# Starknet Winter Hackathon
https://app.buidlbox.io/starknet/starknet-winter

Arkthemist

Project Information:
* Link To Work (Github repo, Google Drive, Dropbox etc) - PENDING
* Demo URL - PENDING
* Video URL - PENDING
*** Project name: Arkthemist
*** Project short bio: Arkthemist offers Arbitration as a Service (AaaS), resolving disputes outside court through neutral arbitration. With AI for unbiased decisions and blockchain for transparency, scalability, and security, it ensures efficient, fair, and secure outcomes
* Project long description - PENDING
* Project logo - PENDING
* Project banner - PENDING
* Twitter - PENDING
* Discord server - PENDING
* Telegram - PENDING
* Email - PENDING

# Starknet Denver Hacker House
https://www.starknethackerhouse.io/

**Arkthemist Project One-Pager**

### **Project Overview**
Arkthemist offers Arbitration as a Service (AaaS), resolving disputes outside court through neutral arbitration. By integrating AI for unbiased decisions and blockchain for transparency, scalability, and security, Arkthemist ensures efficient, fair, and secure outcomes for all participants.

### **Key Features**
- **AI-Powered Arbitration**: Utilizing advanced AI to provide impartial and accurate decisions in dispute resolution.
- **Blockchain Transparency**: Leveraging blockchain for verifiable, tamper-proof arbitration records.
- **Scalable Architecture**: Built for high-performance arbitration processes, adaptable to varying dispute complexities.
- **Legal Framework Integration**: Incorporating jurisdiction-specific datasets for tailored arbitration services.

### **Technical Specifications**
- **Backend Development**:
- **Languages/Frameworks**: Cairo for StarkNet smart contracts.
- **Escrow System**: Smart contract functionality enabling secure arbitration processes.
- **AI Development**:
- Fine-tuning OpenLlama or similar models with legal datasets.
- Developing pre-trained modules for various jurisdictions and arbitration use cases.
- **Frontend Development**:
- Integrating with StarkNet plugins for intuitive user interfaces.
- Supporting role-based configurations for arbitrators and participants.
- Supporting account abstraction to simplify user experience for non crypto-natives.

### **Team and Responsibilities**
- **Fine-tuning AI/Prompt Engineering**:
- Steven Cartavia/Gerson Loaiza
- **Front End Development/Plugin Integrations**:
- Robert Ramirez
- **Cairo Smart Contracts/Eliza Setup**:
- Jonatan Chaverri
- **Product Management/General Support**:
- Andy Guzman

### **Current State**
- Project is in its early stages with foundational planning underway.
- Initial architecture has been devised and deliverables for POC are defined.
- Team alignment and task assignments completed.

### **Deliverables**
1. Fine-tuned AI model with legal datasets. (legaslation bodies + court cases)
2. Adapted Starknet plugin capable of triggering arbitration processes.
3. Fully functional escrow system and arbitration contract in Cairo.
4. User-friendly frontend interface with plugin integrations.
5. Comprehensive testing and deployment.
6. *Contributions to Starknet Eliza Plugin.
7. Integration of Account Abstraction for enhanced user experience and onboarding.

### **Future Deliverables and Enhancements**
The ones above consitute the goals to deliver in the hacker house. However future ideas include.
1. Support for ZK to enable privacy when uploading supporting documentation and evidence from each party.
2. Exploring multiparty computation (MPC) to find private set intersections of interests for common resolution grounds.
3. Expansion to support more jurisdictions with custom-trained models.
4. Validity proofs for data used in AI model training, ensuring users can verify and choose the best judge for their process.

### **Business Model**
- **Fee-Based Arbitration**: A fee is charged per arbitration case. Traditional arbitration services typically charge 10-25% of the disputed amount, while judges and courts may impose a similar percentage or flat fees. Arkthemist aims to provide a competitive fee structure, offering significant cost savings.
- **Market Opportunity**: The global alternative dispute resolution market is valued at $15 billion annually, with arbitration constituting a large segment. Arkthemist’s approach enables transparency and scalability in this market.
- **Collaborative Ecosystem**: Partnerships with legal entities and blockchain projects to expand use cases and adoption.

### **User Journey**
1. **Onboarding**: Both parties create a smart contract by listing their addresses and adding supporting evidence.
2. **Engagement**: Users select the AI model to act as a judge for their particular case.
3. **Resolution**: Transparent and secure outcomes delivered via smart contracts.
4. **Advancement**: Users can claim their monetary compensation by executing the onchain actions on the escrow.

### **Competitors and Differentiators**
- **Traditional Arbitration Services**: Examples include the American Arbitration Association (AAA) and the International Chamber of Commerce (ICC). These organizations often charge high fees (up to 25% of the disputed amount) and have long resolution times.
- **Web3 Alternatives**: Competitors like Kleros provide decentralized dispute resolution but lack the advanced AI integration and tailored jurisdictional support offered by Arkthemist.
- **Market Differentiation**:
- **Speed**: Resolutions occur within days instead of weeks or months.
- **Fairness and Impartiality**: AI ensures unbiased judgments.
- **Cost**: Competitive pricing compared to traditional arbitration (targeting 5-10% fees).
- **Transparency**: Blockchain-backed processes provide immutable records.
- **Customizability**: Tailored AI models for specific jurisdictions and cases.

# Starkware x Realms World Agent Hackathon
https://lu.ma/Agent-hack

**Is your project Open Source?**
Yes

**Which Core tracks do you wish to apply for?**
Starkware

**What is your planned project for this hackathon? A brief overview will suffice.**
An AI Mediator resolving financial disputes on Starknet using Costa Rican laws. It ensures fairness by determining fund recipients transparently, leveragnig blockchain for secure, immutable conflict resolution ina. modern, automatid and efficient way.

**Please provide a concise overview of the technical aspects of your project, focusing on how AI and the agentic frameworks will be utilized.**
The AI will be pre-trained on Costa Rican law and serve as a judge to mediate disputes between two parties.

**Please provide an overview of your team, including key details about its members and their roles.**
Steven Cordero - backend dev
Gerson Loaiza - backend dev
Jonatan Chaverri - backend dev
Robert Ramirez - frotnend dev
Andy Guzman - product owner

# Additional

Idea: On-Chain AI Lawyer ("God-Lawyer") Governance and Legal Applications
Problem: Legal systems are slow, opaque, and often biased, with arbitration and dispute resolution being expensive and time-consuming.
Solution: A legal AI trained on a country’s complete legal framework (e.g., Costa Rica’s canon) runs within a Trusted Execution Environment (TEE) to dictate legally binding sentences, eliminating traditional arbitration.
Market Opportunity: The legal tech market is projected to exceed $50 billion+ globally by 2030, driven by demand for automated and transparent legal processes.
Why AI On-Chain Agents:
- Blockchain ensures immutability and transparency of legal decisions.
- AI enables instant dispute resolution based on codified law.
- Decentralization removes intermediaries, lowering costs.