Minimal Agentic AI Template (Ollama default)

This repository is a minimal, GitHub-ready template demonstrating an Agentic AI pattern:

• Base Agent (generates content)
• Reflection Agent (validates & improves)
• Pluggable model backend: Ollama (local) or OpenAI (cloud)

Quickstart

1. Clone or download this repo.
2. Install dependencies:

   pip install -r requirements.txt
   

3. If using Ollama (recommended for local experimentation):
   • Install and run Ollama server (see https://ollama.com)
   • Pull models, e.g.:

     ollama pull qwen2.5:14b-instruct
     ollama pull qwen3:7b-instruct
     

4. Run:

   python main.py
   

Configuration

Edit config.py to switch backend or model names. Default backend = Ollama.

Files

• models/model_client.py : abstracts model calls (Ollama/OpenAI)
• agents/base_agent.py : base test-case generator
• agents/reflection_agent.py : reflection/repair agent
• main.py : example runner and Excel export

Notes

• This template is intentionally minimal and educational — production systems need more error handling, authentication, rate-limiting, and observability.