.ragfine — Perfect AI starts here.

Framework that helps you build, evaluate, and refine RAG component in generative AI pipelines with surgical precision.

Developed by IncubeAI — founded by Artur Bak.

---

🧠 What is .ragfine?

.ragfine is a modular framework that helps you build, evaluate, and refine RAG component.
It automatically analyzes retrieval quality, semantic coherence, prompt strategy, and response alignment — helping your AI reason more clearly.

---

✨ Features

• 🔍 Retrieval Diagnostics — detect irrelevant or missing chunks.
• 🧩 Embedding Alignment — optimize vector representations for semantic precision.
• 🧠 Prompt Refinement — evaluate and fine-tune query templates dynamically.
• 📈 Performance Tracking — continuous feedback on retrieval + generation quality.

---

🚀 Quick Start

```bash pip install ragfine ragfine analyze --config config.yaml