vote pending
AI-Enhanced Knowledge Graph for Cardano Blockchain Development
Current Project Status
vote pending
Amount
Received
₳0
Amount
Requested
₳97,000
Percentage
Received
0.00%
Solution

We will create a platform that integrates a knowledge graph with an LLM, enabling easy access, intelligent querying, and a deep understanding of Cardano’s comprehensive data for developers.

Problem

Cardano’s ecosystem lacks a unified knowledge base, making it challenging for developers to access, query, and utilize information efficiently, slowing down innovation and data-driven decisions.

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Team

1 member

AI-Enhanced Knowledge Graph for Cardano Blockchain Development

Please describe your proposed solution

Our solution addresses the challenge of scattered and inaccessible information within the Cardano ecosystem by creating a platform that integrates a Knowledge Graph with a Large Language Model (LLM). This solution will serve as a unified knowledge base, enabling developers to efficiently find and utilize critical information to build, innovate, and contribute to the ecosystem.

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Problem Perception:

The vast and growing Cardano ecosystem has a wealth of information, but it is often fragmented across multiple sources. Developers, especially new ones, face difficulties in navigating this landscape, leading to inefficiencies and slowed development progress. Our solution consolidates this data into a single, interactive platform, making it easier to access and understand the complex interrelations within the ecosystem.

Solution Approach

  1. Knowledge Graph: A structured and interconnected repository that captures and organizes data related to Cardano’s ecosystem, such as smart contracts, dApps, community projects, technical documentation, and more. This knowledge graph will enable developers to see relationships between various entities, making data more accessible and easier to navigate.
  2. Large Language Model (LLM) Integration: The LLM will serve as an intelligent assistant that enables developers to interact with the knowledge graph using natural language queries. This means developers can ask complex questions in plain language and receive accurate, context-aware answers that will help them find technical details and resources without needing deep knowledge of query languages.

Target Audience

  • Developers: Both new and experienced developers will benefit from having a centralized knowledge base, enabling them to quickly find relevant information, reduce development time, and focus on building innovative solutions.
  • Educators and Researchers: Academic stakeholders will have access to comprehensive, organized data that can be used for research and teaching.
  • Community Members: Enthusiasts and newcomers will have an easier time learning about Cardano and staying updated with its progress.

Demonstrating Impact

We will measure the impact of our solution through:

  • User Engagement Metrics: Monitor the number of developers using the platform, the frequency of searches and queries, and the time spent on the platform.
  • User Feedback: Regularly collect feedback from developers and community members to improve the platform and adapt to their evolving needs.
  • Community Contributions: Encourage the Cardano community to contribute additional tools, resources, and insights, creating a dynamic and collaborative knowledge hub.

Uniqueness and Benefits

Our solution stands out because it combines structured data handling with advanced natural language processing, specifically tailored to the Cardano ecosystem. By making it easier for developers to access, query, and utilize information, we will:

  • Reduce Development Time: Developers can spend less time searching for information and more time building.
  • Support Innovation: With a clearer understanding of the ecosystem, developers will be able to experiment and create more innovative applications.
  • Increase Adoption: A more accessible platform lowers barriers for new developers to join and contribute to the Cardano ecosystem.

Importance to Cardano

Our project is aligned with Cardano's mission of fostering an inclusive and innovative ecosystem. By providing an intelligent, accessible platform for finding and understanding information, we empower developers and community members to contribute more effectively to Cardano’s growth and development. This project is not just a tool for information access; it is a catalyst for community empowerment and innovation.

The vast and evolving Cardano ecosystem presents a challenge for developers and users trying to find, understand, and utilize critical information. With the absence of a unified knowledge base, data and documentation are scattered, making it difficult to access relevant information quickly and efficiently. This fragmentation hampers innovation, as developers spend considerable time searching for information instead of building new solutions.

Key Components of the Solution

  1. Knowledge Graph Integration:
  • The platform will organize and link data from the Cardano blockchain, documentation, community contributions, and other sources into a structured knowledge graph. This graph will represent the relationships between various entities, smart contracts, transactions, and ecosystem projects, providing a comprehensive view of the data landscape.
  1. Large Language Model (LLM) Interaction:
  • The LLM will act as an intelligent interface, allowing users to query the knowledge graph using natural language. This interaction will enable developers to ask complex questions, get concise answers, and receive guidance on where to find more detailed information.
  1. Automated Data Extraction and Updates:
  • The platform will use automated tools to extract and update information from the Cardano blockchain and related sources, ensuring that the knowledge graph remains current and relevant as the ecosystem evolves.
  1. Intelligent Search and Insights:
  • The integration of LLMs will enable users to perform complex searches and receive context-aware insights, reducing the time spent searching for information and increasing understanding of complex relationships within the Cardano ecosystem.

Why This Approach?

We chose this approach because it addresses the core issue of fragmented information while leveraging the power of AI and structured data. By integrating a knowledge graph with LLM capabilities, we create a solution that not only centralizes information but also makes it more accessible and actionable. The knowledge graph structure allows for sophisticated data representation and the LLM offers an intuitive way to interact with it, providing a seamless user experience.

Who Will Benefit?

  1. Developers: Developers will gain access to a centralized repository of information, reducing time spent on research and troubleshooting, and allowing them to focus on building impactful solutions.
  2. Project Teams and Ecosystem Contributors: Project teams will be able to easily find data about the ecosystem and related projects, facilitating collaboration and reducing duplication of effort.
  3. Cardano Community: The community will benefit from a comprehensive platform that offers transparency, better understanding of the ecosystem, and a shared knowledge base for learning and exploring.

Demonstrating Impact:

To demonstrate the impact of the platform, we will:

  • Measure the number of unique users and active developers utilizing the platform.
  • Track the number of successful queries and interactions with the knowledge graph and LLM.
  • Gather qualitative feedback from users on the platform’s usability, relevance, and effectiveness.
  • Monitor how the platform’s data and insights contribute to new projects, innovations, and collaborations within the ecosystem.

Why This Solution is Important for Cardano:

As the Cardano ecosystem grows, it’s essential to have a reliable and efficient way to access, understand, and utilize information. Our solution will act as a foundational tool, bridging knowledge gaps and enabling developers and community members to navigate the ecosystem more effectively. By providing a centralized and intelligent knowledge base, we aim to empower the community to innovate faster and contribute meaningfully to Cardano’s growth and adoption.

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

Our project will significantly impact the Cardano community by providing a unified, intelligent knowledge base that streamlines access to valuable information. This solution will empower developers, researchers, and community members to navigate and utilize Cardano’s ecosystem data more effectively, driving innovation, collaboration, and ecosystem growth.

Value to the Cardano Community

  1. Accelerated Development: By consolidating scattered information into a single platform and making it easily accessible, our project will reduce the time developers spend searching for resources. This will allow them to focus on building new dApps and solutions, accelerating development and innovation within the Cardano ecosystem.
  2. Enhanced Knowledge Sharing and Collaboration: The platform will serve as a shared knowledge hub for the Cardano community, enabling seamless knowledge sharing and fostering collaboration between developers, researchers, and other stakeholders. This will lead to more informed discussions, better decision-making, and stronger community ties.
  3. Lower Barriers to Entry: New developers and community members will have a structured and interactive resource to learn about Cardano, lowering the barriers to entry and encouraging more people to join and contribute to the ecosystem.
  4. Increased Community Engagement: With the ability to contribute resources, provide feedback, and interact with the knowledge base, community members will have a platform that encourages active participation and engagement.

Measuring Impact

We will measure the impact of our project using both quantitative and qualitative metrics:

  1. Quantitative Metrics:
  • User Adoption: Track the number of registered users and active developers using the platform regularly.
  • Query Success Rate: Measure the number of successful searches and interactions with the platform’s knowledge graph and LLM.
  • Resource Contributions: Monitor the number of resources contributed by community members and the frequency of community interactions.
  1. Qualitative Metrics:
  • User Feedback and Satisfaction: Collect feedback through surveys and interviews to understand user satisfaction, identify areas for improvement, and measure the perceived value of the platform.
  • Impact on Development Efficiency: Gather testimonials and case studies from developers who have used the platform to speed up their development process or launch successful projects.

Sharing Outputs and Opportunities

We will share our project’s outputs and achievements through:

  1. Open-Source Repository: Our platform will be open source, allowing the community to use, modify, and contribute to its development, ensuring transparency and fostering innovation.
  2. Community Platforms: Regular updates, tutorials, and new features will be shared on the Cardano Forum, social media channels, and other community platforms to keep the community informed and engaged.
  3. Workshops and Webinars: We will host workshops and webinars to demonstrate the platform’s features, gather feedback, and train developers on how to use it effectively.
  4. Partnerships and Collaborations: We will collaborate with other Cardano projects and initiatives to integrate additional resources, build synergies, and maximize the platform’s impact on the ecosystem.

By providing a comprehensive and intelligent platform for accessing Cardano’s data, our project will strengthen the community’s ability to build, innovate, and grow together, ultimately contributing to the long-term success and sustainability of the Cardano 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.

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

20240504_094854-b989b6.jpg

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

  • Design and develop the frontend interface that users will interact.
  • Design and develop the user interface for the platform.
  • 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

  • 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 developers for testing(internal test).
  • 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:
  2. Project Completion Video:

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.
  • Oversees the entire project and ensures strategic alignment with goals and timelines. Leads the technical design and architecture of the platform.
  • 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
  • Designs and implements the knowledge graph structure, defining relationships between various data points and ensuring data consistency and integrity.
  • 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 | AI & LLM Integration Specialist

  • 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).
  • Develops and integrates the large language model into the platform, enabling natural language processing capabilities.
  • LinkedIn Profile: Linkedin
  • Github: <https://github.com/wendecoder>

4: Lemi Debela: Machine Learning Engineer

Technical Writer &amp; Documentation Specialist

  • Role: Develops comprehensive documentation for the platform, ensuring users have access to guides, tutorials, and API references.
  • Responsibilities: Write clear and concise documentation, create tutorials and FAQs, and maintain updates as new features are added to the platform.

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

  • Certified Cardano Blockchain developer
  • Role: Ensures that the platform meets quality standards and functions as intended.
  • Linkedin: linkedin profile
  • Github: github account

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.
  • Role: Designs and develops the user interface for the platform, ensuring a seamless and intuitive user experience.
  • Responsibilities: Create interactive dashboards and visualizations, develop frontend components, and conduct user testing to refine the interface based on feedback.

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

[BUDGET &amp; COSTS] Please provi

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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