Idea Pie

https://gamma.app/docs/Idea-Pie-AI--ejp8jhnqwhg7uf3

🥧 Idea Pie - Decentralized Fair Contribution Protocol

🔍 One-liner

A trustless, AI-powered protocol that ensures algorithmic fairness in team reward allocation through verifiable on-chain contribution proofs.

📌 Problem: The Fairness Crisis in Collaborative Work

Traditional team allocation models suffer from systemic unfairness:

• Black-box decisions: Allocation processes lack transparency and breed bias

• Centralized authority: Subjective decisions by project leaders create power imbalances

• No standards: Absence of referenceable fair allocation precedents

• Unverifiable outcomes: Distribution results cannot be audited by third parties

This doesn't just affect current collaborations—it undermines long-term trust and the entire creator economy ecosystem.

💡 Solution: Algorithmic Fairness Protocol

Idea Pie is a decentralized fair allocation protocol that redefines value distribution in team collaboration through algorithmic transparency and on-chain governance.

🧠 Core Innovations

1. Algorithmic Transparency: Shapley Value + AI evaluation with fully auditable computation

2. Decentralized Governance: Allocation decisions based on algorithmic consensus, not single authority

3. Contribution Sovereignty: Individual contribution data fully controlled and verified by contributors

4. Composability: Protocol designed for integration across Web3 projects

🔐 Advancing "Technological Fairness"

🚀 Architecture & Implementation

User Input → AI Evaluation → Shapley Algorithm → On-chain Governance → Immutable Record
    ↓           ↓              ↓                ↓                  ↓
Role/Contrib  Smart Scoring   Fair Calculation  Community Verify   Reputation Build

Phase 1: Core Protocol (Hackathon Target)

• Fair Algorithm: Shapley Value implementation for contribution-based allocation

• AI Evaluation Engine: LLM-powered contribution assessment with explainable reasoning

• Smart Contract Layer: Immutable allocation recording and governance mechanisms

• Decentralized Storage: IPFS for evaluation details and reasoning transparency

Phase 2: Ecosystem Integration (Post-Hackathon)

• FAIR3 Native Integration: Deep integration with FAIR3 ecosystem components

• Multi-token Support: Flexible allocation across different token types

• DAO-friendly Modules: Governance tools for decentralized organizations

• Cross-project Reputation: Aggregated reputation across multiple collaborations

🛠 Technical Stack

• Protocol Layer: Solidity smart contracts (allocation recording + governance)

• AI Layer: LLM-based evaluation engine (explainability-first approach)

• Storage Layer: IPFS (decentralized metadata and reasoning storage)

• Frontend Layer: Next.js + Web3 integration (user-friendly interface)

• Multi-chain: BNB Chain compatible with cross-chain expansion capability

🎯 MVP Features

Core Functionality

• ✅ Contribution Input Interface: Role-based contribution tracking

• ✅ AI-powered Evaluation: Intelligent task assessment and scoring

• ✅ Shapley Value Calculation: Mathematical fairness algorithm

• ✅ On-chain Recording: Immutable allocation proof storage

• ✅ Transparency Dashboard: Full audit trail of allocation decisions

Advanced Features

• 🔄 Reference Case System: Learn from historical allocation patterns

• 🔄 Dispute Resolution: Community-driven fairness verification

• 🔄 Reputation Aggregation: Cross-project contribution tracking

• 🔄 Integration APIs: Easy adoption by other Web3 projects

🌱 Roadmap: Building the Fair Creator Economy

Immediate (Hackathon Period)

• ✅ Core algorithm implementation and validation

• ✅ Basic Web3 integration with smart contracts

• ✅ Working MVP demonstration with real use cases

Short-term (Ecosystem Integration)

• 🔄 FAIR3 native ecosystem integration

• 🔄 Contribution NFTs and reputation system

• 🔄 Multi-project reputation aggregation

Long-term (Protocol Adoption)

• 🚀 Standard module for Web3 collaboration

• 🚀 Complex DAO governance scenario support

• 🚀 AI-driven dynamic fairness algorithms

🏆 Impact & Originality

Solving Real Problems

• Addresses genuine fairness issues in collaborative work

• Creates precedent for transparent allocation systems

• Builds trust infrastructure for future collaboration

Technical Innovation

• Novel combination of game theory + AI + blockchain

• First implementation of verifiable Shapley Value on-chain

• Explainable AI for contribution assessment

Ecosystem Value

• Composable protocol for widespread adoption

• Reduces friction in team formation and collaboration

• Enables new models of decentralized work

Alignment with FAIR3

• Embodies "technological fairness" philosophy

• Advances transparent, verifiable systems

• Challenges centralized allocation authority

🎬 Demo Scenario

"Imagine a hackathon team of 4: Alice (full-stack dev), Bob (AI specialist), Carol (UI/UX), David (strategy/demo). They win $8,000. Instead of awkward negotiations, they use Idea Pie:

1. Each inputs their contributions and hours

2. AI evaluates task complexity and impact

3. Shapley Value calculates fair splits: Alice 35%, Bob 30%, Carol 20%, David 15%

4. Results recorded on-chain with full reasoning

5. Transparent, verifiable, and reusable for future reference"

This project directly tackles the core mission of "technological fairness" through practical, implementable solutions that can scale across the Web3 ecosystem. By combining mathematical rigor, AI transparency, and blockchain immutability, Idea Pie represents the future of fair, decentralized collaboration.