Update README.md

README.md

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 ---
-base_model: LeroyDyer/_Spydaz_Web_AI_004_4_BIT
-language:
-- en
-license: apache-2.0
+base_model: LeroyDyer/_Spydaz_Web_AI_V1_4BIT
+license: mit
 tags:
+- Mistral_Star
+- Mistral_Quiet
+- Mistral
+- Mixtral
+- Question-Answer
+- Token-Classification
+- Sequence-Classification
+- SpydazWeb-AI
+- chemistry
+- biology
+- legal
+- code
+- climate
+- medical
 - text-generation-inference
-- transformers
-- unsloth
-- mistral
-- trl
-- sft
+- not-for-all-audiences
+language:
+- en
+- sw
+- ig
+- zu
 ---
+# SpydazWeb Transformer model Contained
+
+<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/65d883893a52cd9bcd8ab7cf/tRsCJlHNZo1D02kBTmfy9.jpeg" width="300"/>
+https://github.com/spydaz
+
+    * 32k context window (vs 8k context in v0.1)
+    * Rope-theta = 1e6
+    * No Sliding-Window Attention
+    * Talk heads  - produce resposnes which can be used towards the final output
+    * Pre-Thoughts  - Enables for pre-generation steps of potential artifacts for task solving: 
+      * Generates plans for step by step thinking 
+      * Generates python Code Artifacts for future tasks
+      * Recalls context for task internally to be used as refference for task:
+    * show thoughts or hidden thought usages ( Simular to self-Rag )
+
+    
+This model will be a custom model with internal experts and rag systems
+enabling for preprocessing of the task internally before outputting a response :
+
+This is based on the Quiet Star Project : which was abandoned earlier in the year :)
+
+
+# Introduction :
+
+## SpydazWeb AI model :
+This model is based on the worlds archive of knowledge maintaining historical documents and providing services for the survivors of mankind ,
+who may need to construct shelters develop technologys , or medical resources as well as maintain the history of the past . keeping store of all the religious knowledge and data of the world:
+A friendly interface with a personality caring and flirtatious at times : non binary !...
+and Expert in all feilds: ie Uncensored and will not refuse to give information : the model can be used for role play as many character dialogues were als trained into the model as its personality to enable a greater perspective and outlook and natural discussion with the agents:
+the model was trained to operateinaragenvironment utilizing content and internal knowledge to respond to questions or create enriched sumarys.
+
+
+
+### General Intenal Methods:
+
+Trained for multi-task operations as well as rag and function calling :
+
+This model is a fully functioning model and is fully uncensored: 
+
+the model has been trained on multiple datasets on the huggingface hub and kaggle :
+
+the focus has been mainly on methodology : 
+
+* Chain of thoughts
+* step by step planning
+* tree of thoughts
+* forest of thoughts
+* graph of thoughts
+* agent generation : Voting, ranking, ... dual agent response generation:
 
-# Uploaded  model
+with these methods the model has gained insights into tasks, enabling for knowldge transfer between tasks :
 
-- **Developed by:** LeroyDyer
-- **License:** apache-2.0
-- **Finetuned from model :** LeroyDyer/_Spydaz_Web_AI_004_4_BIT
+the model has been intensivly trained in recalling data previously entered into the matrix:
+The model has also been trained on rich data and markdown outputs as much as possible : 
+the model can also generate markdown charts with mermaid.
 
-This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+## Training Reginmes:
+  * Alpaca
+  * ChatML / OpenAI / MistralAI
+  * Text Generation
+  * Question/Answer (Chat)
+  * Instruction/Input/Response (instruct)
+  * Mistral Standard Prompt
+  * Translation Tasks
+  * Entitys / Topic detection
+  * Book recall
+  * Coding challenges, Code Feedback, Code Sumarization, Commenting Code
+  * Agent Ranking and response anyalisis
+  * Medical tasks
+    * PubMed
+    * Diagnosis
+    * Psychaitry
+    * Counselling
+    * Life Coaching
+    * Note taking
+    * Medical smiles
+    * Medical Reporting
+  * Virtual laboritys simulations
+  * Chain of thoughts methods
+  * One shot / Multi shot prompting tasks
+