README.md

---
base_model:
- Qwen/Qwen3-Coder-30B-A3B-Instruct
tags:
- text-generation-inference
- transformers
- unsloth
- qwen3_moe
- hybrid-thinking
- coding-assistant
license: apache-2.0
language:
- en
datasets:
- Tesslate/Rust_Dataset
- Tesslate/Gradient-Reasoning
library_name: transformers
new_version: Daemontatox/FerrisMind
---
![image](./image.png)

# FerrisMind (Daemontatox, 2025)

## Model Details
- **Model name:** Daemontatox/FerrisMind  
- **Developed by:** Daemontatox  
- **Year released:** 2025  
- **License:** apache-2.0  
- **Base model:** [unsloth/qwen3-coder-30b-a3b-instruct](https://huggingface.co/unsloth/qwen3-coder-30b-a3b-instruct)  
- **Model type:** Instruction-tuned large language model for code generation, specifically designed to mimic hybrid thinking and utilize it in coding instruct models. 

## Model Summary
FerrisMind is a finetuned variant of Qwen3 Coder Flash, specialized for **Rust programming**. It was trained using GRPO in an attempt to mimic hybrid thinking and utilize it in coding instruct models. 
It is optimized for:
- Idiomatic Rust generation  
- High-performance and memory-safe code practices  
- Fast inference and completion speed  
- Practical coding assistant tasks, from boilerplate scaffolding to compiler-level optimizations  

## Intended Use
- Rust development assistance  
- Generating idiomatic and production-ready Rust code  
- Accelerating prototyping and compiler-level workflows  
- Educational use for learning Rust best practices  

### Out of Scope
- Non-code general conversation  
- Unsafe or malicious code generation  

## Training
- **Finetuned from:** unsloth/qwen3-coder-30b-a3b-instruct  
- **Objective:** Specialization in Rust code generation and idiomatic best practices, mimicking hybrid thinking. 
- **Methods:** Instruction tuning with GRPO and domain-specific data  

## Limitations
- May generate non-compiling Rust code in complex cases  

## Example Usage
```rust
// Example: Async file reader in idiomatic Rust
use tokio::fs::File;
use tokio::io::{self, AsyncReadExt};

#[tokio::main]
async fn main() -> io::Result<()> {
    let mut file = File::open("example.txt").await?;
    let mut contents = String::new();
    file.read_to_string(&mut contents).await?;
    println!("File content: {}", contents);
    Ok(())
}