Organ Architecture

Neural network surgery and checkpoint engineering

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

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.

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inference-x.com · BSL 1.1