Update README.md

README.md

@@ -6,6 +6,8 @@ tags:
 - transformers
 - unsloth
 - qwen3_moe
+- hybrid-thinking
+- coding-assistant
 license: apache-2.0
 language:
 - en
@@ -25,10 +27,10 @@ new_version: Daemontatox/FerrisMind
 - **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  
+- **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**.  
+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  
@@ -47,8 +49,8 @@ It is optimized for:
 
 ## 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  
+- **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  
@@ -66,37 +68,4 @@ async fn main() -> io::Result<()> {
     file.read_to_string(&mut contents).await?;
     println!("File content: {}", contents);
     Ok(())
-}
-```
-
-```rust
-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}}
 }