README.md

---
base_model: unsloth/magistral-small-2506
tags:
- text-generation-inference
- transformers
- unsloth
- mistral
license: apache-2.0
language:
- en
library_name: transformers
---

### highly experimental model , might not work as expected
# 🧠 Daemontatox/mini-overthinker

**A highly experimental attempt to fine-tune [Magistral (Mistral)](https://huggingface.co/unsloth/magistral-small-2506) for enhanced staged reasoning with self-reflective thinking patterns.**

---

## 📌 Summary

* **Base Model**: [`unsloth/magistral-small-2506`](https://huggingface.co/unsloth/magistral-small-2506)
* **Fine-tuned by**: `Daemontatox`
* **Model Name**: `Daemontatox/mini-overthinker`
* **License**: Apache 2.0
* **Language**: English
* **Status**: 🔬 Experimental – *Not intended for production use.*

---

## ⚠️ Disclaimer

> This model is **not designed for production**. It is an **experimental prototype** to explore cognitive-loop-style reasoning with reflection. It may behave unpredictably, hallucinate, or fail to follow standard instruction formats. Use only for research and prototyping.

---

## 🧠 Motivation

This model was fine-tuned to:

* Think in **staged batches**.
* Insert **intermediate reasoning steps**.
* Pause to **self-reflect** on its own outputs.
* Encourage **Theory-of-Mind-like behavior** via structured thinking templates.

Inspired by the *SUPERTHINKER* design used in [`HelpingAI/Dhanishtha-2.0-SUPERTHINKER`](https://huggingface.co/datasets/HelpingAI/Dhanishtha-2.0-SUPERTHINKER), this model attempts a similar multi-phase thought process in a lightweight setup.

> **Special thanks** to the creators of [`HelpingAI/Dhanishtha-2.0-SUPERTHINKER`](https://huggingface.co/datasets/HelpingAI/Dhanishtha-2.0-SUPERTHINKER) for the dataset structure and inspiration behind this staged reasoning approach.

---

## 🧪 Example Prompt Structure

```text
Q: What are the downsides of AI regulation?

Think Step 1:
<|THINK|> Regulation might slow innovation. It could also centralize power in large companies.

Answer Attempt 1:
<|ANSWER|> Slower innovation and reduced competition.

Reflection:
<|REFLECT|> The points are valid, but lack mention of potential misalignment with global norms.

Final Answer:
<|FINAL|> The main downsides are slower innovation, centralized control, and difficulty in harmonizing global frameworks.
```

---

## 🔧 Inference Code (Transformers)

```python
from transformers import AutoTokenizer, AutoModelForCausalLM, TextStreamer
import torch

model_id = "Daemontatox/mini-overthinker"

tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto")

streamer = TextStreamer(tokenizer)

prompt = """Q: What is intelligence?

Think Step 1:
<|THINK|> Intelligence involves pattern recognition, abstraction, and reasoning.

Answer Attempt 1:
<|ANSWER|> The ability to reason, learn, and adapt.

Reflection:
<|REFLECT|> Lacks mention of creativity and problem-solving aspects.

Final Answer:
<|FINAL|> Intelligence is the ability to reason, learn, adapt, and solve problems creatively.
"""

inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
outputs = model.generate(**inputs, max_new_tokens=200, streamer=streamer)
```

---

## 🚫 Limitations

* Requires **explicit token triggers** (`<|THINK|>`, `<|REFLECT|>`, etc.)
* May **hallucinate** or get stuck in loops.
* Behavior can degrade in **zero-shot** usage.
* Not benchmarked, **no alignment or safety tuning** applied.

---

## ✅ Intended For

* Research in **cognitive loops**
* LLM **agent architecture prototyping**
* Simulating **multi-phase reasoning**

---

## ❌ Not Recommended For

* Real-world deployment
* Safety-critical tasks
* Answer quality evaluation without verification

---

## 📎 Citation

```
@misc{mini-overthinker2025,
  author = {Daemontatox},
  title = {Mini-Overthinker: Experimental Staged Reasoning Model},
  year = {2025},
  howpublished = {\url{https://huggingface.co/Daemontatox/mini-overthinker}},
  note = {Fine-tuned from unsloth/magistral-small-2506 using ideas from HelpingAI/Dhanishtha-2.0-SUPERTHINKER}
}
```

---