Multi-Agent Climate Policy Debate Simulator | RAG, FastAPI & Ollama
Laharika Sabbella
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Multi-Agent Climate Policy Debate Simulator | RAG, FastAPI & Ollama
2 просмотра · 4 дн. назад
Laharika Sabbella
1 подписчик
2 просмотра · 4 дн. назад
Keywords: ClimateDebateAI, Climate Policy Debate Simulator, Multi-Agent AI, FastAPI, Ollama, RAG, ChromaDB, Python, Local LLM, Climate Policy, AI Agents, Policy Simulation, SentenceTransformers
🚀 *PROJECT OVERVIEW*
ClimateDebateAI is a multi-agent climate policy debate simulator that models how the USA, EU, and China might respond to policy topics using local AI and retrieval-augmented generation.
The system grounds agent arguments in country-specific policy documents and uses a local language model to generate debate turns.
✨ *KEY FEATURES*
Multi-agent debate simulation across the USA, EU, and China
Retrieval-augmented generation using ChromaDB and SentenceTransformers
Local LLM response generation through Ollama
Topic-driven debate rounds with stance classification
FastAPI backend with debate and policy endpoints
Browser-based interface for interactive debate playback
Docker Compose setup for local deployment
🛠️ *TECHNOLOGY STACK*
Python 3.10
FastAPI
Ollama and Llama 3
ChromaDB
SentenceTransformers
Hugging Face Hub
HTML, CSS, and JavaScript
Docker and Docker Compose
Local JSON policy datasets
📂 *GITHUB REPOSITORY*
https://github.com/SabbellaLaharika/C...
🎥 *ABOUT THIS DEMO*
This demo highlights the architecture and implementation of a multi-agent AI system for climate policy simulation. FastAPI orchestrates debate rounds, a RAG pipeline retrieves relevant policy context from local datasets, and Ollama generates agent responses grounded in those policy points.
The frontend presents the debate in a browser interface with animated message rendering and stance labels. The project demonstrates retrieval, agent orchestration, and local inference in a single application.
If you're interested in AI systems combining retrieval, local LLMs, and agent workflows, star the repository and subscribe for more software engineering project demonstrations.
#️⃣ *HASHTAGS*
#ClimateAI #MultiAgentSystems #FastAPI #Ollama #RAG #ChromaDB #Python #ClimatePolicy #GenerativeAI #LLM #SoftwareEngineering #MachineLearning #AIApplications #LocalAI #PolicySimulation