استلهم أفكارك من خلال المشاريع المصممة والمنجزة من المجتمع في الفعاليات السابقة
Seba is the first fashion company that utilizes generative AI and computer vision segmentation, we have identified a huge production cost gap that we can use as competitive advantage, by making enabling the users to contribute in the designs that they like and we will handle the production through outsource factories our AI uses a combination of multiple AI tools (Segment Anything, ControlNet, BLIP2, MDT, Stable Diffusion, Large-scale Unsupervised Semantic Segmentation, Grounded Segment Anything: From Objects to Parts, Grounded-Segment-Anything) we are able to generate multiple designs and already produced 300 pieces that are avalable at sebafashions.com
Dawini.AI seamlessly integrates advanced artificial intelligence with healthcare, offering users an unparalleled experience. With features like AI-powered search corrections, color-based drug identification, AR camera drug recognition, and a comprehensive drug interaction checker, patients can navigate their medication journey with confidence and ease. The app also boasts a timely drug dose reminder, a GPS-enabled pharmacy locator, direct communication channels with pharmacies, and a 24/7 AI chat assistant to answer health-related queries. Ensuring both convenience and safety, Dawini.AI stands as a groundbreaking all-in-one health companion for the digital age.
People today struggle with generic health and fitness advice, high personal trainer costs, and unreliable online resources. Barbell steps in as the accessible, tailored, and affordable solution to make health and fitness guidance genuinely personal and achievable for everyone.Barbell is a mobile app that simplifies the path to a healthier lifestyle. We provide personalized workout and nutrition plans tailored to individual needs. Our users will access a supportive community and participate in friendly fitness challenges. Barbell makes it easy for anyone to adopt a healthier lifestyle without feeling deprived.
We enter a database containing the symptoms of different diseases and their treatment assigned to each age group, then we create a program that enters an automated device placed in pharmacies with an integrated software code, so the patient enters his data from the pharmacist’s place to prescribe the appropriate medication for the patient. We named the bot “Bitar Bot,” named after the first Muslim pharmaceutical scientist, “Ibn al-Bitar.” Having it in every pharmacy saves the pharmacist’s time and effort, and also increases the accuracy of answers, and is available 24/7. He will be a major developer in Saudi pharmacies to achieve the goals of the vision of the Kingdom of Saudi Arabia, God willing
Decorist.ai is poised to revolutionize interior design and furniture shopping by providing a simplified, cost-effective, and personalized approach. Our platform combines artificial intelligence with professional design expertise, addressing common pain points in the industry. We tackle challenges such as high design costs and lengthy processes by empowering users to take control of their projects with AI assistance, reducing expenses and time. We simplify the search for matching items across various sites through a unified database and advanced algorithms, bridging the online-offline shopping gap. Our value proposition includes affordability, efficiency, and creativity. We cater to homeowners, renters, designers, and event planners, making high-quality interior design accessible to all. With an $8.34 billion furniture market, we identify revenue streams like e-commerce, transaction fees, and white-label solutions to support our user-centric model. Decorist.ai stands out by connecting users directly with real-life store products they can purchase instantly, setting us apart as a market-ready AI solution. Join us in reshaping interior design and discovering your dream living space with ease.
"MailMentor" is a sophisticated AI-driven tool designed to fundamentally improve email communication within corporate and governmental environments. By leveraging advanced artificial intelligence and natural language processing technologies, it meticulously analyzes the personality traits and professional roles of email recipients. This analysis enables MailMentor to provide highly tailored advice for crafting emails that resonate more effectively with each individual recipient, thus ensuring clearer and more effective communication. Offered on a subscription basis, MailMentor aims to tackle the prevalent challenges of miscommunication and inefficiency in workplace emails. This service is not just about ensuring that emails are well-composed; it's about fostering a more harmonious and productive communication environment. Looking ahead, MailMentor's roadmap includes enhancing its AI algorithms for more nuanced understanding and personalization, expanding its feature set to cater to diverse organizational needs, and widening its market reach. This trajectory is aimed at establishing MailMentor as an indispensable tool in the realm of professional communication, continually adapting to the evolving dynamics of workplace interactions.
The idea behind Rafah AI is to solve many problems and challenges in the field of mental health and health wellness, including: 1. Lack of access: Providing easy and 24/7 access to emotional and psychological support, helping to overcome time and location constraints and making the service available to individuals anytime, anywhere. 2. Treatment costs: The project aims to provide mental health and health wellness support at reasonable prices, reducing the financial burden on individuals and making services accessible to everyone. 3. Shortage of specialists: Using smart technologies like artificial intelligence and data analysis, conversations are analyzed and customized care plans are provided to users, compensating for the shortage of specialists in the field of mental health and enabling personalized and effective care. 4. Overcoming stigma: By ensuring the privacy and security of customer data through advanced encryption, this contributes to building trust and security for users without fear of stigma or embarrassment. 5. Improving service quality and outcomes: Continuous data analysis is used to improve service quality and achieve positive results for users. Modern techniques and artificial intelligence are used to improve project efficiency and deliver the highest quality of services. Through these solutions and benefits, we contribute to facilitating and enhancing access to mental health care and health wellness in general, improving the user experience and enhancing the quality of life for individuals.
Imagine a world where language barriers and limited attention spans are no longer obstacles to education. Welcome to Hayyan, our revolutionary EdTech platform. Designed to serve students globally, Hayyan seamlessly converts lecture audio into flawless AI-generated notes, which are then thoughtfully translated, providing access in both the original and translated languages. But Hayyan is More than just a tool for note-taking, Hayyan is a comprehensive learning environment. It enables users to keep and manage past notes, interact with an AI teacher, and explore additional resources and topics. Join us in revolutionizing the way we learn!
Step into the extraordinary world of Kurio, where learning and entertainment converge to create an immersive experience like no other. Kurio is not just an app; it's a dynamic platform designed exclusively for young minds, offering a seamless blend of educational exploration and delightful entertainment. In a landscape saturated with digital content, Kurio stands out as a beacon of innovation, catering to the youngest learners' insatiable thirst for knowledge and imagination. With interactive stories that bring narratives to life, educational games that transform learning into play, and a treasure trove of captivating experiences, Kurio is redefining how children engage with technology. We recognize that today's youngsters deserve more than just passive consumption. Kurio empowers them to actively participate in their own learning journey, sparking curiosity, nurturing creativity, and fostering a lifelong love for learning. As parents, educators, and guardians, you can trust Kurio to provide a safe, enriching environment that captures young hearts and minds while aligning with your values. Whether it's embarking on a virtual adventure, unraveling the mysteries of science, or simply enjoying quality entertainment with an educational twist, Kurio opens the door to endless possibilities. Join us in shaping the future of young learners as we proudly introduce Kurio, the app that paves the way for joyful learning, imaginative exploration, and transformative experiences.
When it comes to cancer care, time is a valuable resource. Long wait times for patients can have a negative impact on their mental health as well as allow the illness to worsen unchecked. Long wait times in medical facilities must be addressed, and artificial intelligence (AI) offers creative ways to expedite patient care. AI-Powered Queue Optimization Patient line optimization is made possible by AI's incorporation into healthcare systems. An essential component of AI applications is predictive analytics, which estimates patient influx and helps healthcare practitioners deploy resources effectively while reducing wait times. Remote Patient Surveillance AI offers a paradigm change in cancer care by enabling remote patient monitoring beyond the walls of physical healthcare institutions. Patients are empowered to take an active role in their care when wearable technology and home monitoring systems are combined with artificial intelligence algorithms. Unraveling Imaging Complexities Cancer diagnosis often hinges on the interpretation of complex imaging data, a task that demands precision and efficiency. Traditional methods like scans and MRIs, while effective, face challenges in handling the nuanced nature of cancerous growth. The infusion of AI introduces a dynamic element into this process. AI Algorithms: Enhancing Precision At the heart of this transformation lies AI's ability to analyze vast datasets through sophisticated algorithms. These algorithms are trained to recognize subtle patterns and anomalies, providing a level of precision that complements and, in some cases, surpasses human capability. By incorporating AI into diagnostic workflows, healthcare professionals gain a powerful tool for more accurate and rapid cancer detection through image analysis.
The AI Email Spam Classification project utilizes machine learning techniques to accurately classify emails as spam or non-spam (ham). By leveraging the power of artificial intelligence and machine learning algorithms, the project aims to enhance email management and protect users from unwanted or malicious emails such as spam and phishing attacks. The project involves importing a dataset, preprocessing the text data, training a classification model using a Naive Bayes algorithm, and evaluating the model's performance. It provides insights into the dataset by counting the number of spam and ham emails and showcases example emails from each category. The AI Email Spam Classification project offers a practical solution for automating the detection and filtering of spam emails, thereby optimizing email communication and security.
Thaki is a personal teacher and assistant that operates using artificial intelligence. Its mission is to enhance the learning process in an efficient and intelligent manner. As an assistant teacher, Thaki works to facilitate teachers' tasks by preparing lessons, creating tests and assignments, and crafting worksheets. Additionally, it accurately corrects tests and assignments and effectively monitors students' grades. In its role as a private teacher, Thaki provides individual support to students, assisting them in solving assignments without providing direct answers but guiding them towards effective problem-solving approaches. It also offers simplified explanations of topics using an easy-to-understand style, accompanied by illustrative examples. Thaki conducts regular reviews of students in specific subjects, evaluating their proficiency through effective means, helping them improve their skills. Thaki's future plans rely on providing a comprehensive learning experience by enabling the use of various types of data such as video, audio, and PDF files to ensure accurate interaction. It aims to develop specialized language models to guarantee information accuracy without any bias or errors. Moreover, Thaki strives for continuous improvements in its techniques to ensure the delivery of the best educational service that meets the needs of both students and teachers.
يعد المشروع نواة لمنصة تقدم خدمات مساعدة مبنية على الذكاء الصنعي، الان لدي خدمتين اساسيتين الاولى هي خدمة انشاء محادثة متسلسلة مع المودلز الخاصة ب GPT وفيها اضفت واجهة مناسبة تتيح للمستخدم الاستفادة من جيمع الميزات التي قد يحتاجها. الخدمة الثانية chatbot وفيها يستطيع العميل من بناء الchatbot الخاص به بكل اريحية من خلال تقديم ملف pdf او Doc ويتم توليد تطبيق فيه مودل مع ايندبوينت خاص يستطيه اخذه واستخدامه في موقعه كيفما يشاء، حيث يتم توليد App-id بالاضافة لـ api-key الخاص بالعميل ويتم ارفاق هذه المعلومات ال الهيدر في الايندبوينت الخاص بالمستخدمين. هذه الخدمة ليست جاهزة في الواجهات الامامية حاليا فقط تم تجهيزها من الباك ايند لكنني اضفت مثالين يوضحا كيفية عمل الخدمة. أحدهما chatbot يقوم بالرد على استفيارات مبادرة lablab.ai وهي متوفرة حاليا على الموقع. استحدمت في الباك ايند (Django) وفي الفرنت ايند (Nuxtjs) وقمت برفع المشروع على سيرفر شخصي ليمكنكم الاطلاع: https://congpt.v2202107122785158474.goodsrv.de/ الموقع في نسخة تجريبية ولم يتم اطلاقه بعد لانه يحتاج للكثير من العمل ليصبح متاح للعامة.
Our project revolves around using AI to craft smarter exam schedules. By considering subject preferences and constraints, it aims to minimize conflicts and stress for students during testing periods, ultimately enhancing the academic experience. Using the AI scheduler to plan exam timetables for students. It ensures fairness by considering preferences and minimizing exam clashes, reducing stress during busy academic periods Using the AI scheduler to plan exam timetables for students. It ensures fairness by considering preferences and minimizing exam clashes, reducing stress during busy academic periods
With ProStockAI, investors can efficiently track and analyze a wide range of stocks, making informed decisions based on predictive analytics. The platform offers comprehensive portfolio management features, enabling users to monitor their investments, assess risk levels, and optimize their portfolios for maximum returns. What sets ProStockAI apart is its ability to adapt to individual investment goals and risk preferences. The AI algorithms take into account factors such as asset allocation, diversification, and risk tolerance to tailor investment strategies that align with each user's unique needs. Additionally, ProStockAI continuously learns from user behavior and market changes, refining its recommendations over time to ensure optimal portfolio performance. The user-friendly interface of ProStockAI makes it accessible to both experienced investors and beginners. Its intuitive design and interactive charts allow users to visualize portfolio performance, track stock prices, and review historical data effortlessly. In addition, ProStockAI provides timely alerts and notifications, keeping users informed about market trends, news, and potential investment opportunities. ProStockAI empowers investors by providing them with a powerful tool to make data-driven decisions, optimize their portfolios, and ultimately achieve their financial goals. Whether you are a seasoned investor or just starting your investment journey, ProStockAI is the AI-driven solution that can help you navigate the complexities of the stock market with confidence and ease.
Raising awareness about the impact of diabetes on society, encouraging early diagnosis, and supporting those affected We have used a set of data and created an artificial intelligence model in order to use it to predict diabetes and provide him with the necessary suggestions through medical advice and proper nutrition that suit his condition if he is sick, and provide means of communication for doctors. Our future goals are to design a smart bracelet equipped with a non-invasive sensor that allows for measuring blood sugar levels on a regular basis and with high accuracy instead of pricking the fingers. It will have many positive implications for diabetics in ending their suffering with pricking and measuring sugar levels several times a day.
"Planto is a revolutionary website dedicated to empowering gardens and farm enthusiasts and professionals alike by providing comprehensive data on soil types, plant varieties, and optimal growing conditions based on specific locations. Through intuitive user interfaces, Planto enables users to access valuable insights into the soil composition of their region, recommended plant species, and essential care guidelines for cultivating a thriving garden and farm . Whether you're a novice gardener or farmer an experienced horticulturist, Planto equips you with the knowledge needed to foster healthy plant growth in your unique environment. Explore, learn, and cultivate a green haven with Planto – your ultimate companion in the world of gardens and farm ."
Welcome to SkySight, an innovative website designed to explore and appreciate celestial phenomena. Our platform offers a comprehensive experience for astronomy enthusiasts like you. At the heart of SkySight is an intelligent chatbot, a virtual guide with vast knowledge from extensive databases. This chatbot is not just a conversational companion; it's a cosmic oracle ready to answer your inquiries with precision and foresight. By merging real-time data and predictive algorithms, the chatbot unravels the mysteries of the sky. Step into the Past: Uncover celestial history by querying the chatbot about past events. Ask about the number of eclipses in 2002, and the chatbot swiftly retrieves and presents the exact count. It's like having a time-traveling astronomer at your fingertips. Anticipate the Future: Look ahead and go beyond the past. Pose questions about future phenomena, such as the number and types of eclipses expected in 2030. Witness as the chatbot unveils predictions grounded in astronomical science and predictive models. Gain insights into upcoming cosmic marvels before they grace the night sky. Educational Journey: SkySight is more than a data repository; it's a virtual classroom. Immerse yourself in educational content about various celestial events,we demystify each one with engaging multimedia content, making astronomy accessible to all. Immersive Multimedia: Experience the majesty of the cosmos through immersive multimedia features. Witness the breathtaking beauty of a total solar eclipse or the mesmerizing dance of the planets. SkySight brings the wonders of the universe to your screen. SkySight is not just a website; it's a gateway to the universe, offering education, exploration, and community engagement. As you navigate the cosmos with our chatbot, you'll discover that the sky is not merely above but within reach. Join us on this astronomical adventure at SkySight, where the mysteries of the universe come to life
Introducing DemandGuru, a revolutionary restaurant demand forecast app poised to revolutionize operational management in the dynamic realm of the restaurant industry. This comprehensive application seamlessly integrates cutting-edge technology with a user-friendly interface, providing restaurateurs with unparalleled insights for resource optimization, waste reduction, and enhanced efficiency. DemandGuru employs advanced predictive analytics algorithms to scrutinize historical data, including seasonality, day of the week, holidays, and local events, enabling precise forecasting of future demand. The user-friendly interface offers intuitive access to comprehensive forecasts, graphs, and reports, empowering restaurant owners to make informed decisions swiftly. Acknowledging diverse needs, the app allows robust customization, fine-tuning accuracy. Real-time updates and alerts keep pace with industry dynamics, facilitating quick adjustments to staffing, menu offerings, and inventory based on unexpected demand changes. Cost optimization is a key benefit, minimizing overstock, reducing food waste, and streamlining staffing levels for improved profit margins. In conclusion, DemandGuru heralds a new era in restaurant management, empowering establishments to thrive in a competitive industry through data-driven decisions. Embrace the future of restaurant management with DemandGuru, where precision meets innovation, transforming operations and profitability.
In today's world, saving money has become challenging due to price inflation, previous debts, and lack of financial discipline. Our gamified mobile app addresses these challenges by offering a fun and rewarding approach to saving. Through goal-setting, SMS expense tracking, and motivational messages, users can develop better financial habits and achieve their savings targets. Join us in overcoming these obstacles and achieving long-term financial success! Through goal-setting, SMS expense tracking, and motivational messages, users can develop better financial habits and achieve their savings targets. Join us in overcoming these obstacles and achieving long-term financial success!
We have crafted a sophisticated web application that harnesses the power of machine learning to predict the outcome of football matches, leveraging comprehensive player statistics. This innovative platform dives deep into the individual performance metrics of players, extracting meaningful patterns and insights to forecast the probability of a team's success. By employing advanced algorithms and predictive modeling, the application transforms raw statistical data into actionable predictions. Users can explore a dynamic interface that visualizes the key factors influencing the predictions, offering a user-friendly experience for both casual enthusiasts and dedicated analysts. The machine learning model undergoes continuous refinement through iterative training, ensuring its adaptability to evolving player dynamics and team strategies. This project not only caters to the fervor of football fans but also serves as a valuable tool for stakeholders, including team managers, sports analysts, and betting professionals. Its predictions can aid strategic decision-making, such as optimizing team compositions, adjusting tactics, or informing betting strategies. The web application stands at the intersection of sports, technology, and data analytics, providing a cutting-edge solution for those seeking a deeper understanding of football outcomes. With its intuitive design and robust predictive capabilities, the platform contributes to the evolving landscape of sports analytics, enhancing the way we approach and appreciate the beautiful game.
Project description: The project idea is to automate the process of determining who is responsible for a car accident in order to reduce traffic congestion. Using computer vision, we analyze the pictures and determine if there is any damage and how deep it is. We determine the vehicle's position, and use a fault recognition decision-making system powered by GPS data and text lexical analysis algorithm , to determine which vehicle is responsible for the accident, as well as the mistake percentage of each vehicle. Resulting in a much easier and automatic way to clear the roads in cases of traffic jams and more reliable solution for the users to a better optimization of their time.
ARA utilizes artificial intelligence and computer vision technologies to examine surveillance footage from store cameras, providing businesses with valuable insights into both customer behavior and staff performance. In addition to generating analytics, the software goes a step further by recommending operational enhancements. This includes optimizing store layouts to improve customer experience and facilitating informed decision-making. By seamlessly integrating data-driven suggestions, ARA proves to be a valuable tool that positively impacts both the profitability of businesses and the overall quality of customer service within the retail sector.
Introducing GoalGeni, the ultimate destination for football enthusiasts! Immerse yourself in the future of football with our cutting-edge streaming app that goes beyond the ordinary. Whether you're craving the thrill of a live match or hungry for the latest news, GoalGeni has you covered. One standout feature that sets GoalGeni apart is its revolutionary AI-powered analysis of player performance. Simply upload a match video, and let our advanced AI meticulously dissect every move on the field. From pinpointing shots and on-target accuracy to tracking ball possession, passes, and even calculating foul rates, GoalGeni transforms your viewing experience into a comprehensive analysis. Key Features: 🌐 Live Match Exploration: Dive into the heart of the action with seamless live streaming and real-time updates. 📰 Latest News: Stay ahead of the game with up-to-the-minute news, ensuring you never miss a beat in the world of football. 🤖 AI-Powered Player Performance Analysis: Unleash the power of artificial intelligence to analyze player movements, shots, passes, accuracy, fouls, and more, providing you with a nuanced understanding of the game. Applications: 1️⃣ Swift Match Analysis: Save time and gain insights in seconds! GoalGeni empowers analysts to dissect matches efficiently, helping them make informed decisions in the blink of an eye. 2️⃣ Talent Discovery: Unearth the hidden gems of young leagues effortlessly. GoalGeni's AI not only enhances match analysis but also identifies emerging talents, making it an invaluable tool for scouting. GoalGeni isn't just an app; it's a game-changer for football enthusiasts, analysts, and talent scouts alike. Elevate your football experience, and let GoalGeni redefine the way you engage with the beautiful game. Download now and witness the future of football analysis! ⚽🚀
Software that uses Medical image processing Algorithem and Segmentation and also modeling Techniques to reconstruct 3D models and Digital Twin from CT and MRI Medical Scans . We use Several Dataset and deploy on the segmintation model on Them Using Slicer Medical Viewer, Project MONAI then connect it to Omniverse which can convert 3D and VR to meshes with .usd extention for experiance an immarseve experiance so any doctor can Diagnosis and prepare for the operation and collaborate with other doctors from several places also import to other 3D software for Simulation of any Medical Process
Unstructured data presents a significant challenge for us all. Yet, with the current advancements in technology, particularly Large Language Models (LLMs) and the integration of various tools, the landscape is evolving. The application of cutting-edge technologies, transforms the way we detect and analyze documents. By incorporating classical Natural Language Processing (NLP) concepts The pain of unstructured data lies in the struggle to transform chaos into actionable intelligence, hence Quantum GEN AI comes in play Our solution seamlessly handles unstructured documents and files from diverse domains. It transforms this raw data into a comprehensive knowledge graph, offering a structured representation of the uploaded documents. Additionally, our product delivers a representative summary, telling the essential content within the unstructured data. According to quantum GEN AI, is highly useful for the enterprise scale , the solution will be on prem on the scale of enterprise no cloud services allowed due to data privacy
HappyMe is a wellness web app that takes the user's TSSM (Time Spent on Social Media) and their Gender, feeds them to a machine learning model trained to predict the risk of depression (Low, Medium or High). The output of the model is then used to generate short and easy to read advice for the user based on their the ouput or their risk of depression. We leverage Open AI's gpt 3.5 - turbo to generate the advice. Examples of generated advice can be "Go for a walk" for instance for somebody who's predicted to be at high risk of depression. The app serves as a caring roomate who is looking out for you and trys to get you back up when you're slipping and you don't even realise it,...those who have lived alone have probably experienced it.
Friendly Weather is a Forecasting prediction model that uses data to predict the weather, simple right? it won't be in the future, the idea of an assistant for a meteorologist that can help him/her and reduce the misleading info about the weather, how reliable is forecasting information? in 10 days the first 5 are 90% accurate and the next 2 are 80% but the days 8,9,10 are 50%! what if we could save lives by gathering thousands of data in seconds and predicting it more accurately? we can't stop the tsunami but we can get a heads-up earlier How did we build it? We utilized Python and Machine learning to make our Web application come to life, we fetched data to a model called "Weather Predicter" that used those data to predict the weather, we took weather data from 4 different sources, sources will be mentioned later, and we added an AI tool for weather collection to convert the data to a CSV file so you can make data easily
The Flight Anomaly Detection and Prediction project revolutionizes aviation safety. Leveraging cutting-edge AI techniques, our approach involves the generation of comprehensive datasets, capturing both normal and anomalous flight scenarios. The Isolation Forest model, chosen for its efficiency in anomaly detection, undergoes meticulous training on a curated subset of the data. A crucial element is the Feature Engineering phase, empowering the model with enhanced capabilities through the extraction of meaningful insights from the existing data. This project addresses the critical challenges faced by the aerospace industry, aiming to mitigate unforeseen failures in flight systems that could lead to safety compromises and operational disruptions. By proactively identifying anomalies in flight data, our system provides a predictive maintenance framework, minimizing downtime and optimizing safety measures. The commitment to innovation is evident in our testing and refinement process, ensuring the model's accuracy and reliability in diverse flight scenarios. The Implementation Strategy encompasses a Prototype Development phase, where a functional model is constructed to showcase the predictive maintenance capabilities. The subsequent Testing and Refinement phase involves rigorous evaluation, fine-tuning, and feedback incorporation to enhance the system's efficacy. The final stage involves Full-Scale Deployment, launching the predictive maintenance system for widespread commercial use. This comprehensive approach signifies a pivotal advancement in aviation safety, marking our dedication to excellence in predictive maintenance and anomaly detection.
MindfulDev, our AI-powered tool, revolutionizes the developer experience by detecting stress levels during coding sessions. Our goal is simple: manage stress proactively by offering personalized well-being advice through an AI-driven chatbot. By leveraging cutting-edge technology, we empower developers to navigate their coding journeys with less stress and a more positive mindset. The benefits are tangible: reduced stress during coding sessions, fostering a healthier work environment, and promoting a more resilient and optimistic approach to development tasks. MindfulDev, where coding meets well-being, transforming how we code for a brighter, more positive future.