{"schema":"BUIDL","d":{"id":19463,"members":[{"hackerId":183212,"projectMemberId":17812,"avatar":"https://cdn.dorahacks.io/images/hacker-avatar/3.jpg","name":"moni","handle":"monishwar","email":"***@***","status":"accepted","role":2,"title":null,"introduction":null},{"hackerId":183213,"projectMemberId":17810,"avatar":"https://cdn.dorahacks.io/static/files/193160314475f49eba631ad4be0ba112.jpeg","name":"Jvdrag","handle":"Jvdrag","email":"***@***","status":"accepted","role":2,"title":null,"introduction":null},{"hackerId":172683,"projectMemberId":17740,"avatar":"https://cdn.dorahacks.io/static/files/1926258bdd926d471524cb8477b99a1e.png","name":"Joseph Helfenbein","handle":"josephHelfenbein","email":"***@***","status":"accepted","role":2,"title":null,"introduction":null}],"pictures":["https://cdn.dorahacks.io/static/files/19315f13846b78076dc97ea48c093cc3.png"],"roundProjects":[],"hackathonProjects":[{"id":21239,"hackathon":{"id":670,"tabSet":[{"id":1205,"name":"Track: Education + Interaction","slug":"track:-education-+-interaction","description":"# Prize\n**JBL Flip 5 (for each hacker of the winning team)**\n\n# Description\nThese projects enhance educational access and engagement by leveraging interactive technologies. Hacks in this category can range from social networking platforms for collaborative learning, to digital media tools for teaching, interactive e-learning applications, and projects that combine various interactive elements to create engaging educational experiences."},{"id":1206,"name":"Track: Healthcare","slug":"track:-healthcare","description":"# Prize\n**Sony WH-CH720NB Headphones (for each hacker of the winning team)**\n\n# Description\nThese projects tackle public health issues, reduce health inequities, or promote personal wellness. Hacks in this category can include telemedicine solutions, apps for tracking fitness and health data, and digital platforms for public health information."},{"id":1208,"name":"Track: Finance","slug":"track:-finance","description":"# Prize\n**AirPods Pro (for each hacker of the winning team)**\n\n# Track Description:\nThese projects innovate financial systems, improve financial literacy, or enhance personal finance management. Hacks in this category can include blockchain-based applications, budgeting and investment tools, and platforms for financial education and fraud detection."},{"id":1207,"name":"Track: Sustainability","slug":"track:-sustainability","description":"# Prize\n**LARQ Bottle Movement Pure (for each hacker of the winning team)**\n\n# Description\nThese projects leverage technology to protect the environment or encourage sustainable habits. Hacks in this category can include apps for tracking and reducing carbon footprints, solutions for waste management, and tools for promoting renewable energy use."},{"id":1209,"name":"Rules","slug":"rules","description":"1. Be kind and respectful. All hackers must abide by MLH's Code of Conduct.\n\n2. Any projects submitted must be started and completed during the duration of HackPrinceton Fall ‘24.\n\n3. 4 hackers maximum per team (anything less including 1 is okay but we encourage finding a full team as you can get a lot more done with 4 people!)\n\n4. Only submit to HackPrinceton Fall '24 — projects that submit to other hackathons will be disqualified.\n\n5. All code must be uploaded BEFORE the deadline and linked to DoraHacks — project demos with a working product yet have no code uploaded will be disqualified. The recommend way to upload code is to a PUBLIC Github repository.\n\n6. Public frameworks and libraries are allowed, but submitting mostly copied code will result in project disqualification. We run of the 70-30 rule, where AT LEAST 70% of the code must be yours written during this hackathon, and AT MOST 30% of your code can be code not written during the hackathon.\n\n7. Taking code from any open source repository must be attributed.\n\n8. Each hacker is only allowed to be a part of and create one project during this hackathon.\n\n9. Everyone is entered into the main judging track. All opt in prizes/challenges must be submitted in the opt in section before the judging deadline. After this deadline, there are no guarantees we can accomodate last minute changes.\n\n10. Anything presented at judging should only be worked on from 8:00pm on Friday to 8:00 AM on Sunday. There should be no coding or building before 8:00pm on Friday, however you can ideate beforehand with your team!\n\n11. Judging will be in-person expo-style; you must have at least 1 person present at judging to qualify for a prize."},{"id":1186,"name":"Submission Guide","slug":"submission","description":"# Tutorial Video\n\n![YouTube](https://youtu.be/yWhQPzxptg0)\n\n# **Getting Started [3-5 MIN]**\n\n**1.** **Submit your BUIDL via [DoraHacks.io](https://dorahacks.io/). You need an account with DoraHacks before you can submit.**\n\nUse the **Log in** button in the upper right corner of the page to access the sign-up options.\n\n

\n\nYou can create your account with either your **GitHub account, Google account, crypto wallet** or **email address**. We recommend connecting your account to GitHub to share your projects with a wider audience.\n\n*If asked for a verification code via email, the email may take a few minutes to arrive. The code expires 10 minutes after you click “**send code**”.\n\n**2.** **Before the submission deadline, make sure you have added your Github link to the project. You can submit the project first, and continue editing until the deadline.**\n\nClick “**Submit BUIDL**”.\n\n

\n\n\n> **→ Already have a BUIDL on DoraHacks?**\n> \n\n1. Click “**Use existing BUIDL**” and select your BUIDL project.\n2. Choose the track you want to enter. \n3. Answer the questions set by the organizer in the input field if applicable.\n\n

\n\n\n> **→ Submitting a new BUIDL?**\n> \n> Click **“Create new BUIDL”** and fill out the form with your project details.\n\n

\n\nBe sure to include **URLs (with http/https://)** for your demo, demo link, and social media.\n\n

\n\n

\n\nOnce you’ve completed the new BUIDL setup, select the relevant track, and click **“Submit for review”**.\n\n

\n\nAfter submitting successfully, you'll see this notification.\n\n

\n\n# **Manage BUIDL submission**\n\nAfter submitting your application, the \"Submit\" button will update to \"Manage Submission\". Click the button to manage your BUIDL's Track/Bounty submission.\n\n

\n\n# **Project Approval**\n\nAfter submission, your project needs to be approved by the Hackathon Organizer before it becomes publicly visible in the Hackathon [BUIDLs gallery](https://dorahacks.io/hackathon/670/buidl).\n\n

\n\n# **Getting Support**\n\nIf you have any questions, feel free to contact the hackathon organizer via their dedicated Telegram, Discord, or other communication channels. You can also click the \"**Message**\" button next to the organizer's logo to DM them on DoraHacks.\n\n# **Want to Update Your BUIDL?**\n\nHead to your Account Center by clicking **[Avatar] -> [Profile]**. Find your project and hit the **Edit** button on its detail page to make changes.\n\n

\n\n

"}],"skills":null,"applied":false,"isCurrentHackerRegistered":false,"buidlsCount":100,"applicationsCount":100,"organization":{"id":2821,"name":"HackPrinceton","logo":"https://cdn.dorahacks.io/static/files/192d9c63c996446883943a349f291e2d.jpeg"},"description":"# WELCOME TO HACK PRINCETON FALL 2024\n\nAt Hack Princeton, you'll meet fellow hackers from around the world, learn new skills, and work alongside seasoned mentors. We'll have free workshops, lecture series, mentorship, prizes, games, and more. Don't have a team or even an idea? Don't worry! We'll give you the tools to build something incredible.\n\nFor 36 hours from November 8th to November 10th in-person on Princeton University's campus, you'll have the opportunity to collaborate and build out brilliant, innovative, and impactful ideas.\n\n# Tracks\n- [Education + Interaction](https://dorahacks.io/hackathon/hackprincetonfall24/track:-education-+-interaction)\n- [Healthcare](https://dorahacks.io/hackathon/hackprincetonfall24/track:-healthcare)\n- [Finance](https://dorahacks.io/hackathon/hackprincetonfall24/track:-finance)\n- [Sustainability](https://dorahacks.io/hackathon/hackprincetonfall24/track:-sustainability)\n\n# Bounties \nDetails of the 17 sponsored challenges can be found in the dedicated [Bounties tab](https://dorahacks.io/hackathon/hackprincetonfall24/bounties).\n\n# Requirements\n1. You must submit a link to your project's public GitHub repository created between November 8, 2024 - November 10, 2024\n\n1. You MAY submit an OPTIONAL video demo that does not exceed 2 minutes in length. Remember to leave time to upload your video to YouTube/any other platform and add the link to your video to your submission. Note: 2 minute in-person demos will be required on Sunday, see below!\n\n1. Judging will be from 9:30am-11am on Sunday, November 10th. Hackers will be expected to present their finished work in a 2 min demo in front of the judges during this time period. You must prepare for a presentation explaining/demoing your project to the judges that does not exceed 2 minutes in length, even if you attached a video to your project. Your presentation should clearly indicate the problem your hack attempts to solve and a walkthrough of your hack’s functionality.\n\n**GRAND OVERALL PRIZE**: AirPod Max (for each hacker of the winning team)\n**SECOND OVERALL**: Xbox Series S (for each hacker of the winning team)","onboardingCompleted":false,"registerFormUrl":null,"preRegisterTime":0,"publicContactHackerHandle":"ameng","hackersCount":238,"winnerAnnounced":true,"teamCount":0,"title":"HackPrinceton Fall 2024","uname":"hackprincetonfall24","imageUrl":"https://cdn.dorahacks.io/static/files/192d9cc61fa53fdf9426ca841b2b8ae9.png","originUrl":null,"startTime":1731128399,"endTime":1731252359,"timezone":"240","city":null,"visible":true,"approvalStatus":6,"state":0,"voteUrl":null,"voteMechanism":null,"bonusPrice":0,"bonusMechanism":null,"followersCount":0,"ecosystem":null,"applyGuide":null,"weight":0,"participationForm":"IRL","field":"Education,Heathcare,Sustainability,Finance","email":"grace@dorahacks.com","contacts":"Email,team@hackprinceton.com","externalContacts":null,"telegram":null,"discord":null,"whatsapp":null,"wechat":null,"prizeFundingEscrowed":0,"token":"USD","prizeSafeForm":0,"prizeSafeNetwork":null,"prizeSafeOwner":null,"prizeSafeWallet":null,"prizeSafePublishDate":null,"hasOnboarding":false,"isPublicTrackJudging":false,"isEndedTrackJudging":false,"question":"[{\"id\":1,\"text\":\"What HackPrinceton track are you submitting to?\",\"required\":false},{\"id\":2,\"text\":\"How many members of your team have been to a hackathon before?\",\"required\":true},{\"id\":3,\"text\":\"PUBLIC Github repository link (please submit again here)\",\"required\":true},{\"id\":4,\"text\":\"List all of the Universities or Schools that your team members currently attend.\",\"required\":true},{\"id\":5,\"text\":\"List all of the domain names your team has registered with GoDaddy Registry during this hackathon. \",\"required\":false},{\"id\":6,\"text\":\"Share feedback about any technology you interacted with at this hackathon. Remember to mention what tech you're reviewing (e.g. Twilio, GitHub, DeSo, etc.). \",\"required\":false},{\"id\":7,\"text\":\"Please list every team member names, email address, phone number. Members not listed here will not be eligible for prizes\",\"required\":true},{\"id\":8,\"text\":\"Please confirm that you have read, understand, and agree to all the rules (https://dorahacks.io/hackathon/hackprincetonfall24/rules) listed here. You will not be eligible for prizes if you do not confirm. If you have any questions, reach out to an organizer. \",\"required\":true}]","countryId":230,"cityId":1840001381,"venueName":"Princeton University - Friend Center","venueAddress":"7799 William St, Princeton, NJ 08540","category":3,"isEnableBounty":true,"isBountyRequired":false,"isEndedBountyJudging":false,"bountiesLimitForBuidl":0,"isPublicBountyJudging":false,"isMultiTracksAllowed":false,"tracksLimitForBuidl":0,"showIdeaTab":true,"showQuestionTab":false,"showTeamTab":false,"bonusDescription":[],"askHackers":[],"isEnabledQuestions":true,"isEnabledAskHackers":false,"isBuidlsPrivate":false,"trackJudgingMaxScore":100,"bountyJudgingMaxScore":100,"isExtended":false,"oldEndTime":null,"status":2},"status":4,"bounty":null,"track":null,"table":"0","trackObj":{"id":1727,"name":"Finance","judgingCriteria":"These projects innovate financial systems, improve financial literacy, or enhance personal finance management. Hacks in this category can include blockchain-based applications, budgeting and investment tools, and platforms for financial education and fraud detection.\n\nPRIZE: AirPods Pro (for each hacker of the winning team)","weight":1},"bountyObjs":[{"id":801,"name":"GoDaddy Registry: Best Domain Name (Hack from Home Kit)","token":"0","bonus":0,"link":"","description":"- **[GoDaddy Registry: Best Domain Name](https://mlh.link/GoDaddyRegistry)** (`Hack from Home Kit`)\n> GoDaddy Registry is giving you everything you need to be the best hacker no matter where you are. Register your domain name with GoDaddy Registry for a chance to win a Hack from Home Kit! Each Kit contains an assortment of awesome swag along with a tote for easy transport. __Use code `MLHPRN24` to redeem!__\n\n![go daddddddy.jpg](https://cdn.dorahacks.io/static/files/1930e9564f77ea2cd9d0f2447b181c36.jpg)"},{"id":805,"name":"GenAI Applications Challenge","token":"USD","bonus":0,"link":"","description":"PRIZE: Amazon-branded water bottles, tote bags and bragging rights for the Top 3 Teams\n\nThis Amazon-sponsored track challenges teams to create innovative applications and prototypes utilizing Generative AI (GenAI) technologies. GenAI refers to AI models that can generate new content such as text, images, audio, or code, rather than just analyzing existing data.\n\nTeams will be tasked with identifying a real-world problem or need, and then developing a solution that leverages GenAI in a novel and impactful way. This could include (but is not limited to):\n· Creative content generation (e.g. AI-generated art, music, stories)\n· Intelligent task automation (e.g. AI-written code, AI-generated reports)\n· Personalized content creation (e.g. AI-tailored marketing, AI-generated customer service)\n· Multimodal AI applications (e.g. combining text, images, and audio generation)\n· Ethical and responsible AI systems (e.g. content moderation, bias mitigation)"},{"id":808,"name":"Fidelity: Best Financial DEI Hack (Fidelity Branded Wireless Charger)","token":"0","bonus":0,"link":"","description":"- **[Fidelity: Best Financial DEI Hack](https://mlh.link/fidelity-talent-network)** (`Fidelity Branded Wireless Charger`)\n> At Fidelity, Diversity, Equity, and Inclusion are viewed as major keys to the success of their business, which is why they are challenging you to come up with innovative ways to create forward-thinking financial tech that promotes equality for all people! We want you to use your hacking skills to find and build solutions that put financial opportunities and resources within reach for all communities, creating accessible, sustainable, and/or inclusive solutions. The team with the best financial-focused DEI hack will win a Fidelity branded wireless charger for each team member!\n\n![fidelity photo app.jpeg](https://cdn.dorahacks.io/static/files/1930e9bfe61ecad6c13899246aba67a0.jpeg)"},{"id":810,"name":"Databricks: Best AI Project with Databricks Open Source (Assorted Lego Sets)","token":"0","bonus":0,"link":"","description":"- **[Databricks: Best AI Project with Databricks Open Source](https://mlh.link/databricks)** (`Assorted Lego Sets`)\n\n> Build an AI powered project utilizing Databricks Open Source projects like Mosaic AI, Databricks Data Lakes, MLflow, or Databricks friendly Open Source projects like LanceDB and Llama Index, for a chance to win some amazing prizes for you and your teammates! Check out the following link to see all qualifying Databricks' Open Source technologies.\n\n![databricks .png](https://cdn.dorahacks.io/static/files/1930e9f1f243bffad973ba9456085e1f.png)"},{"id":816,"name":"Best Use of OnChainKit","token":"0","bonus":0,"link":"","description":"Come learn more about how to use OnChainKit at 9:30AM on Saturday, November 9th in Friend 004!\n\nThis award recognizes the project that demonstrates the most innovative and effective use of the Onchain Kit in their project. The winning submission should showcase how the OnchainKit can be leveraged to create impactful onchain applications."},{"id":817,"name":"Best Financial Hack","token":"USD","bonus":1000,"link":"","description":"PRIZE: $250 Amazon gift cards for each student on the winning team"},{"id":818,"name":"Eqvilent Choice in Financial Track","token":"0","bonus":0,"link":"","description":"PRIZE: reMarkable Paper Pro Tablets for each student on the winning team\n\n**Submission to the Financial Track makes you automatically eligible for the Eqvilent Choice in Financial Track**"}]}],"chain":[],"chainList":[],"appliedGrant":false,"acceptRewards":false,"owner":183022,"ownerInfo":{"nickname":"Bipul Adhikari","username":"bipuladk","avatar":"https://cdn.dorahacks.io/static/files/19314859aa9ff646339e68d4f08bcd32.png"},"visible":true,"deleted":false,"continuousSponsoring":false,"pageView":0,"sponsoredCount":0,"starCount":0,"sponsoredAmount":"0.00","sponsoredPersons":0,"followers":0,"voteCount":0,"projectMembers":[{"id":17812,"member":{"id":183212,"username":"monishwar","avatarUrl":"https://cdn.dorahacks.io/images/hacker-avatar/3.jpg","nickName":"moni"},"email":"***@***","status":"accepted","role":2,"title":null,"introduction":null},{"id":17810,"member":{"id":183213,"username":"Jvdrag","avatarUrl":"https://cdn.dorahacks.io/static/files/193160314475f49eba631ad4be0ba112.jpeg","nickName":"Jvdrag"},"email":"***@***","status":"accepted","role":2,"title":null,"introduction":null},{"id":17740,"member":{"id":172683,"username":"josephHelfenbein","avatarUrl":"https://cdn.dorahacks.io/static/files/1926258bdd926d471524cb8477b99a1e.png","nickName":"Joseph Helfenbein"},"email":"***@***","status":"accepted","role":2,"title":null,"introduction":null}],"bnbRound":null,"doraGrantDaoTags":[],"techTrees":[0],"infrastructureTags":[114,116,121,135,143],"otherInfrastructures":[],"lastEditor":{"id":183022,"username":"bipuladk","date":1734072663000},"upvoted":false,"followed":false,"upvoters":{"count":0,"list":[]},"kycStatus":0,"ideas":[],"name":"Chama","techniqueField":"","source":"-","vision":"Chama empowers everyone to understand crypto by providing real-time insights, sentiment analysis, and personalized explanations. We make complex trends accessible, enabling informed decisions and bridging the crypto literacy gap for all.","projectDescription":"Chama\n\nChama is dedicated to making cryptocurrency accessible, understandable, and engaging for everyone, particularly for individuals who may lack the resources or expertise to keep up with this rapidly evolving market. Named after the Portuguese word for \"flame\" or \"bright light,\" Chama represents our mission to shed light on financial literacy within the crypto world.\n\nImpact on Users\n\nChama’s platform empowers users to make more informed, data-driven decisions in the cryptocurrency market. By providing real-time insights, contextualized explanations, and tailored recommendations, Chama makes cryptocurrency knowledge accessible to all. Users can confidently track trends, understand market dynamics, and receive actionable insights—all within a single app. Our interactive tools and AI-driven analyses demystify complex crypto concepts, helping beginners learn and allowing experienced users to gain deeper insights into the market.\n\nKey Features Powered by Advanced Technologies:\n\nInteractive Candlestick Graph:\nChama’s interactive candlestick chart offers users real-time cryptocurrency values across multiple coins. For each price fluctuation, we use data from Gemini to generate relevant summaries of news or events influencing the changes. Additionally, live data from the Polygon API ensures users gain actionable insights with an up-to-date, comprehensive view of market trends.\n\nAI Chatbot for Real-Time Insights:\nThe Chama chatbot, powered by AI, delivers real-time crypto market insights. Designed to accommodate all experience levels, it answers user queries, provides personalized explanations, and visualizes trends. By simplifying complex topics for beginners and offering advanced insights for seasoned users, our chatbot makes cryptocurrency knowledge accessible for everyone.\n\nSentiment Analysis:\nChama performs sentiment analysis on thousands of news articles and social media posts to assess the market mood. It classifies sentiment as bullish, bearish, or neutral, helping users gauge the overall tone and make well-informed investment choices based on current sentiments.\n\nNews-Informed Buy/Sell Recommendations:\nUsing aggregated sentiment and news data, Chama offers users buy or sell recommendations for cryptocurrencies. By contextualizing market shifts with news-driven insights, Chama helps users decide when to make trades based on real-time events and sentiment.\n\nLive Price Streams:\nIntegrating live price feeds from multiple exchanges, Chama consolidates the latest prices for a seamless experience, eliminating the need for multiple apps and allowing users to monitor trends efficiently.\n\nTechnologies Behind Chama:\n\nData Collection and RAG-Enabled Live Updates\nChama’s data-driven tools are trained on over 34,000 data points scraped from the internet, providing a robust foundation for analyzing market trends. With Retrieval-Augmented Generation (RAG), Chama constantly refreshes its news data with live updates, allowing the platform to fetch and process relevant information from diverse sources in real-time. This ensures that news-driven insights remain timely and accurate.\n\nEnhanced Storage and Inference with LanceDB and LlamaIndex on Databricks:\nTo manage embeddings efficiently and support scalable, seamless deployment, we use LanceDB and LlamaIndex on Databricks. This setup accelerates inference speed and optimizes the storage of embeddings, allowing Chama to deliver timely and data-rich insights without compromising performance.\n\nOnChainKit:\nThrough the OnChainKit, Chama allows users to buy cryptocurrencies directly within the app and provides secure login functionality, making it easy for users to engage with the crypto market while staying within the app.\n\nData from Gemini:\nFor market summaries on the candlestick chart, Chama leverages data from Gemini. This integration provides users with insight into how specific news events impact cryptocurrency prices, adding an extra layer of contextual information to each price movement.\n\nPolygon API:\nChama’s candlestick charts display live data from the Polygon API across all supported cryptocurrencies, ensuring users have access to accurate, timely price tracking.\n\nIn Summary:\nChama combines advanced technologies and real-time analytics to demystify cryptocurrency, guiding users of all experience levels towards informed decisions in the crypto space. By delivering timely insights, accessible explanations, and relevant recommendations, Chama illuminates the path to financial literacy and empowers users to confidently navigate the world of cryptocurrency.","teamDescription":"Joseph helfenbein: Sophomore at City College of New York. Github:https://github.com/josephHelfenbein\n\nJoao Vito Dragone: Senior at University of South Florida.\nGithub: https://github.com/jvdrag\n\nBipul Adhikari: Sophomore at The University of Southern Mississippi.\nGithub: https://github.com/bipuladk60?tab=following\n\nMoni: Sophomore at Rutgers\nGithub: https://github.com/NotMoni","githubPage":"https://github.com/josephHelfenbein/chama","githubVerify":0,"demoLink":"https://www.chama.study","demoVideo":null,"ownerTitle":null,"ownerIntroduction":null,"twitterVerified":false,"weibo":null,"nft":null,"scOwner":"","editTime":1734072663,"upvotes":"0.00","isRecruitingEnabled":false,"recruitingInfo":"","recruitingLink":null,"twitter":null,"facebook":null,"instagram":null,"socialTelegram":null,"socialDiscord":null,"socialLinks":["http://chama.study/"],"showedFunding":false,"agentStatus":null,"createdAt":"2024-11-10T18:10:43.075684+08:00","updatedAt":"2024-11-10T22:57:40.826640+08:00","milestoneEditor":null,"path":"/buidl/19463","techField":"","techFieldAry":[],"techTree":[0],"tags":[114,116,121,135,143],"otherTags":[],"origin":"-","intro":"Chama\n\nChama is dedicated to making cryptocurrency accessible, understandable, and engaging for everyone, particularly for individuals who may lack the resources or expertise to keep up with this rapidly evolving market. Named after the Portuguese word for \"flame\" or \"bright light,\" Chama represents our mission to shed light on financial literacy within the crypto world.\n\nImpact on Users\n\nChama’s platform empowers users to make more informed, data-driven decisions in the cryptocurrency market. By providing real-time insights, contextualized explanations, and tailored recommendations, Chama makes cryptocurrency knowledge accessible to all. Users can confidently track trends, understand market dynamics, and receive actionable insights—all within a single app. Our interactive tools and AI-driven analyses demystify complex crypto concepts, helping beginners learn and allowing experienced users to gain deeper insights into the market.\n\nKey Features Powered by Advanced Technologies:\n\nInteractive Candlestick Graph:\nChama’s interactive candlestick chart offers users real-time cryptocurrency values across multiple coins. For each price fluctuation, we use data from Gemini to generate relevant summaries of news or events influencing the changes. Additionally, live data from the Polygon API ensures users gain actionable insights with an up-to-date, comprehensive view of market trends.\n\nAI Chatbot for Real-Time Insights:\nThe Chama chatbot, powered by AI, delivers real-time crypto market insights. Designed to accommodate all experience levels, it answers user queries, provides personalized explanations, and visualizes trends. By simplifying complex topics for beginners and offering advanced insights for seasoned users, our chatbot makes cryptocurrency knowledge accessible for everyone.\n\nSentiment Analysis:\nChama performs sentiment analysis on thousands of news articles and social media posts to assess the market mood. It classifies sentiment as bullish, bearish, or neutral, helping users gauge the overall tone and make well-informed investment choices based on current sentiments.\n\nNews-Informed Buy/Sell Recommendations:\nUsing aggregated sentiment and news data, Chama offers users buy or sell recommendations for cryptocurrencies. By contextualizing market shifts with news-driven insights, Chama helps users decide when to make trades based on real-time events and sentiment.\n\nLive Price Streams:\nIntegrating live price feeds from multiple exchanges, Chama consolidates the latest prices for a seamless experience, eliminating the need for multiple apps and allowing users to monitor trends efficiently.\n\nTechnologies Behind Chama:\n\nData Collection and RAG-Enabled Live Updates\nChama’s data-driven tools are trained on over 34,000 data points scraped from the internet, providing a robust foundation for analyzing market trends. With Retrieval-Augmented Generation (RAG), Chama constantly refreshes its news data with live updates, allowing the platform to fetch and process relevant information from diverse sources in real-time. This ensures that news-driven insights remain timely and accurate.\n\nEnhanced Storage and Inference with LanceDB and LlamaIndex on Databricks:\nTo manage embeddings efficiently and support scalable, seamless deployment, we use LanceDB and LlamaIndex on Databricks. This setup accelerates inference speed and optimizes the storage of embeddings, allowing Chama to deliver timely and data-rich insights without compromising performance.\n\nOnChainKit:\nThrough the OnChainKit, Chama allows users to buy cryptocurrencies directly within the app and provides secure login functionality, making it easy for users to engage with the crypto market while staying within the app.\n\nData from Gemini:\nFor market summaries on the candlestick chart, Chama leverages data from Gemini. 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