Update README.md

README.md

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 This model was converted to GGUF format from [`ValiantLabs/Llama3.2-3B-ShiningValiant2`](https://huggingface.co/ValiantLabs/Llama3.2-3B-ShiningValiant2) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
 Refer to the [original model card](https://huggingface.co/ValiantLabs/Llama3.2-3B-ShiningValiant2) for more details on the model.
 
+---
+Model details:
+-
+Shining Valiant 2 is a chat model built on Llama 3.2 3b, finetuned on our data for friendship, insight, knowledge and enthusiasm.
+
+    Finetuned on meta-llama/Llama-3.2-3B-Instruct for best available general performance
+    Trained on a variety of high quality data; focused on science, engineering, technical knowledge, and structured reasoning
+    Also available for Llama 3.1 70b and Llama 3.1 8b!
+
+Version
+-
+This is the 2024-09-27 release of Shining Valiant 2 for Llama 3.2 3b.
+
+We've improved and open-sourced our new baseline science-instruct dataset. This release features improvements in physics, chemistry, biology, and computer science.
+
+Future upgrades will continue to expand Shining Valiant's technical knowledge base.
+
+Help us and recommend Shining Valiant 2 to your friends!
+Prompting Guide
+
+Shining Valiant 2 uses the Llama 3.2 Instruct prompt format. The example script below can be used as a starting point for general chat:
+
+import transformers
+import torch
+
+model_id = "ValiantLabs/Llama3.2-3B-ShiningValiant2"
+
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model_id,
+    model_kwargs={"torch_dtype": torch.bfloat16},
+    device_map="auto",
+)
+
+messages = [
+    {"role": "system", "content": "You are an AI assistant."},
+    {"role": "user", "content": "Describe the use of chiral auxiliaries in organic synthesis."}
+]
+
+outputs = pipeline(
+    messages,
+    max_new_tokens=2048,
+)
+
+print(outputs[0]["generated_text"][-1])
+
+The Model
+-
+
+Shining Valiant 2 is built on top of Llama 3.2 3b Instruct.
+
+The current version of Shining Valiant 2 is trained on technical knowledge using sequelbox/Celestia, complex reasoning using sequelbox/Spurline, and general chat capability using sequelbox/Supernova.
+
+We're super excited that Shining Valiant's dataset has been fully open-sourced! She's friendly, enthusiastic, insightful, knowledgeable, and loves to learn! Magical.
+
+
+Shining Valiant 2 is created by Valiant Labs.
+
+Check out our HuggingFace page for our open-source Build Tools models, including the newest version of code-specialist Enigma!
+
+Follow us on X for updates on our models!
+
+We care about open source. For everyone to use.
+
+We encourage others to finetune further from our models.
+
+---
 ## Use with llama.cpp
 Install llama.cpp through brew (works on Mac and Linux)