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+<div align="center">
+
 # Organ Store
-*Part of the Inference-X Ecosystem*
 
-[![License: BSL-1.1](https://img.shields.io/badge/License-BSL_1.1-orange.svg)](LICENSE)
+**Extract, share and transplant AI model components**
 
+[![Status](https://img.shields.io/badge/Status-Alpha-orange.svg)]()
 
-Neural networks have anatomy: attention heads, FFN blocks, expert layers, embeddings.
-The Organ Store is the community marketplace for these components.
+[inference-x.com](https://inference-x.com)
+
+</div>
+
+---
+
+## What is Organ Store?
+
+Organ Store is a community marketplace for AI model "organs" — specific layers, attention heads, or MLP blocks that can be transplanted between compatible models.
+
+## Why organs?
+
+Fine-tuning entire models is expensive. Fine-tuning specific organs (e.g., "the math reasoning layers") is fast and cheap. Organ Store lets the community share these improvements.
+
+## How it works
 
 ```
-Source Model → Extract Organ → Publish → Transplant into Target
-    🧠              ⚗️             📦            💉
+1. Extract → use Organ Architecture to pull specific layers
+2. Fine-tune → train on your dataset
+3. Share → publish as an organ with metadata
+4. Transplant → apply to any compatible base model
 ```
 
-## Deploy
-```bash
-pip install fastapi uvicorn
-python organ_store.py
-# → API at http://localhost:7939
-```
+## Example use cases
 
-## Organ Types
-| Type | Description |
-|------|-------------|
-| `attention_head` | Specialized attention mechanisms |
-| `ffn_block` | Feed-forward network layers |
-| `expert_block` | MoE expert blocks (Mixtral, DeepSeek) |
-| `embedding` | Domain-specific embedding layers |
-| `lm_head` | Language model heads |
-| `custom` | Any other component |
+- Share "code generation" layers trained on your proprietary codebase
+- Download and apply "French language" organs to improve a base model
+- Mix organs from different models to create hybrids
 
-## API
-```
-GET  /catalog         — Browse organs (filter by type)
-POST /publish         — Publish organ to community
-GET  /organ/{id}      — Get organ details + download
-GET  /health          — Service status
-```
+## Status
 
-Built in Morocco for the world. 🇲🇦
+Alpha — concept validated, marketplace in development.
 
-## License
-[Business Source License 1.1](LICENSE)
-**Author:** Salka Elmadani
+---
+
+*See also: [organ-architecture](https://git.inference-x.com/inference-x/organ-architecture) · [organ-architect](https://git.inference-x.com/inference-x-community/organ-architect)*