Thousands of research papers are published every day, but most never reach the real world because researchers lack the tools to turn theory into business. Our project, AI Research-to-Startup Generator, bridges this gap. Using GPT-5, the app takes any research paper (PDF or text) and converts it into a clear plain-language summary, identifies practical startup use cases, generates a draft pitch deck outline, and proposes monetization strategies. Designed with a simple Gradio-based UI, it enables students, researchers, and innovators to instantly explore the entrepreneurial potential of their ideas. Scalable across industries, this tool has strong appeal for universities, innovation hubs, and investors.

In modern software development, setting up a backend is a repetitive and time-consuming process. Developers spend countless hours writing boilerplate code, configuring routes, setting up validation, and creating database models, even before they can write a single line of business logic. This friction significantly slows down prototyping, drains resources in startups, and is a major hurdle in hackathons. AutoBackend.AI is our solution. It’s an intelligent code generation platform that reads a formal OpenAPI specification and instantly writes an entire, well-structured Hono.js backend. Our target audience includes solo developers, startups, students, and enterprise teams looking to accelerate their development lifecycle. By simply providing a spec, users receive a downloadable, multi-file codebase with everything they need: routes, models, middleware, tests, a package.json, and even a README.md. We use the Vercel AI SDK with Google's Gemini 1.5 Pro to analyze the API contract and generate high-quality, idiomatic TypeScript code. AutoBackend.AI isn't just a snippet generator; it's a project scaffolder that saves hundreds of development hours.

Core Idea IRIS AI Caregiver AIs are designed to provide empathetic support and guidance to caregivers, patients, and families navigating palliative end of life care. By using cutting-edge AI, computer vision, and natural language processing, IRIS AI creates a personalized, compassionate, and intuitive support system. *Key Objectives* 1. *Emotional Support*: Offer emotional comfort and reassurance to caregivers, patients, and families. 2. Personalized Guidance Provide tailored guidance and recommendations for caregiving, symptom management, and end-of-life care. 3. *Care Coordination*: Facilitate seamless communication and coordination among caregivers, healthcare professionals, and family members. 4. Respite and Relief: Offer respite and relief to caregivers, reducing burnout and improving overall well-being. Innovative Approach IRIS AI Caregiver AIs combine: 1. *Edge AI*: Enables real-time processing and analysis of sensitive data. 2. Computer Vision: Analyzes human movements, facial expressions for better help and illness progression tracking using CXR & CT image analysis 3. Natural Language Processing: Understands and responds to emotional cues, concerns, and questions. 4. Bidirectional Intelligence Hierarchy: Facilitates continuous learning, adaptation, and improvement. By integrating these technologies, IRIS AI Caregiver AIs can simulate a Hospice support ecosystem, empowering caregivers, patients, and families to navigate the complexities of palliative care with compassion, dignity, and hope.

Maa Connect is a lightweight, multilingual AI-powered network management assistant designed to empower teachers and non-technical users in underserved rural and remote communities. The platform provides accessible learning resources on network management and optimization while enabling users to address simple network issues independently. By focusing on computational efficiency and adaptability, Maa Connect aims to bridge the digital divide and ensure uninterrupted access to online education. Key Features Network Learning Platform: Offers user-friendly resources to help users understand network management concepts and best practices. AI Network Assistant: Provides step-by-step guidance for troubleshooting and fixing common network issues. Multilingual Support: Ensures accessibility by supporting multiple languages, catering to the linguistic diversity of target communities. Lightweight and Efficient: Designed for low-resource environments, requiring minimal computational power. Adaptability: Configurable for diverse network setups and requirements. Problem Statement Many underserved communities face restricted access to network management knowledge and skilled practitioners. When network problems occur, internet-dependent education often halts for extended periods, disrupting learning. Maa Connect addresses this by equipping users with essential skills and tools to maintain and optimize their networks, overcoming linguistic and cultural barriers.

The Lokahi Precision Care Portal unifies patient care, monitoring, and billing by leveraging synthetic data, wearables, and agentic technology. This innovative solution delivers personalized insights and remote care management, with a specific focus on the breast cancer use case. The initiative aims to modernize medical insurance programs and provide seamless, patient-centered solutions by ensuring new technologies are fully integrated rather than treated as add-ons. Using Power B I we analyzed the Lokahi insurance database to facilitate this seamless integration, laying the foundation for a holistic approach to precision care. The project emphasizes addressing challenges unique to breast cancer patients, such as cognitive conditions like "Chemo Brain." It incorporates several data streams—Wearable Data, Breast Cancer Data, and a comprehensive Treatment Model—to deliver tailored insights. These tools work in harmony with the Patient Talk feature, which enhances engagement by providing real-time, personalized guidance, fostering trust, and enabling timely interventions through an agentic Clinical Decision Support System (CDSS). Together, these elements improve patient outcomes and optimize healthcare delivery. By combining cutting-edge technology and accessibility, the Lokahi Precision Care Portal redefines healthcare with an integrated solution that unifies care and billing while alleviating the strain on Hawaii's medical system. Special thanks to the team: Ahmad, Bilal, Amanullah, Reema, and Anjalee.

Tourism Industry is one of the major industry affecting revenue and impacting the lives of majority of population that resides in LATAM regions, we are building a super app that helps to tackle various issues and challenges. Navigating safety routes for tourists, helping local businesses with visibility, integrating art, culture, hidden gems and history for tourists to see and be aware of, helping with multi-lingual support, enabling user interactions, bookings and accommodations, enabling better replies from AI chatbot interactions and maintaining data about health and hygiene, balancing ecological factors while promoting Tourism are of key essence to this platform!

E-commerce platforms often face overwhelming customer support demands, from tracking orders to processing returns and answering product queries. These tasks are resource-intensive, particularly for small and medium-sized businesses. The AI-Driven Customer Support Assistant addresses this issue by automating customer interactions, improving efficiency, and enhancing the shopping experience. The assistant uses conversational AI to provide real-time order tracking, handle returns and refunds, offer personalized product recommendations, and notify customers about promotions. With multilingual 24/7 support, it caters to a global audience. The chatbot connects seamlessly with e-commerce APIs to retrieve accurate data, ensuring customers receive quick, reliable assistance. Built for scalability, the assistant can handle peak traffic periods and integrates effortlessly with existing systems. A sleek, interactive UI ensures a user-friendly experience, while its modular design supports future expansion into more complex functionalities. By reducing support costs and boosting customer satisfaction, this solution empowers businesses to focus on growth while delivering exceptional service.

GreenGuardian is an advanced AI-powered plant care assistant that combines cutting-edge technologies to help both novice gardeners and experienced horticulturists maintain healthy, thriving plants. At its core, GreenGuardian utilizes the Llama 3 language model, known for its deep understanding and generation capabilities, to provide highly personalized and accurate plant care advice. This intelligent system offers tailored care plans for a wide variety of plant species, taking into account factors such as plant type, growth stage, local climate, and specific user needs. By analyzing user-uploaded images through state-of-the-art computer vision algorithms, GreenGuardian can assess plant health, identify potential issues, and suggest appropriate interventions. Key features of GreenGuardian include: 1. Customized care schedules 2. Watering and fertilization recommendations 3. Pest and disease identification 4. Growth tracking and progress reports 5. Seasonal care adjustments Whether you're nurturing a small indoor herb garden or managing a large outdoor landscape, GreenGuardian acts as your personal plant expert, available 24/7 to answer questions and provide guidance. Its intuitive interface and continuous learning capabilities ensure that users receive up-to-date, relevant advice to help their plants flourish.​​​​​​​​​​​​​​​​

LexAI is a cutting-edge legal assistant platform designed to simplify the legal experience for users, from individuals to law firms. By harnessing advanced AI technology, LexAI offers a comprehensive suite of features that streamline legal processes and provide valuable insights. Key Features Legal Chatbot Assistant: The AI-driven chatbot offers instant responses to legal inquiries, making legal information accessible without extensive knowledge. Document Analysis: Users can upload legal documents for analysis, where LexAI extracts key information, highlights potential issues, and summarizes important clauses. Case Precedent Finder: This feature helps users locate relevant case law based on specific legal queries, enhancing their research capabilities. Legal Cost Estimator: LexAI provides estimates based on case type and complexity, helping users anticipate legal costs and budget effectively. Automated Legal Brief Generation: The platform streamlines the creation of legal briefs by automatically generating structured documents based on user input. Case Trend Visualizer: Users can visualize trends in legal cases, gaining insights into patterns that may affect their legal strategies. Comprehensive Document Analysis: LexAI performs in-depth analyses of uploaded documents, providing summaries and identifying potential issues. Web and Wikipedia Search Integration: The platform enhances responses by sourcing information from the web and Wikipedia, ensuring users access the most relevant legal information. Find lawyers in your area : Get a list of all the best lawyers in you area User-Friendly Interface: Designed for ease of use, LexAI allows users to navigate various functionalities effortlessly, making it beneficial even for those without legal training and many more features. LexAI is a comprehensive legal assistant that combines multiple functionalities into a single platform. By addressing common challenges faced by individuals and legal professionals.

🚀 Access Models with Clarifai Get access to advanced models released by OpenAI recently through Clarifai platform! Build with the Latest Technology Today - GPT-4(Vision), Assistants API, Text to Speech, GPT-4 Turbo, Image Generation DALL·E API!

At this event, you are challenged to create your own product with the Mixtral 8x7B LLM that overperformed GPT 3.5, and Llama 2 70B on most of the benchmarks. 🕒 24 hours to complete the challenge 💡 Implement any idea that uses Mixtral 8x7B in its core 🤝 Take part alone or form a team with other participants 🚀 The final project can be used for your portfolio, and the startup application to the Slingshot accelerator

Build a flawless RAG based app w/o any hallucinations by using the newest Vectara’s HHEM model and win up to $1500! 🕒 24 hours to complete the challenge 💡 Implement RAG based app by utilizing HHEM model 🤝 Take part alone or form a team with other participants 🚀 3 finalists will share the Vectara’s credits worth of $4000