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# Organ Architecture
**Neural network surgery and checkpoint engineering**
[Inference-X](https://inference-x.com) · [Community](https://git.inference-x.com/inference-x-community) · [Organ Store](https://git.inference-x.com/inference-x-community/organ-store)
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Organ Architecture provides tools to analyze, modify, and recombine AI model components. Visualize attention heads, extract MLP layers, transplant capabilities between models — all locally.
## What You Can Do
- **Visualize** — Inspect layer activations, attention patterns, embedding geometry
- **Extract** — Pull specific layers, heads, or modules from any GGUF model
- **Transplant** — Merge capabilities from multiple models
- **Prune** — Remove redundant layers to create smaller, faster models
- **Quantize** — Convert between precisions (F32 → F16 → Q8 → Q4 → Q2)
## Supported Model Families (Feb 2026)
Llama 3.x · Qwen 2.5 · DeepSeek R1 · Mistral · Gemma 2 · Phi-4 · Command-R
## Quick Start
```bash
git clone https://git.inference-x.com/inference-x/organ-architecture
cd organ-architecture && make
# Analyze a model
./organ analyze model.gguf
# Visualize attention patterns
./organ visualize model.gguf --layer 16 --head 0
# Extract layers 0-20
./organ extract model.gguf --layers 0-20 --output model_small.gguf
# Merge two models (50/50)
./organ merge base.gguf specialist.gguf --ratio 0.5 --output merged.gguf
# Quantize F16 → Q4_K_M
./organ quantize model.f16.gguf --target Q4_K_M
```
## Organ Store Integration
Share and download model organs at [git.inference-x.com/inference-x-community/organ-store](https://git.inference-x.com/inference-x-community/organ-store).
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[inference-x.com](https://inference-x.com) · BSL 1.1