[BLAB] Decentralized AI Platform for MemeCoin Analytics

[Proposal setup] Proposal title

Please provide your proposal title

[BLAB] Decentralized AI Platform for MemeCoin Analytics

[Proposal Summary] Budget Information

Enter the amount of funding you are requesting in ADA

59211

[Proposal Summary] Time

Please specify how many months you expect your project to last

8

[Proposal Summary] Translation Information

Please indicate if your proposal has been auto-translated

No

Original Language

en

[Proposal Summary] Problem Statement

What is the problem you want to solve?

The Cardano ecosystem has seen the rise of many high-risk meme coins, making it difficult to detect scams early and protect investors.

[Proposal Summary] Supporting Documentation

Supporting links

• https://www.cardano2vn.io
,
• https://lms.cardano2vn.io/
,
• https://github.com/nghiaphan04/HunterCoin.git
,
• https://cip68.cardano2vn.io

[Proposal Summary] Project Dependencies

Does your project have any dependencies on other organizations, technical or otherwise?

No

Describe any dependencies or write 'No dependencies'

No dependencies

[Proposal Summary] Project Open Source

Will your project's outputs be fully open source?

Yes

License and Additional Information

We will keep the project private while it is being developed. Once it is finished, we will release it publicly under the Apache 2.0 License so that anyone can use, improve, and build on it, helping grow a strong AI ecosystem on Cardano.

[Theme Selection] Theme

Please choose the most relevant theme and tag related to the outcomes of your proposal.

AI

[Campaign Category] Category Questions

Describe what makes your idea innovative compared to what has been previously funded (whether by you or others).

Our project is the first AI-driven risk assessment platform for Cardano meme coins combining on-chain transaction analysis, tokenomics patterns, and off-chain social sentiment in real time. Unlike existing explorers or price trackers, it scores credibility, explains the reasoning, and provides instant alerts, empowering safer investment decisions.

Describe what your prototype or MVP will demonstrate, and where it can be accessed.

The MVP will be a working web dashboard and public API showing live risk scores for selected Cardano meme coins. It will demonstrate automated data collection, rule-based and AI scoring, and alert notifications. The MVP will be accessible via a public test site and GitHub repository after development.

Describe realistic measures of success, ideally with on-chain metrics.

Success will be measured by:

• 50+ meme coins scored within 3 months.
• 500+ API calls/week from users or community tools.
• ≥5 early scam detections via on-chain events (policy unlock, Liquidity Pool withdrawal).
• User engagement from dashboard visits and feedback.

[Your Project and Solution] Solution

Please describe your proposed solution and how it addresses the problem

Problem perception:

The Cardano meme coin market is fast-growing but highly volatile and susceptible to scams such as rug pulls, liquidity drains, and policy unlock exploits. Currently, there is no dedicated platform that combines on-chain analytics, tokenomics evaluation, and social sentiment monitoring to provide real-time, trustworthy risk scores. This leaves both investors and developers without reliable tools to assess credibility before engaging with a token.

Reason for our approach:

We chose an AI-driven, rule-enhanced methodology because it can process vast amounts of blockchain data and social signals quickly, detect emerging risks earlier than manual monitoring, and provide consistent, explainable scoring. This hybrid approach balances transparency (through open rules) and adaptability (via AI learning).

Core Components:

1. Data Collection Layer

• Social Media Monitoring: Collects and analyzes sentiment from Twitter, Reddit, and Telegram to detect hype, warnings, or suspicious activities.
• On-chain Data: Fetches blockchain metrics via Blockfrost and Koios, including liquidity, token distribution, transaction patterns, and policy unlock events.
• Data Collector Bot: Aggregates and normalizes social and on-chain data for downstream AI analysis.

1. Backend & AI Layer

• AI/ML Engine: Computes the NDT Score by combining rule-based risk indicators with AI-driven predictions.
• Hybrid Methodology: Open rules provide transparency; AI adapts to evolving trends and emerging scams.
• Chat Interface: Users can interact with the AI to understand risk factors, historical trends, and reasoning behind scores.

1. Frontend & User Engagement

• HunterCoin Web App (Web3 Chat): Provides real-time NDT Scores, interactive AI chat, and visualization dashboards.
• API Access: Developers can integrate risk scores into wallets, DEXs, and tracking tools.

1. Smart Contract & Blockchain Layer

• NFT Minting (CIP-68 Standard): NDT Scores are minted as NFTs to create immutable, verifiable on-chain records of risk assessments.
• Cardano Blockchain Integration: Ensures trustless and transparent storage of risk scores.

Target engagement:

Our project will engage three key groups:

• Everyday investors looking for safer entry into meme coin markets.
• Developers and dApp builders seeking to integrate risk scoring into wallets, DEXs, and tracking tools via API.
• Researchers and community auditors who can review, validate, and improve the scoring system via open-source collaboration.

Impact demonstration:

Impact will be proven through measurable metrics such as:

• Number of meme coins scored and updated regularly.
• API usage statistics from third-party integrations.
• Documented early scam detections verified via on-chain events.
• User engagement analytics from the dashboard.

Unique value and importance to Cardano:

This will be the first AI-powered, Cardano-specific meme coin risk assessment tool that explains its reasoning, not just its score. By improving transparency and early detection of malicious activity, the platform will reduce investor losses, foster trust, and encourage healthy growth within the Cardano DeFi and meme coin ecosystems.

[Your Project and Solution] Impact

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

Positive Impact on the Cardano Community

This project is designed to bring tangible value to the Cardano ecosystem through multiple benefits, including:

• Market Safety: AI-powered, transparent risk scores help prevent investor losses from scams such as rug pulls and liquidity drains.
• Trust & Transparency: Open-source scoring rules and public APIs allow the community to verify, improve, and reuse our models.
• Developer Empowerment: Wallets, DEXs, and analytics platforms can integrate our API to deliver real-time risk information.
• Responsible Launches: Honest projects gain credibility through verified scoring, boosting adoption and community confidence.
• Advanced Analytics: AI-driven analysis expands Cardano’s capabilities in DeFi and meme coin markets, strengthening its position in blockchain risk intelligence.

How We Will Measure Impact

We will assess the project’s success using a combination of quantitative and qualitative metrics:

• Token Coverage: 50+ meme coins scored within 3 months
• API Adoption: ≥500 weekly API calls from community integrations.
• Scam Detection: ≥5 early scam detections verified via on-chain events.
• User Engagement: Dashboard visits, unique users, and average session duration.
• Community Feedback: Direct input from investors, developers, and researchers on accuracy and usability.

Sharing Results With the Cardano Community

Our progress and outcomes will be shared openly to maximize community benefit:

• Milestone Reports: Regular updates with verifiable on-chain evidence and usage statistics.
• Social Channels: Publishing findings and scam prevention case studies on X (Twitter), YouTube, and Facebook.
• Open-Source Repository: GitHub hosting scoring rules, AI model documentation, and datasets for collaboration.

[Your Project and Solution] Capabilities & Feasibility

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 combines proven blockchain expertise, strong technical execution, and recognized achievements in the Cardano ecosystem. With experience ranging from early participation in the Plutus Pioneer Program to delivering multiple funded Catalyst projects, we bring both deep technical skill and the ability to execute impactful, measurable solutions. The HunterCoin project builds on our track record of award-winning innovation and will be implemented by a multidisciplinary team covering blockchain architecture, smart contract engineering (CIP-68 NFT minting), full-stack development, AI/ML analytics, and project management.

The LMS - CaUTC project won 2nd prize, student Track at the Cardano Blockchain Hackathon 2025.

Experienced & Diverse Team:

• Blockchain veterans & mentors: Leadership with years of experience in Cardano development, stake pool operation, and advising funded proposals (Fund 6–13). Currently collaborating with the University of Transport and Communications, enabling strong potential for pilot implementation.
• Smart contract specialists: Skilled in Aiken and Move languages, with over two years of hands-on development for DApps, DeFi, and NFT-based solutions.
• Full-stack innovators: Capable of delivering end-to-end solutions from Web3 interface integration to on-chain credential issuance and real-time NFT minting.
• AI & Data Analytics Experts: Able to design AI/ML models for processing on-chain data (via Blockfrost and Koios) and social signals to compute reliable NDT Scores.
• Proven project leadership: Experienced in managing large-scale community initiatives, hackathons, and funded proposals across multiple Catalyst rounds.
• Academic–industry bridge: Members from the University of Transport and Communications combine academic research with real-world blockchain deployment.

Recognized Achievements:

• Award-winning solution: LMS–CaUTC earned 2nd Prize, Student Track at the Cardano Blockchain Hackathon 2025.
• Research excellence: 1st Prize – Scientific Research Competition (Blockchain); 3rd Prize – Scientific Research Competition (Blockchain).

Feasibility & Execution Plan:

• Technical readiness: Direct experience integrating smart contracts and AI analytics into existing platforms ensures smooth HunterCoin deployment.
• Proven workflow: Agile development methodology with milestone-based delivery, version control via GitHub, and transparent tracking of progress.
• Pilot-first approach: Deploy MVP scoring 5–10 meme coins and minting NDT Score NFTs at the University of Transport and Communications to validate adoption before scaling nationally.
• Risk mitigation: Strong governance, version control, and active community feedback loops ensure quality and sustainability.
• Security assurance: Smart contracts will undergo internal and third-party audits before deployment, ensuring trust and accountability.

Financial Accountability:

• Structured budgeting with clear allocations for development, deployment, and community engagement.
• Transparent reporting with periodic updates and deliverables shared openly with the Cardano community.
• Track record of responsible fund management across multiple successfully closed Catalyst projects.

Commitment to Open-Source & Community Growth:

• Source code, documentation, and deployment guides will be released publicly, enabling replication in other universities and communities.
• Insights and results from the pilot will be shared through workshops, online sessions, and community reports, directly contributing to the global Cardano knowledge base.
• Community engagement: API integration and real-time dashboards allow developers, researchers, and investors to access NDT Scores and verify platform data, fostering trust and ecosystem growth.

[Milestones] Project Milestones

Milestone Title

Project Kickoff, Research and System Design

Milestone Outputs

• Market research report on memecoin behavior and common scam patterns
• Detailed requirements for risk indicators including liquidity, ownership, policy unlock, and sentiment
• System architecture design and specification of the data collector bot
• UI and UX wireframes for dashboard and API
• Project management plan with timeline and resource allocation

Acceptance Criteria

• Research report and system architecture are published openly for community reference.
• Wireframes officially reviewed and feedback integrated.
• Initialized repo containing requirements, architecture, and project plan.
• Transparency: community can access and verify documents.

Evidence of Completion

• GitHub repo with PDF documents, architecture, and requirements.
• Wireframes and project plan uploaded publicly.
• Commit log demonstrating completed steps.

Delivery Month

1

Cost

9895

Progress

20 %

Milestone Title

Data Collector Bot

Milestone Outputs

• Bot to collect blockchain data including blocks, transactions, liquidity, and policy events
• Integration with multiple data sources such as Koios API, Blockfrost API, and DEX snapshot
• Normalized database schema using SQLite or Postgres with tables for blocks, transactions, policy events, and dex snapshots
• Synchronization mechanism using cursor or checkpoint to ensure no data is missed
• Documentation describing the bot architecture and providing setup instructions

Acceptance Criteria

• Bot runs in real time or on a scheduled basis using cron or async loop
• Collects at least 100 blocks and at least 1000 transactions to demonstrate stabilit
• Captures at least 10 policy events and at least one DEX snapshot
• Public repository available with clear setup and run instructions

Evidence of Completion

• Repository includes bot source code, sample configuration, and database schema
• Execution logs demonstrate that data is successfully written to the database
• Example of real collected data provided in JSON or SQLite dump format
• Report explains the bot workflow from input to processing and storage

Delivery Month

2

Cost

10526

Progress

40 %

Milestone Title

AI Risk Scoring Engine

Milestone Outputs

• AI engine combining on-chain data (from data collector) and social sentiment
• Hybrid scoring approach (AI + rule-based) with explainable results
• Training pipeline and evaluation report with benchmarks

Acceptance Criteria

• AI model achieves at least 70% accuracy in scam detection backtests
• Public repository includes code, training pipeline, and methodology
• Transparency ensured so the community can reproduce and verify results

Evidence of Completion

• Repository with AI engine code
• Sample dataset and benchmark report
• Training and testing documentation
• Demonstration of AI running on real blockchain data

Delivery Month

3

Cost

15579

Progress

70 %

Milestone Title

Dashboard, API & Smart Contract (CIP-68 NFTs)

Milestone Outputs

• Dashboard displaying real-time risk scores & token analytics.
• Developer API for wallet/DEX integration.
• Aiken smart contract for CIP-68 NFT risk scores with update capability.
• Minted NFT scores for ≥20 memecoins on testnet.

Acceptance Criteria

• Dashboard deployed and running on testnet, showing live risk scores and token analytics.
• Public API available with basic developer documentation for integration.
• NFT scores minted and updated on testnet.
• Transactions verified and visible on testnet explorer for transparency.

Evidence of Completion

• Demo video of real-time dashboard.
• Repo with frontend, backend, and smart contract code.
• Testnet transaction hashes proving NFT scores.
• Public API documentation and smart contract usage guide.

Delivery Month

1

Cost

13368

Progress

90 %

Milestone Title

Final Testing, Deployment & Project Closure

Milestone Outputs

• End to end integration test covering full flow from data collection bot to AI scoring engine to smart contract to dashboard
• Production deployment on cloud infrastructure for stable operation
• Open beta release for community testing and structured feedback collection
• Final close out report including evaluation metrics such as API usage scam detection cases NFT adoption and community impact

Acceptance Criteria

• Beta platform running stably on mainnet with core features fully integrated.
• Scam detections validated through on-chain evidence and test cases.
• Public close-out report released with evaluation metrics and performance results.
• Demo video available, showing the complete system workflow in real operation.

Evidence of Completion

• Final deployment report.
• Demo video of production system.
• Public repo with production version.
• Logs + community feedback records.

Delivery Month

1

Cost

9842

Progress

100 %

[Final Pitch] Budget & Costs

Please provide a cost breakdown of the proposed work and resources

Milestone 1: Project Kickoff Research and System Design

Estimated cost for this phase: 9895 ADA ⇔ 16.71%

Milestone 2: Data Collector Bot

Estimated cost for this phase: 10526 ADA ⇔ 17.78%

Milestone 3: Data Collector Bot

Estimated cost for this phase: 15579 ADA ⇔ 26.31%

Milestone 4: Dashboard, API & Smart Contract (CIP-68 NFTs)

Estimated cost for this phase: 13368 ADA ⇔ 22.58%

Milestone 5: Final Testing, Deployment & Project Closure

Estimated cost for this phase: 9842 ADA ⇔ 16.62%

Total: 59211 ADA

A comprehensive breakdown of the project's phases and deliverables can be found at:

https://docs.google.com/spreadsheets/d/1IFu2aXcT7mpPX62lC5WaiiVVYreMFahS6D3QxXKkvf8/edit?gid=0#gid=0

[Final Pitch] Value for Money

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

The total cost of the project reflects a careful balance between delivering high-quality outcomes and ensuring responsible use of funds within the Cardano ecosystem. Here’s how the project represents value:

1. Proportional to Local and Industry Rates: All team members’ compensation aligns with average professional wages in our country and typical freelance rates in the blockchain and software development industry. This ensures fair remuneration while maintaining cost-efficiency.
2. Milestone-Based Spending: The budget is divided across clearly defined milestones (MS1–MS5), each associated with concrete deliverables such as system architecture, model training, frontend development, and integration testing. This structured approach guarantees that every dollar is tied to measurable progress.
3. Creating Ecosystem Value: By funding this project, the Cardano ecosystem gains a robust, modular infrastructure:

• Data collector bots and adapters enhance blockchain data accessibility.
• AI-driven analytics and sentiment processing improve decision-making for users and developers.
• Smart contract integration strengthens the ecosystem’s DeFi and DApp capabilities.
• Every component contributes to the long-term usability, security, and innovation potential on Cardano.

1. Efficient Resource Allocation: Costs are optimized by careful planning of hours, team size, and technology use. For instance, we avoid unnecessary overhead and ensure that every milestone is achievable within budget, maximizing value per ADA spent.

Conclusion:

Investing in this project is a strategic use of funds that produces tangible, measurable outcomes for the Cardano ecosystem, from technical infrastructure improvements to enhanced adoption and usability.

[Required Acknowledgements] Consent & Confirmation

Terms and Conditions:

Yes