Update README.md

README.md

@@ -1,5 +1,5 @@
 ---
-base_model: unsloth/magistral-small-2506-unsloth-bnb-4bit
+base_model: unsloth/magistral-small-2506
 tags:
 - text-generation-inference
 - transformers
@@ -8,14 +8,137 @@ tags:
 license: apache-2.0
 language:
 - en
+library_name: transformers
 ---
 
-# Uploaded finetuned  model
+### highly experimental model , might not work as expected
+# 🧠 Daemontatox/mini-overthinker
 
-- **Developed by:** Daemontatox
-- **License:** apache-2.0
-- **Finetuned from model :** unsloth/magistral-small-2506-unsloth-bnb-4bit
+**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.**
 
-This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+---
+
+## 📌 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
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+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}
+}
+```
+
+---