# Examples

## Quick start

```bash
# Build first
make -j$(nproc)

# Hello world
./examples/hello.sh /path/to/model.gguf

# Chat with system prompt
./examples/chat.sh /path/to/model.gguf "You are a desert ecology expert."

# Benchmark
./examples/bench.sh /path/to/model.gguf 10

# Expert profiling (MoE models)
./examples/profile_experts.sh /path/to/kimi-k2.5.gguf expert_data.csv
```

## Notes

- All scripts take the model path as first argument
- Chat template is auto-detected from GGUF metadata
- Expert profiling only produces data for MoE models (Kimi K2.5, DeepSeek V3)