Llama 4 Scout just dropped. Run it locally today.
Run 109B Models on a 16GB Laptop
The first MoE expert surgery tool. Compress any LLM to fit your hardware.
MoE detected (384 experts, top-32)Pruning experts: 384 → 96Done! 2,080 GB → 145 GB (14.3x)88.4% quality | 6.2 tok/sCapabilities
Three Engines, One Command
MoE Expert Surgery
Cut inactive experts from MoE models. First production tool — zero competitors.
Quantization
GGUF Q2 through Q8. One command. Any model. Ready for Ollama.
AI Route Selector
AI analyzes your model + hardware, picks the optimal compression recipe.
Free Tool
What can you run on your hardware?
Select your hardware and task. See which models fit.
RAM
Task
0 models
No models fit 16 GB for this task.
Proof
Real Compression Results
Llama 4 Scout 109B compressed to 16GB GGUF with 82% quality retained
2,080GB
Raw
145GB
Smelted
14.3x
quality-report.json
InputKimi K2.5 (1T params)
ArchitectureMoE (384 experts)
Original2,080 GB
Compressed145 GB
Ratio14.3x
Quality88.4% retained
Speed6.2 tok/s (2×H100)
0B
Model frontier
Kimi K2.5 hit 1 trillion.
0GB
GPU ceiling
Consumer VRAM since 2022.
0
Models supported
From 8 countries. All families.
0%
Run uncompressed
Tooling too fragmented.
Run models nobody else can fit on your GPU
The first MoE expert surgery tool. Compress any LLM to fit your hardware.