Update README.md

README.md

@@ -17,7 +17,7 @@ tags:
 ## Andy 3.5 is a collection of LOCAL LLM's designed for playing Minecraft
 *Andy 3.5 is designed to be used with MindCraft, and is not designed nor intended to be used for any other applications*
 
-### How to Install
+# How to Install
 
 1. Select the model you would like to use *(Larger is better)*
 2. Download the Modelfile
@@ -30,34 +30,27 @@ tags:
 9. Enjoy playing with an AI
 
 
-## How was model trained?
+# How was model trained?
 
 The model was trained on a dataset of ~9,000 messages coming directly from MindCraft, ensuring quality data, not the newer version with ~12,000 prompts
 
-## What are capabilities and Limitations?
+# What are capabilities and Limitations?
 
-The smaller model *(The preview ones at least)* had 1/3 of the parameters tuned, the larger preview model has not been released yet.
 Andy-3.5 was trained on EVERYTHING regarding Minecraft and MindCraft, it knows how to use commands natively without a system prompt.
 Andy-3.5 also knows how to build / use !newAction to perform commands, it was trained on lots of building, as well as, using !newAction to do tasks like manually making something or strip mining.
 
-****Know this is a PREVIEW model, it is NOT finished!****
-
-## Why a preview model?
-
-Andy-3.5-preview was made to test the intelligence of a Minecraft Ai with the current dataset, it was meant to see the progress of the training and what area's are needed for the future
-DO NOT expect this model to be able to do everything perfectly, it only knows as much as the dataset told it, as well as the other 2/3 of the untouched parameters allow.
-The model *may* experience bugs, such as not saying your name, getting previous messages confused, or other small things.
-
 # What models can I choose?
 
-There are going to be 2 *(maybe 3)* model sizes avaliable, Regular, Mini *(And Maybe large)*
+There are going to be 2 *(maybe 3)* model sizes avaliable, Regular, Mini *(And possibly large)*
 * Regular is a 7B parameter model, tuned from [Deepseek-R1 Distilled](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
 * Mini is a 1.5B parameter model, also tuned from [Deepseek-R1 Distilled](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)
 * Large *(Might)* be a 32b parameter model, again tuned from [Deepseek-R1 Distilled](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B) *- This model may not exist,* ***ever***
 
+Each model will eventually have their **"reasoning"** version released
+
 Out of all of the models, Teensy had the largest percent of parameters tuned, being 1/2 the models total size
 
-## Safety and FAQ
+# Safety and FAQ
 
 Q: Is this model safe to use?
 A. Yes, this model is non-volatile, and cannot generate malicous content
@@ -71,7 +64,7 @@ A. You are responsible, even though the model was never trained to be able to ma
 Q. If I make media based on this model, like photos / videos, do I have to mention the Creator?
 A. No, if you are making a post about MindCraft, and using this model, you only have to mention the creator if you mention the model being used.
 
-## Important notes and considerations
+# Important notes and considerations
 
 The preview model of Andy-3.5, is Andy-3.5-teensy, a small model and tune with only 360 million parameters, it ***"understand Minecraft"***.
 I would not recommend Andy-3.5-teensy, I felt like making a joke, and a joke was made, *(The Andy-3.5-teensy model was a big hope, but it sucks, try out the q2_k model!)*
@@ -79,12 +72,25 @@ I would not recommend Andy-3.5-teensy, I felt like making a joke, and a joke was
 
 When the full versions of Andy-3.5 and Andy-3.5-mini *(And possibly Andy-3.5-large)* release, they will both be trained on a context length of 32,000 to ensure proper usage during playing.
 
-## Performance Metrics
+# 🔥UPDATE🔥
+
+**All models and future models will have their own folder, besides the main version of Andy-3.5**
+
+To find models such as reasoning or mini, go into files and search inside the folder
+
+**There is an Andy-3.5-reasoning-preview model, designed to demonstrate reasoning abilities in small language models to improve Minecraft skills**
+
+Remember that this is a ***preview*** model and is **not** guaranteed to work, nor perform better or the same as Andy-3.5-*(Base)* 
+
+When the full Andy-3.5-reasoning model is released, there will be the regular 7B model, as well as the mini model, which is 1.5B parameters.
+
+# Performance Metrics
 
 These benchmarks are a-typical, since most standard benchmarks don't apply to Minecraft
-The benchmarks below include models via API that are cheap, and other fine-tuned local models *(Excluding Andy-v2 and Andy-v3, since they are bad)*
 
-### Zero info Prompting
+The benchmarks below include models via API that are cheap, and other fine-tuned local models *(Excluding Andy-v2 and Andy-v3, since they are poor in quality)*
+
+## Zero info Prompting
 *How fast can a model collect 16 oak logs, and convert them all into sticks*
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/66960602f0ffd8e3a381106a/86Seb1yxsB92LfSOhg5Jy.png)
@@ -94,7 +100,7 @@ Currently, Andy-3.5 and Andy-3.5-mini are the **ONLY** models that can play with
 Test this for yourself using [this profile](https://huggingface.co/Sweaterdog/Andy-3.5/blob/main/local_demo.json)
 
 
-### Time to get a stone pickaxe
+## Time to get a stone pickaxe
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/66960602f0ffd8e3a381106a/uDiKIYuAAamt0Y7b58nr0.png)
 
@@ -105,7 +111,7 @@ I am sure other models like Deepseek-R1 may be faster at getting a stone pickaxe
 *For Andy-3.5-Teensy, I used the FP16 quantization*
 *For Mineslayerv1 and Mineslayerv2, I used the default (and only) quantization, Q4_K_M*
 
-### Notes about the benchmarks
+## Notes about the benchmarks
 
 **Zero Info Prompting**