Update README.md

README.md

@@ -25,28 +25,33 @@ tags:
 [![Format: GGUF](https://img.shields.io/badge/Format-GGUF-orange)](#quantized-files)
 [![Runtime: llama.cpp](https://img.shields.io/badge/Runtime-llama.cpp-purple)](https://github.com/ggerganov/llama.cpp)
 [![Base: Qwen2.5-2B-Instruct](https://img.shields.io/badge/Base-Qwen2.5--2B--Instruct-lightgrey)](#model-details)
+[![Hugging Face](https://img.shields.io/badge/Hugging%20Face-Model-yellow)](https://huggingface.co/ghostai1/Easter-Spirit2b)
+[![LinkedIn](https://img.shields.io/badge/LinkedIn-ccengineering-0A66C2?logo=linkedin&logoColor=white)](https://www.linkedin.com/in/ccengineering/)
 
 **Easter Spirit 2B** is a compact seasonal model fine-tuned for **warm, cheerful, and family-friendly** text generation.  
-This repo contains **GGUF** quantizations for **local inference** with **llama.cpp** and compatible runtimes.
+This repository provides **GGUF** builds optimized for **local inference** using the **llama.cpp** ecosystem and compatible runtimes.
 
-Model page: https://huggingface.co/ghostai1/Easter-Spirit2b
+**Quick links**
+- Model: https://huggingface.co/ghostai1/Easter-Spirit2b
+- Runtime: https://github.com/ggerganov/llama.cpp
+- Author (LinkedIn): https://www.linkedin.com/in/ccengineering/
 
 ---
 
 ## Overview
 
-This is a **tone/personality-focused** model. It’s optimized for **wholesome, seasonal voice** and **cozy creative output**, not for deep reasoning or strict factual accuracy.
+This is a **tone/personality-focused** model. It emphasizes warmth, friendliness, and seasonal flavor rather than deep reasoning or strict technical accuracy.
 
-Best for:
-- creative writing
-- holiday roleplay
-- light chat assistants
-- offline/local demos on modest hardware
+Recommended for:
+- Creative writing and short stories
+- Holiday / spring-themed roleplay
+- Light conversational assistants
+- Local demos and low-resource systems
 
-Not intended for:
-- complex reasoning
-- reliable factual retrieval
-- long-horizon planning
+Not optimized for:
+- Complex reasoning
+- Factual retrieval
+- Long-horizon planning
 
 ---
 
@@ -60,16 +65,11 @@ Not intended for:
 - **Language:** English
 - **License:** MIT (base model license applies)
 
-Behavioral focus:
-- warm, friendly tone
-- spring/Easter seasonal flavor
-- family-safe outputs
-
 ---
 
 ## Quantized Files
 
-All files are produced from the same merged model and differ only by quantization.
+All files are produced from the same merged model and differ only in quantization.
 
 | File | Quantization | Approx. Size |
 |---|---|---:|
@@ -88,7 +88,7 @@ All files are produced from the same merged model and differ only by quantizatio
 
 - **Default (balanced):** `Q4_K_M`
 - **Higher quality:** `Q5_K_M`, `Q6_K`, `Q8_0`
-- **Lower RAM:** `Q3_K_M`, `Q2_K`
+- **Low RAM systems:** `Q3_K_M`, `Q2_K`
 - **Ultra-low memory (experimental):** `TQ1_0`
 
 ---
@@ -103,10 +103,3 @@ All files are produced from the same merged model and differ only by quantizatio
   -ngl 0 \
   -c 4096 \
   -p "Write a cozy springtime story inspired by Easter morning in a small town."
-
-
-./llama-cli \
-  -m release_v1.Q4_K_M.gguf \
-  -ngl 20 \
-  -c 4096 \
-  -p "Describe a cheerful Easter gathering with a warm, wholesome tone."