlike generic AI chatbots that provide fluent but often unstructured answers, MyFramework focuses on applying established thinking models to real-world scenarios, making it ideal for decision-making, recommendation writing, feedback conversations, team diagnosis, and strategy evaluation across various contexts including work, study, and personal development.

OpenClaw Map serves as a comprehensive directory for the OpenClaw ecosystem, offering structured discovery of over 300 curated tools. Users can explore tools categorized by function, including infrastructure, memory, hosting, security, voice, and more. The platform aims to organize tools that might otherwise be scattered across various repositories, documentation, and social media, making it easier for users to find relevant solutions. It provides details for each tool, often including a brief description and a link to its website or repository, facilitating informed decision-making for building and managing OpenClaw setups. The directory is regularly updated, with the latest update noted as April 19, 2026.

Simul offers a suite of AI-powered simulators designed to help technical leaders and product managers master high-stakes communication and decision-making. The flagship 'Simul TL Logic' provides text-based simulations for technical decision-making, stakeholder management, and team leadership. Users can also access 'Simul Meeting Sandbox' for meeting preparation and negotiation strategy, and 'Toastmasters Simulator' for public speaking and leadership presence. Built by experts with 14 years of experience, Simul emphasizes applied practice over theory, offering safe-to-fail scenarios to build judgment and emotional resilience. It also includes a 'Simul Parenting' module for personal soft skills development.

Qcm-excellence.com is an AI-powered e-learning platform specializing in preparing individuals for various IT certifications, including AWS, Azure, PMP, ITIL, CISSP, and CompTIA. The platform provides realistic mock exams designed to mirror the difficulty, format, and skill domains of official tests. Users benefit from detailed corrections and an AI pedagogical system that helps identify knowledge gaps and validate skills. With over 50,000 up-to-date questions covering more than 200 certifications, QCM Excellence aims to provide comprehensive preparation for IT professionals and students seeking to advance their careers through certification.

LingoQuesto is an AI-powered platform designed to empower language educators by enhancing students' speaking abilities. It facilitates interactive and personalized conversations that simulate immersive learning experiences, helping students practice and improve their language skills. The tool allows teachers to create speech activities in seconds, saving time and effort, and provides unique insights and feedback on student conversations and progress. Educators maintain 100% control over the technology, with fully customizable scenarios. A key differentiator is its integration with WhatsApp, enabling students to practice anytime, anywhere, by scanning a QR code to onboard and receive exercises directly to their WhatsApp. This convenient feature eliminates the need for extra apps and leverages familiar interfaces.

Yapr is an innovative voice-first AI language learning application designed to help users achieve fluency through natural conversation rather than traditional study methods. It provides real-time conversations with an AI tutor that remembers user progress, adapts to their learning style, and offers gentle corrections. The platform supports learning any of 47 languages from any other language, breaking down traditional barriers. Key features include instant focus translation for unknown words, AI-crafted personalized lessons based on speech patterns, and daily quests to keep users engaged. Yapr caters to all levels, from beginners to advanced learners, guiding them through scenarios and structured lessons to fluid conversation.

AI Force Training provides a comprehensive training program designed to transform Salesforce professionals into AI specialists. The platform offers interactive lessons, video breakdowns, and step-by-step instructions to master AI, GPT, and FlowGPT within the Salesforce ecosystem. Users learn to build solutions like FlowGPT in a Salesforce org, enabling faster declarative solutions for admins and analysts, and more efficient development for developers. The training covers topics from basic AI neural nets to advanced Apex triggers and Lightning Web Components, all while emphasizing the S.M.A.R.T. communication method for AI. It aims to empower professionals, increase efficiency, and boost productivity in their Salesforce careers.

Language Confidence revolutionizes English learning and assessment through its advanced AI technology, automating the testing of spoken English since 2018. The platform develops, trains, and deploys its AI models in-house, catering to leading publishers, edtech platforms, and institutions. Key offerings include Speech Assessment APIs for seamless integration into existing edtech platforms, providing highly accurate spoken English proficiency assessments with real-time feedback on pronunciation, fluency, grammar, vocabulary, and relevancy. Additionally, SnapShot AI offers a fast, affordable, and scalable AI-powered placement test that delivers instant CEFR scale results, ideal for screening students' English ability for education or recruitment purposes. The APIs are designed to be accent and background agnostic, supporting learners from diverse linguistic backgrounds.

fast.ai is dedicated to democratizing deep learning by providing accessible software, educational resources, and applications. The platform offers comprehensive courses like 'Practical Deep Learning for Coders' and 'How to Solve it With Code', alongside open-source libraries such as fastai for PyTorch and nbdev. It aims to make neural networks approachable for a wide audience, emphasizing practical application over theoretical complexity. fast.ai also publishes a blog with articles on AI ethics, technical guides, and educational insights, fostering a community around deep learning advancements and responsible AI use.

Bright Giant provides an AI-powered platform for the advanced analysis of small molecule MS/MS data, designed to accelerate scientific discovery. The core of its offering is SIRIUS, a comprehensive solution that transforms how researchers handle LC-MS data. Key functionalities include LCMS pre-processing with automatic feature detection, alignment, and adduct detection, alongside quality metrics for prioritization. It excels in molecular formula annotation using isotope patterns and fragmentation data, and confidently identifies molecular structures by searching databases. SIRIUS can also predict compound classes without relying on structural databases and offers substructure annotation, visualizing the direct connection between MS/MS spectra and structure candidates. The platform supports automatic spectral matching in various libraries and provides flexible subscription plans tailored for individual researchers to enterprise-scale providers, including academic solutions.

FalkorDB is an ultra-fast, multi-tenant Graph Database designed to power generative AI applications, agent memory, cloud security, and fraud detection. It uniquely leverages sparse matrices for representing adjacency matrices and linear algebra for querying, optimizing storage and performance. FalkorDB is the first queryable Property Graph database to adopt this approach, ensuring exceptionally low latency for fast and efficient information delivery. It supports the OpenCypher query language, including proprietary extensions for advanced capabilities, and is compatible with the Property Graph Model, allowing for nodes and relationships with attributes. FalkorDB is hosted by Redis and requires Redis 7.4 for the latest version.

Gemini-Search is an open-source AI search engine clone inspired by Perplexity, leveraging Google's Gemini 2.0 Flash model for intelligent responses. It offers real-time web search integration, providing users with AI-powered answers that include source citations and references for enhanced credibility. The tool supports follow-up questions within the same chat session and features a clean, modern UI. Built with a robust tech stack including React, Vite, TypeScript, Tailwind CSS for the frontend, and Express.js with TypeScript for the backend, it integrates with both the Google Gemini 2.0 Flash API and Google Search API. This makes it an excellent resource for developers and students looking to understand or build similar AI search functionalities.

Gpt Math is presented as an AI tool for mathematical assistance, hosted on Hugging Face Spaces. While its intended functionality is to provide educational support and problem-solving capabilities in mathematics, the current status indicates a build error, rendering the application inaccessible. This tool aims to leverage AI for interactive learning experiences in math, making it potentially valuable for students and educators seeking AI-powered solutions for mathematical challenges. However, its current operational status prevents users from engaging with its features.

BeSavvy Simulators is an AI-powered platform designed to build real-world legal experience through interactive simulations. It offers a library of pre-built scenarios for corporate law, M&A, private equity, and more, allowing users to practice drafting, problem-solving, advocacy, and analysis. The platform supports both individual learning and team training, with options to build custom scenarios tailored to specific firm matters and workflows. BeSavvy aims to cover all aspects of being a lawyer, providing hints, explanations, and feedback to enhance learning. It's trusted by leading legal teams and offers plans for students, lawyers, and law firms, with features like AI-powered generation, completion analytics, and dedicated customer support for larger teams.

CoachBot.ai empowers coaching practices with AI-powered, no-code tools to scale impact, save time, and deliver 24/7 personalized client engagement. It allows coaches to encode their unique methodology into custom CoachBots, ensuring that AI interactions reflect their language, tone, and standards. The platform supports continuous coaching between sessions, offers quality oversight with moderation rules, and protects data with GDPR & EU AI Act alignment. CoachBot.ai is designed for enterprise deployments, enabling providers to extend coaching beyond 1:1 and groups without losing quality, supporting entire cohorts, and delivering consistent experiences at scale. It facilitates building conversational coaching interactions, setting guardrails, and deploying across teams via web app or API, making it ideal for expanding coaching programs without growing the human coach network.

The ESSEC Metalab Institute is a transdisciplinary institute dedicated to the intersection of Artificial Intelligence, data, and society. It aims to build connections between technology and business, exploring the complex interactions between scientific advancements and societal impact. The institute is committed to training future leaders in AI and supporting the responsible adoption of AI technologies across various sectors. It is part of the broader ESSEC Business School, which emphasizes academic rigor, practical expertise, and a commitment to innovation and social responsibility. The institute's work contributes to ESSEC's mission of forming responsible leaders.

EditAI is an AI-powered tool designed to empower educators by streamlining the creation of engaging, problem-based learning (PBL) content. It leverages artificial intelligence to generate dynamic and comprehensive project descriptions, helping teachers align their curriculum with real-world relevance. By automating the content generation process, EditAI aims to save educators valuable time, allowing them to focus more on teaching and fostering creativity in the classroom. The tool supports cross-curricular and multidisciplinary learning, making it easier for teachers to develop integrated lesson plans that spark student interest and engagement.

MiroFlow is a high-performance, modular, and fully open-source framework designed for building intelligent AI agents. It excels in multi-step internet research and complex challenges like future event prediction, achieving top rankings on multiple benchmarks including FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp. The framework features advanced multi-turn conversation capabilities, extensive tool ecosystem integration, and hierarchical sub-agent orchestration. Built with robust concurrency management and fault-tolerant design, MiroFlow efficiently handles rate-limited APIs and unstable networks, ensuring reliable execution of complex tasks. It is cost-effective, powered by the open-source MiroThinker model, and can run a research agent service on a single RTX 4090, relying on free, open-source tools for simple deployment and scaling.