not approved
CardanoKB: Cardano + Knowledge Graph + LLM
Current Project Status
Unfunded
Amount
Received
₳0
Amount
Requested
₳97,000
Percentage
Received
0.00%
Solution

We will create “CardanoKB,” integrating a knowledge graph with a large language model (LLM) to provide easy access and deep understanding of Cardano’s comprehensive data.

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Problem

Cardano’s vast ecosystem lacks a unified, accessible knowledge base, making it difficult for developers and users to efficiently find and utilize critical information.

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Impact Alignment
Feasibility
Value for Money

Team

1 member

CardanoKB: Cardano + Knowledge Graph + LLM

Please describe your proposed solution

Our proposed solution, "CardanoKB: Cardano + Knowledge Graph + LLM," addresses the challenge of fragmented and inaccessible information within the Cardano ecosystem. This complexity creates barriers for effective engagement and innovation, particularly for new developers and users unfamiliar with blockchain intricacies.

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The Knowledge Graph will serve as a repository that captures and organizes information in an interconnected network, making the data more accessible and useful. The integration with an LLM will allow users to interact with this data through natural language queries. This means that users can ask complex questions in plain language and receive accurate, context-aware answers generated by the LLM, which will fetch and interpret the relevant data from the Knowledge Graph.

Perception of the Problem:

We recognize that the vast and growing body of knowledge around Cardano is scattered across multiple platforms and formats, making it difficult for users to find, understand, and use this information effectively. This fragmentation hampers the ability of developers to innovate and slows the adoption curve for potential Cardano users and investors.

Approach:

We are proposing a two-pronged approach:

  1. Knowledge Graph: This will serve as a structured database that organizes and links information contextually, providing a more intuitive way of navigating Cardano-related data.
  2. Large Language Model (LLM): Integrated with the knowledge graph, the LLM will enable natural language querying, making the platform accessible to those without deep technical knowledge.

Target Audience:

  • Developers: New and existing developers looking for technical details and development resources.
  • Educators and Students: Academic stakeholders interested in blockchain technology.
  • General Public: Newcomers and enthusiasts who wish to learn about Cardano’s blockchain.

Demonstrating Impact:

We will measure the impact of our solution through:

  • User Engagement Metrics: Tracking the usage statistics, user retention rates, and growth in user numbers.
  • Feedback Mechanisms: Implementing regular surveys and feedback forms to gather user impressions and improvement suggestions.
  • Community Involvement: Hosting webinars and participatory sessions to educate and gather input from the Cardano community.

Uniqueness and Benefits:

Our solution is unique because it merges structured data handling with advanced natural language processing, tailored specifically for the Cardano ecosystem. This dual approach not only simplifies information retrieval but also enhances the comprehensibility of the information retrieved.

  • Developers will benefit from reduced time searching for information and more time innovating on the Cardano platform.
  • Educators and students will find it easier to incorporate Cardano into curricula and research, fostering a better understanding of blockchain technology.
  • The general public will gain a gateway to understanding Cardano that lowers the entry barrier to blockchain technology.

Importance to Cardano:

"CardanoKB" aligns with Cardano's goals of scalability, interoperability, and sustainability by ensuring that the ecosystem's knowledge base is robust, easily navigable, and future-proof. By enhancing how information is accessed and utilized, our project will facilitate wider adoption and deeper engagement with the Cardano blockchain, contributing to its overall growth and development. This is not just a tool for information access; it's a platform for community empowerment and innovation.

The primary components of the solution are:

  1. Data Collection: Aggregating data from various sources related to the Cardano ecosystem.
  2. Knowledge Graph Construction: Organizing the collected data into a structured graph that represents relationships and connections between different types of information.
  3. LLM Integration: LLm to understand and generate human-like responses based on the data within the Knowledge Graph.
  4. User Interface: Creating an easy-to-use interface where users can input their queries and receive information.

This solution aims to make the wealth of information in the Cardano ecosystem more accessible and understandable, thereby lowering the barrier to entry and fostering a more inclusive community.

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Please define the positive impact your project will have on the wider Cardano community

The positive impact of our project on the wider Cardano community includes:

Our project, "CardanoKB: Cardano + Knowledge Graph + LLM," is poised to have a transformative impact on the wider Cardano community by significantly enhancing accessibility, understanding, and engagement with the Cardano blockchain. Here are the key benefits it aims to deliver:

  1. Enhanced User Experience: By providing a user-friendly interface where community members can ask questions and receive clear, accurate answers, we reduce the complexity associated with blockchain technology. This improvement in user experience can help both newcomers and seasoned users navigate the Cardano ecosystem more effectively.
  2. Increased Adoption: Simplifying access to information about Cardano can encourage more developers, investors, and enthusiasts to engage with the platform. As users find it easier to obtain the information they need, the likelihood of their long-term involvement and investment in the ecosystem increases.
  3. Support for Developers: Developers particularly stand to benefit from this project, as they can quickly find technical details and resources that are otherwise scattered across various platforms. This can decrease development time and stimulate innovation, leading to more applications and improvements on the Cardano blockchain.
  4. Informed Decision-Making: With better access to comprehensive and digestible information, all stakeholders in the Cardano community can make more informed decisions regarding governance, investments, and participation in various initiatives.
  5. Community Growth and Cohesion: As more individuals understand and utilize the blockchain effectively, the Cardano community will likely grow more cohesive and robust. This project supports the ethos of open collaboration and shared knowledge that is vital for the success of decentralized communities.

Our project "CardanoKB: Cardano + Knowledge Graph + LLM" is designed to significantly enhance the Cardano community's ability to access and utilize information, which is crucial for fostering innovation, education, and growth within the ecosystem.

What is your capability to deliver your project with high levels of trust and accountability? How do you intend to validate if your approach is feasible?

The feasibility and capability to deliver our project with high levels of trust and accountability includes:

Capability to Deliver with Trust and Accountability

  • Team Experience and Expertise:

Our project team consists of experts with significant experience in blockchain development, machine learning, Knowledge graph development, software engineering, and project management, specifically within the Cardano ecosystem. This expertise ensures that we are well-equipped to handle the technical and organizational demands of the project.

  • Track Record

Our project team brings a proven track record in successfully delivering blockchain projects. At the forefront of our accomplishments is our notable participation in a Cardano Catalyst projects.

  • Dedicated Development Excellence

Each member of our team brings a unique set of skills and experiences to the table. As developers, we have contributed significantly to Catalyst-funded projects, "Cardano for 100,000 students", "Universal DevTools for Real-time Tracking for 45%+ of Global Websites Support" showcasing our dedication to excellence and our capacity to deliver high-quality results. Our collective experience extends beyond Catalyst initiatives, encompassing a diverse range of blockchain projects within esteemed high-tech organizations.

  • Community Involvement and Expertise

Our project team not only boasts significant technical experience but also a deep engagement with the Cardano community. We have been integral in organizing and leading seminars and meetups focused on blockchain and Cardano, enhancing community cohesion and knowledge sharing. These activities demonstrate our commitment to the Cardano ecosystem and our ability to mobilize and educate the community effectively.

Cardano Education Program At Addis Abeba Science And Technology University (AASTU):

  • Certified Expertise

Our project team's credentials are further reinforced by certifications in blockchain development and machine learning. These certifications are not just titles but represent a deep, verified proficiency and up-to-date knowledge in these critical areas, essential for the sophisticated technological integration planned for our platform.

  • Active Community Participation

Beyond technical skills, our team actively participates in the blockchain community. This involvement ranges from contributing to forums and discussions to leading workshops and seminars that educate and inspire new developers. This continuous engagement has kept our team at the forefront of community needs and technological trends, which is crucial for the success of any community-focused project. Ethiopian Blockchain Network: web3 hub for Ethiopian. Education, Innovative and Advocacy.

Meetups with professional blockchain developers:

  • Collaboration with Local and Global Organizations: Microsoft for Startups Founders Hub

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We are also partners with Emurgo Academy, Smart Blocks, and Ethiopian Blockchain Network serving as their ambassadors.

We will address technical complexity with our team's expertise, manage resources efficiently, prioritize data security, enhance adoption with user-friendly design, ensure regulatory compliance, plan for scalability, and ensure seamless integration with existing systems.

Validating Feasibility of the Approach

  • Iterative Development and Pilot Testing
  • Performance Metrics and Continuous Evaluation
  • Technical Feasibility:The project demonstrates strong technical feasibility. Our team consists of experts in blockchain development, software engineering, and machine learning, ensuring we have the necessary skills for success.
  • Budget Contingency Planning:Regarding budget contingency planning, we have allocated a contingency fund to address unforeseen expenses or changes in project scope.
  • our team has identified potential risks and developed mitigation strategies, ensuring proactive management of challenges. We are committed to regular progress updates, fostering transparency and accountability throughout the project. Our agile development approach allows for flexibility in responding to emerging needs, ensuring timely and effective project delivery.

The project plan has been meticulously designed with clear, achievable milestones, focusing sequentially on system design, backend and frontend development, testing, and final adjustments before the official launch. The team consists of experienced blockchain and machine learning developers, data scientists, and project managers who have previously worked on similar projects involving complex data systems and user interface design. The technical approach uses LLMs, which enhances the feasibility of the project and has good value for money.

To address potential risks and challenges:

Risk Management: To address potential challenges and mitigate risks, we have developed a comprehensive risk management plan. This plan outlines key risks such as technical challenges, regulatory changes, and market fluctuations, along with corresponding mitigation strategies. By proactively identifying and addressing these risks, we aim to ensure the successful execution of our project even in the face of unforeseen obstacles.

Community Engagement: We recognize the importance of community engagement in driving the success of our project. To enhance community involvement, we will implement various strategies such as regular updates through community forums, feedback collection mechanisms, and interactive webinars. By actively involving the community in decision-making processes, we aim to foster a sense of ownership and belonging among developers.

Scalability: Our project includes a robust scalability plan to accommodate a growing user base and evolving technology landscape. This plan involves the use of scalable infrastructure and technologies, as well as continuous monitoring and optimization to ensure the platform remains relevant and effective in the long term.

Partnerships: We are actively seeking partnerships and collaborations that can enhance the success of our project. These partnerships include local and global blockchain institutions, industry experts, educational institutions, and other organizations that can provide valuable resources, expertise, and support.

User Acquisition and Retention: To attract and retain users, we have developed a comprehensive user acquisition and retention strategy. This strategy includes targeted marketing campaigns, incentive programs, and partnerships with developer communities to ensure the platform's long-term success.

Budget Justification: Our budget has been carefully considered and is supported by a detailed breakdown of expenses. Each expense has been justified based on its importance to the project's success, ensuring that the budget is realistic and well-considered.

By incorporating these elements into our project proposal, we aim to increase its feasibility and demonstrate our commitment to delivering a successful project.

What are the key milestones you need to achieve in order to complete your project successfully?

Milestone 1: Research and Data Collection (Months 1)

  • Conduct extensive research to identify relevant sources of Cardano-related information.
  • Design the overall architecture of the system, defining how the frontend and backend will interact.
  • Aggregate data collection from diverse Cardano-related sources for the Knowledge Graph.

Milestone 2: Frontend Development (Months 1)

  • Design and develop the frontend interface that users will interact with, ensuring it is user-friendly and accessible.
  • Design and develop the user interface for the platform, focusing on creating a clean, intuitive, and accessible design.
  • This involves ensuring the interface is user-friendly, enabling users to seamlessly interact with the system and perform natural language queries to obtain information from the Knowledge Graph.

Milestone 3: Knowledge Graph Development and LLM Integration (Months 2)

  • Develop the architecture and populate the Knowledge Graph with collected data.
  • Integrate LLM with the Knowledge Graph, configuring it to effectively respond to queries using the structured data.
  • Develop the backend, including setting up the Knowledge Graph database and integrating it with an existing Large Language Model.
  • Start backend development for data ingestion, processing, and API services to interact with the frontend.

Milestone 4: Beta Testing and System Refinement (Months 1)

  • Launch a beta version of the system to select Cardano community members for testing.
  • Collect feedback on usability, accuracy of responses, and overall user experience.
  • Refine the integration, focusing on improving the accuracy and relevance of the LLM responses and enhancing the user interface.
  • Refine both frontend and backend components based on feedback from initial testing.
  • Make final adjustments based on beta testing feedback, focusing on system optimization and user interface improvements.

Final Milestone: Project Completion Report and Video.

  1. Project Completion Report: A detailed document summarizing the entire project.
  2. Project Completion Video: A concise video presentation providing an overview of the project, highlighting key achievements and outcomes.

Who is in the project team and what are their roles?

The project team includes:

1: Eyasu Birhanu : Software developer | Certified Cardano Smart Contract Developer | Lead Developer

  • Experienced in programming languages such as Plutus, Haskell, Lucid, Mesh and Marlowe to build and deploy smart contracts.
  • Experienced in Cardano blockchain-based projects such as stablecoin development (Cogito), real-world asset marketplace, education platforms for the Cardano blockchain, and payment gateways.
  • Cardano Blockchain Certified Associate (CBCA) Certificate 649c48006b7c38011005aeae
  • Currently working at SingularityNet.io.
  • Email: [email protected]
  • Cardano Blockchain Education Ambassador @Emurgo Smartblock.
  • Cardano Blockchain community builder.
  • Responsible for smart contracts and blockchain related technology's.
  • LinkedIn Profile: EyasuBirhanu
  • Github: github account

2: Dawit Melka- Software Engineer | Biomedical Engineer | AGI Research | Competitive Programmer @ A2SV | AURA Research @ UMICH | Full-stack Web Developer

  • Experienced in knowledge graph development, importing and processing data into knowledge graphs, and integrating them with large language models (LLMs).
  • Research Assistant Intern @ University of Michigan
  • LinkedIn Profile: Linkedin account
  • Github: github profile

Experience

  • Mobile application development
  • Web application development
  • Software Engineer
  • Research Assistant
  • A2SV | Africa to Silicon Valley

3: Wendwossen Dufera: Software developer | Web3 developer | AGI researcher

  • Certified Software and Web3 developer.
  • Experienced in knowledge graph development, converting natural language to knowledge graphs, and transforming knowledge graph query outputs into natural language using large language models (LLMs).
  • LinkedIn Profile: Linkedin
  • Github: <https://github.com/wendecoder>

4: Lemi Debela: Machine Learning Engineer

5: Nahom Senay - Backend Developer | Software Engineering Student | Blockchain Developer

6: Tibebe Solomon - Experienced Full stack web Developer | UX/UI Designer

Licenses &amp; certifications

  • AWS Certified Cloud Practitioner
  • User Experience Design: Demonstrates responsibility for creating intuitive and visually appealing user experiences.
  • UI Design Proficiency: Proficient in applying user interface design principles and user-centered design methodologies.
  • Interface Design Experience: Experienced in designing engaging and user-friendly interfaces for mobile and web applications.

Our team has actively participated in numerous projects closely related to this endeavor. Each team member is fully committed to executing this idea, drawing from our collective experience in implementing similar projects to a high standard of excellence

Please provide a cost breakdown of the proposed work and resources

1: Research and Data Collection: 18,000 ADA

  • Data Scientists, Researchers:
  • Data Acquisition Costs (APIs, Public Data Sets, etc.):
  • Identifying and accessing relevant data sources including academic papers, Cardano blockchain data, and other content.
  • Preliminary data cleaning and structuring necessary for knowledge graph integration.
  • Miscellaneous (Software Licenses, etc.):

2. Development of the Knowledge Graph and Backend: 25,000 ADA

  • Design and implementation of the knowledge graph to organize and relate the information efficiently.
  • Set up the server, databases, and necessary back-end logic.
  • Server setup for handling expected traffic and data loads.
  • Setup of server architecture, databases.
  • Setup necessary backend logic to support data ingestion, processing, and querying.
  • Developers, Database Engineers.
  • Data scientist and Machine learning developer.
  • Software and Tools.

3. LLM Integration and Configuration: 23,000 ADA

  • Configuration of the large language model to work in tandem with the knowledge graph, including customization and initial training.
  • Ensuring the LLM properly interfaces with the knowledge graph, with comprehensive testing for accuracy and responsiveness.
  • AI Specialists, Backend Developers:
  • API Usage Fees :
  • Testing and Optimization of LLM Integration:

4. Frontend Development and Integration: 16,000 ADA

  • Creation of an intuitive and accessible user interface that allows easy navigation and interaction with the LLM and knowledge graph.
  • Coding of the frontend elements, integration with the backend systems, and initial user testing for usability.
  • Creation of custom interactive elements and widgets.
  • UX/UI Designers:
  • Development of user-friendly, responsive interfaces.
  • Implementation of initial static content and navigation structures.
  • Frontend Developers:
  • Tools and Software:

5. Documentation, Reporting, and Contingencies - 15,000 ADA

  • Creation of comprehensive user guides and API documentation.
  • Regular reporting to the Cardano community.
  • Well-structured and detailed guides that help users understand how to use and benefit from the platform's features.
  • A report summarizing the beta testing process, feedback received, issues identified, and resolutions implemented.
  • Promptly address and resolve any issues or bugs identified during the beta testing phase to ensure the platform operates smoothly and efficiently.
  • Integration of community feedback into ongoing development cycles.

Grand Total

  • Total Project Cost: 97,000 ADA

No dependencies

How does the cost of the project represent value for money for the Cardano ecosystem?

The cost of the project represents value for the Cardano ecosystem in several ways:

1: Enhancing Accessibility and Usability

The integration of a Knowledge Graph with a Large Language Model (LLM) significantly enhances the accessibility and usability of the Cardano blockchain. By simplifying complex information and providing an intuitive query interface, the project helps reduce the technical barriers to entry for new users, developers, and investors. This broader accessibility can lead to increased adoption and participation in the Cardano ecosystem, which is valuable for its growth and sustainability.

2. Driving Innovation and Development

By providing developers with easy access to detailed information and resources, the project fosters a more vibrant development community. This can accelerate the creation of new applications and services on the Cardano platform, driving innovation and potentially leading to breakthroughs that enhance the platform's capabilities and market relevance.

3. Supporting Informed Decision-Making

The project empowers users and stakeholders in the Cardano community to make more informed decisions. Whether it's developers looking for technical details, investors seeking understanding of the market dynamics, or users participating in governance, having easy access to comprehensive and accurate information supports better decision-making, which can improve governance and investment outcomes.

4. Long-Term Strategic Benefits

The tools developed through this project can serve as foundational elements for ongoing and future initiatives within the Cardano ecosystem. The knowledge graph and LLM interface can be expanded and adapted as the ecosystem grows, ensuring long-term utility and relevance. This not only provides immediate benefits but also establishes a framework for continuous improvement and scaling.

5. Cost Efficiency Through Existing Technologies

Utilizing existing technologies such as established graph databases reduces the need for extensive original development, which can be costly and risky. This approach leverages proven technologies to deliver high-quality results more reliably and cost-effectively, providing better returns on investment.

6. Community Engagement and Growth

Investment in this project also includes funds for community engagement and marketing, which are vital for ensuring that the tools developed are widely adopted and effectively used. This helps build a more knowledgeable and engaged community, which is essential for the health and expansion of the ecosystem.

Detailed Sustainability Plan: we have developed a comprehensive plan outlining strategies to ensure the long-term viability and continuous improvement of the platform. This includes exploring potential revenue models, forming partnerships with relevant organizations, and implementing incentive structures to encourage community contributions for content updates and maintenance.

Return on Investment (ROI) Analysis: we will include a quantitative analysis projecting the potential return on investment for the Cardano Treasury and community. This will cover estimated productivity gains, economic impact of fostering innovation, and cost savings achieved through efficient resource utilization.

Risk Mitigation and Contingency Planning: we have provided a detailed risk mitigation plan, identifying potential risks and associated mitigation strategies. Additionally, we will outline contingency plans, including allocating a dedicated contingency budget, to address unforeseen challenges or changes in project scope.

In terms of cost justification, the project's budget is based on industry-standard rates for blockchain development, UI/UX design, and project management. These rates are competitive and reflect the level of expertise required to deliver a high-quality product. Additionally, the budget includes a contingency fund to account for any unforeseen expenses, ensuring that the project stays within its financial limits.

The project's cost represents value for money by delivering innovative solutions, fostering community engagement, and creating economic opportunities, all of which contribute to the long-term success and sustainability of the Cardano ecosystem.

In summary, the cost of the project is justified by the substantial potential benefits it offers to the Cardano ecosystem. The focus on developers skill, community engagement, and continuous improvement aligns with the strategic goals of Cardano, making it a valuable investment that can help secure a leading position in the competitive blockchain space.

The cost of the project is justified by the substantial potential benefits it offers to the Cardano ecosystem. The focus on cardano blockchain paths, community engagement, and continuous improvement aligns with the strategic goals of Cardano, making it a valuable investment that can help secure a leading position in the competitive blockchain space.

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