Daemontatox / FerrisMind

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
• Model type: Instruction-tuned large language model for code generation

Model Summary

FerrisMind is a finetuned variant of Qwen3 Coder Flash, specialized for Rust programming .
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
• Methods: Instruction tuning and domain-specific data

Limitations

• May generate non-compiling Rust code in complex cases

Example Usage

// 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(())
}

use std::thread;
use std::sync::mpsc;

fn main() {
    let (tx, rx) = mpsc::channel();

    for i in 0..5 {
        let tx_clone = tx.clone();
        thread::spawn(move || {
            let message = format!("Message from thread {}", i);
            tx_clone.send(message).unwrap();
        });
    }

    drop(tx); // Close the original sender

    for received in rx {
        println!("Got: {}", received);
    }
}

@misc{daemontatox2025ferrismind, title={FerrisMind: Rust-specialized Qwen3 Coder Finetune}, author={Daemontatox}, year={2025}, howpublished={\url{ https://huggingface.co/Daemontatox/FerrisMind}} }