Last updated 7 months ago
There is no standardized framework for integrating AI models into Web3 applications. All current solutions integrate hand-picked models with a narrow set of use cases.
We propose the Cardano AI Agent Bridge: a platform for easy integration of AI models into DeFi and non-DeFi applications, using Cardano for on-chain ownership management and revenue-participation.
This is the total amount allocated to Cardano AI Agent Bridge.
Please provide your proposal title
Cardano AI Agent Bridge
Enter the amount of funding you are requesting in ADA
75000
Please specify how many months you expect your project to last
6
Please indicate if your proposal has been auto-translated
No
Original Language
en
What is the problem you want to solve?
There is no standardized framework for integrating AI models into Web3 applications. All current solutions integrate hand-picked models with a narrow set of use cases.
Does your project have any dependencies on other organizations, technical or otherwise?
No
Describe any dependencies or write 'No dependencies'
No dependencies
Will your project's outputs be fully open source?
Yes
License and Additional Information
MIT Licence
Please choose the most relevant theme and tag related to the outcomes of your proposal
AI
Mention your open source license and describe your open source license rationale.
All the project outputs will be available open-source and will be published under the MIT licence. We hope this will encourage broad adoption, collaboration, and further innovation from the Cardano community.
How do you make sure your source code is accessible to the public from project start, and people are informed?
We will publish the code from each Milestone on the UnboundedMarket GitHub and share updates via posts on our UnboundedMarket X account to keep the community informed, and involved throughout the progress of the project.
How will you provide high quality documentation?
Our GitHub repository will contain a detailed README with installation instructions and guidelines on how to use and run the code. Additionally, we will respond to any GitHub issues and questions regarding the usage of the code.
Please describe your proposed solution and how it addresses the problem
The Cardano AI Agent Bridge provides a detailed framework for AI model integration into the Cardano ecosystem.

Framework for Cloud Inference of Containerized AI Models
The Cardano AI Agent Bridge enables cloud-based inference for containerized AI models, referred to as AI-containers. Our framework facilitates the secure storage of AI-containers, allowing them to be retrieved and executed on-demand via a standardized API. This ensures optimal resource usage by enabling AI models to be run only when needed, reducing overhead and ensuring scalability across multiple projects and use cases. Developers and users can dynamically access and run these AI models as needed, without the requirement of pre-allocated resources or custom environments.
Billing and Ownership Management Framework
A smart contract based billing and ownership management system handles on-demand payments. This allows for seamless, automated payment processes based on usage. The framework also supports transparent on-chain ownership tracing by securely tracking the creation, usage, and transfer of containerized AI models on the blockchain. This transparency builds trust while protecting intellectual property rights for AI model creators.
Guidelines and API Documentation
To support developers working with containerized AI models, the Cardano AI Agent Bridge provides comprehensive guidelines for crafting AI-containers. These best practices ensure that models are containerized consistently and efficiently. Furthermore, detailed API documentation is available to help developers integrate the AI models into their applications. The documentation simplifies the interaction with the system, speeding up development and making it easier to leverage the framework’s capabilities.
Web3 API: Programmatic Interaction with the System
The Web3 API allows developers to programmatically interact with the Cardano AI Agent Bridge backend. It supports key operations such as AI-model creation, deletion, inference, and ownership transfer. Building on REST API queries, developers can craft custom applications that utilize containerized AI models without needing to manage the backend infrastructure.
Please define the positive impact your project will have on the wider Cardano community
The AI-Cardano-Bridge will significantly enrich the Cardano ecosystem by seamlessly bridging artificial intelligence and blockchain technologies. This project opens new opportunities for developers, entrepreneurs, and AI experts to contribute to Cardano in innovative and impactful ways.
Simplifying AI Integration for Developers
One of the core benefits of the AI-Cardano-Bridge is that it dramatically simplifies the process of integrating AI into decentralized applications (dApps) on Cardano. Developers will no longer need deep expertise in AI or machine learning to utilize the power of these technologies in their applications. Key features include:
By providing a standardized and accessible way to work with AI models, the AI-Cardano-Bridge will empower more developers to experiment with AI without the usual barriers of expertise or high infrastructure costs, fostering more innovation within the Cardano network.
Lowering the Barriers for AI-Powered DApps
The unified framework of the AI-Cardano-Bridge will reduce the time and effort required to integrate AI into the next generation of Cardano DApps. This will benefit the Cardano development community in several ways:
With these advantages, more developers will be able to leverage AI in their projects, accelerating the growth and diversification of Cardano-powered DApps.
Expanding Opportunities for AI Developers
The AI-Cardano-Bridge will also create new opportunities for AI developers looking to showcase and monetize their models. Whether they aim to distribute their AI tools freely or for profit, the platform will offer a streamlined approach to:
This creates a symbiotic relationship between AI developers and the broader Cardano ecosystem, where both benefit from enhanced exposure and the integration of AI into decentralized applications.
A New Dimension to the Cardano Ecosystem
Ultimately, the AI-Cardano-Bridge introduces a groundbreaking new layer of functionality to the Cardano blockchain. By integrating AI capabilities, Cardano's potential will expand beyond traditional financial applications into areas such as AI-powered decentralized finance (DeFi), smart contracts with machine learning-based decision-making, and AI-enhanced governance systems. The ripple effect of this project will:
In summary, the AI-Cardano-Bridge will be a transformative force within the Cardano community, unlocking new possibilities for AI integration, fostering innovation, and solidifying Cardano’s position as a leader in the convergence of blockchain and artificial intelligence.
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?
Our team consists of four AI experts and blockchain enthusiasts with proven track records in academia and crypto development and up to 8 years of experience in relevant fields. Our work-philosophy is best described by:
Open: Achievements and work artifacts are open-sourced and published on a regular basis.
Transparent: Using clear documentation and academic rigor, we build trust and accountability. Whenever appropriate, we are happy to discuss our work with the academic community at top-tier blockchain and AI conferences around the globe.
Collaborative: Through collaboration with established industry-peers from our earlier blockchain ventures, we gain regular feedback to continuously improve and adjust where required.
Milestone Title
Research Proposal and Requirements Definition
Milestone Outputs
A complete and extensive research proposal that clearly defines the requirements for all four pillars, as defined in our project proposal, namely:
Acceptance Criteria
Acceptance Criteria: The full research proposal is publicly available and contains:
Evidence of Completion
A link to the research proposal in PDF format satisfying all of the above mentioned acceptance criteria.
Delivery Month
1
Cost
15000
Progress
10 %
Milestone Title
Prototype for Cloud Storage and Inference
Milestone Outputs
A working prototype that demonstrates the cloud-based storage of AI models and supports containerized inference. The prototype shows how models can be stored, retrieved, and executed in a cloud environment.
Acceptance Criteria
A detailed demonstration or detailed report clearly explaining the end-to-end workflow, including model storage in the cloud, successful retrieval, and on-demand inference of stored models in real time.
Evidence of Completion
A publicly accessible link to a recorded video demonstration, a comprehensive report, or alternatively a live demonstration session showcasing the prototype performing storage and inference operations.
Delivery Month
3
Cost
15000
Progress
40 %
Milestone Title
Scalable Prototype with Upload and Inference Features
Milestone Outputs
A scalable prototype extending Milestone 2, with support for at least 10 containerized AI models concurrently available for inference, plus an API that allows user uploads of new model containers and seamless inference.
Acceptance Criteria
A minimalistic but functional frontend connected to the AI-Cardano-Bridge, showing successful inference of different AI models, user creation, AI-package uploads, and inference on the uploaded containerized models.
Evidence of Completion
A link to the functioning prototype or demonstration environment where users can interact with the system, perform uploads, trigger inference, and validate scalability with at least 10 AI models present.
Delivery Month
5
Cost
15000
Progress
70 %
Milestone Title
Retrospection and Progress Review
Milestone Outputs
A detailed retrospection report analyzing the overall progress, identifying weaknesses, highlighting achievements, and providing a roadmap for adjustments to ensure efficiency and the long-term success of the project.
Acceptance Criteria
A written report that contains a detailed development status update, learnings from earlier milestones, identified risks, recommended strategies, and specific actions required to keep the project on target.
Evidence of Completion
A downloadable PDF document containing the retrospection report that consolidates development updates, lessons learned, identified gaps, and concrete steps forward, ensuring transparency and accountability.
Delivery Month
7
Cost
15000
Progress
80 %
Milestone Title
Fully Functional Prototype and API
Milestone Outputs
A fully functional prototype that includes a robust REST API, containerized AI inference framework, finalized containerization guidelines, and comprehensive API documentation, ensuring usability and scalability.
Acceptance Criteria
A working frontend connected to the prototype showing full workflows (user creation, container upload, inference), plus a demonstration of the same workflow via the REST API without requiring frontend interaction.
Evidence of Completion
A link to the deployed prototype, along with complete API documentation and demonstration material (either frontend or API-only) showing that the system is fully operational and satisfies all requirements.
Delivery Month
8
Cost
15000
Progress
100 %
Please provide a cost breakdown of the proposed work and resources
Documentation – 3.75k ADA
Infrastructure Costs & Marketing – 3.75k ADA
Project Management – 3.75k ADA
Cloud-Inference Framework – 30k ADA
Billing and Ownership Management Framework – 22.5k ADA
API Development – 11.25k ADA
How does the cost of the project represent value for the Cardano ecosystem?
The Cardano AI Agent Bridge represents a highly strategic investment that delivers long-term value by accelerating AI adoption within decentralized applications (DApps) and offering several key benefits to the Cardano ecosystem. The cost of the project is justified by its potential to drive innovation, reduce barriers for developers, and create economic opportunities, ensuring a strong return on investment to the Cardano ecosystem.
Return on Investment:
Laying the Groundwork for Future Innovation
By establishing open standards, APIs, and procedures for AI integration, the Cardano AI Agent Bridge sets the foundation for future projects. This foundational work simplifies AI integration for developers, reducing both technical and financial entry barriers. These contributions will help make AI more accessible, expanding the potential for AI-powered DApps within Cardano, with ongoing benefits for future projects.
Cost-Effective Development Framework
Although the initial development costs (cloud-inference, API, smart contracts) may seem substantial, they are strategically invested to create an efficient and scalable infrastructure. By creating reusable components such as the cloud inference framework and Web3 API, future projects can leverage these tools, saving significant development time and resources.
This investment will lead to a more cost-effective development process for the broader community, as developers can easily tap into the Cardano AI Agent Bridge without needing to build or manage their own AI infrastructure.
Enabling Monetization and Economic Growth
The smart contract-enabled billing and ownership management system will provide an entirely new economic layer for AI model monetization within the Cardano ecosystem. This capability will encourage more AI developers to contribute and share their models on the platform, thereby fostering a marketplace of AI tools that can be integrated into a wide array of DApps.
For developers, this opens up new revenue streams, while users can access state-of-the-art AI without high upfront costs, creating a self-sustaining ecosystem.
Positioning Cardano as a Leader in AI-Blockchain Integration
The Cardano AI Agent Bridge gives Cardano a unique competitive edge in the blockchain space, offering an AI integration solution that many other platforms currently lack. As AI continues to grow across industries like DeFi, healthcare, and supply chains, having a native AI-integration framework will attract a broad range of developers, users, and investors to the Cardano platform.
This proactive approach to AI integration will cement Cardano’s position as a leader in blockchain technology, encouraging new partnerships and driving growth within the ecosystem.
The AI-Cardano-Bridge is a forward-looking investment that delivers substantial value for the Cardano ecosystem by simplifying AI integration, reducing development costs, creating new monetization opportunities, and positioning Cardano as a leader in AI-blockchain solutions. Its long-term benefits ensure a strong return on investment for the Cardano community.
Terms and Conditions:
Yes
We are a team that combines strong backgrounds in AI and blockchain development. Members have co-founded startups, contributed to DeFi protocols, and published AI conferences. Our experience spans several areas of machine learning and DeFi, with a focus on applying AI to real-world challenges. Together, we bring several years of blockchain development and AI research, aiming to drive innovation at the intersection of AI and blockchain.