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+<div align="center">
+
 # Organ Architect
-*Part of the Inference-X Ecosystem*
 
-[![License: BSL-1.1](https://img.shields.io/badge/License-BSL_1.1-orange.svg)](LICENSE)
+**Visualize and analyze AI model internals**
 
-**Analyze AI model internals. Like an MRI for AI models.**
+[![Status](https://img.shields.io/badge/Status-Beta-blue.svg)]()
 
-Before transplanting organs between models, you need to understand what's inside.
-Organ Architect visualizes layers, attention heads, and topology of GGUF models.
+[inference-x.com](https://inference-x.com)
+
+</div>
+
+---
+
+## What is Organ Architect?
+
+Organ Architect is a visual tool for exploring the internals of GGUF AI models. Think of it as a surgical suite for neural networks — layer shapes, attention patterns, weight distributions, all visible.
+
+## Features
+
+- **Architecture visualization** — interactive graph of all layers
+- **Attention head analysis** — what each head attends to
+- **Weight distribution** — histograms per layer
+- **Layer comparison** — diff two models layer-by-layer
+- **Export** — save analysis as JSON or PDF report
+
+## Quick start
 
-## Deploy
 ```bash
-pip install fastapi uvicorn python-multipart
-python organ_architect.py
-# → Web UI + API at http://localhost:7940
+git clone https://git.inference-x.com/inference-x-community/organ-architect
+cd organ-architect && npm install
+npm start
+
+# Open http://localhost:3000
+# Drag and drop any .gguf file
 ```
 
-## API
-```
-GET  /              — Web interface (upload GGUF)
-POST /analyze       — Analyze GGUF model architecture
-POST /extract-spec  — Get transplantation specification
-GET  /health        — Service status
-```
+## Supported architectures
 
-## Use Cases
-- Understand model architecture before fine-tuning
-- Compare architectures across model families
-- Plan organ extraction strategies
+LLaMA · Mistral · Mixtral · Qwen · Phi · Gemma · Falcon · GPT-NeoX · Command-R · and all GGUF-format models
 
-## Roadmap
-- [ ] Attention pattern visualization
-- [ ] Weight distribution analysis
-- [ ] Layer similarity comparison
-- [ ] Automatic organ boundary detection
-- [ ] Export to Organ Store format
+---
 
-Built in Morocco for the world. 🇲🇦
-
-## License
-[Business Source License 1.1](LICENSE)
-**Author:** Salka Elmadani
+*See also: [organ-architecture](https://git.inference-x.com/inference-x/organ-architecture) · [organ-store](https://git.inference-x.com/inference-x-community/organ-store)*