Qurultai AI

The Digital Council for Transparent Governance

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📜 Executive Summary

Qurultai is a sovereign, multi-agent decision support platform designed to modernize public administration. Named after the ancient Turkic council of leaders, Qurultai simulates a "Digital Cabinet" where AI agents represent specific government ministries.

These agents analyze policy documents, detect conflicts between legal frameworks, and collaborate to generate consensus-based recommendations. It transforms the opaque, siloed process of government decision-making into a transparent, auditable, and efficient digital workflow.

🔥 The Problem

Government decision-making is plagued by Institutional Fragmentation:

• Siloed Data: Ministries operate independently; decisions by one often violate the regulations of another.
• Opacity: Citizens and businesses often cannot understand why a decision was made or which laws apply.
• Latency: Inter-ministerial coordination is manual, paper-based, and slow.

💡 The Solution

Qurultai introduces an Agentic Orchestration Layer over government data.

1. Input: A user (Citizen, Business, or Official) submits a query or document.
2. Council: Specialized AI agents (Finance, Justice, Ecology) analyze the input against their specific legal knowledge bases.
3. Debate: Agents identify conflicts and propose solutions in a transparent "Group Chat" format.
4. Consensus: A Synthesizer agent compiles the debate into a structured, legally referenced PDF report.

🚀 Key Features

• The Council Chamber: A unique chat interface where users observe AI agents debating and collaborating in real-time.
• Agent Orchestration Panel: An admin dashboard to create, configure, and deploy specialized agents (e.g., assign "Tax Code" to the Finance Agent).
• Sovereign RAG Engine: Retrieval-Augmented Generation runs locally using Ollama, ensuring sensitive government data never leaves the infrastructure.
• Explainable AI: Every decision is traced back to specific articles in the law. No "Black Box" answers.
• PDF Report Generation: Automatic creation of official-style documents for government circulation.

🛠️ Tech Stack & Architecture

This project uses a modular, sovereignty-first architecture:

Component	Technology
Orchestration	LangGraph (State Machine for Cyclic Debates)
Frontend	Vue.js 3 + Vite + PrimeVue
Backend	FastAPI (Python)
Local LLM	Ollama (Llama 3 / Mistral)
Vector Store	ChromaDB
Database	SQLite
Embeddings	Nomic Embed Text (via Ollama)

Architecture Flow

graph LR
    A[Vue.js Client] --> B[FastAPI Gateway]
    B --> C{LangGraph Router}
    C --> D[Agent: Finance]
    C --> E[Agent: Ecology]
    C --> F[Agent: Justice]
    D --> G[ChromaDB RAG]
    E --> G
    F --> G
    D <--> H[Debate Loop]
    E <--> H
    F <--> H
    H --> I[Synthesizer Agent]
    I --> J[Final Report PDF]

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🤝 Team

Qurultai: Where Tradition Meets Digital Intelligence.