Update README.md

README.md

@@ -1,3 +1,4 @@
+---
 language:
 - en
 tags:
@@ -62,177 +63,4 @@ short reasoning summary
 </think>
 <answer>
 final answer
-</answer>
-```
-
-When `enable_thinking` is disabled, the model is prompted to return only the final answer and avoid `<think>` tags.
-
-For LM Studio reasoning parsing, use:
-
-```text
-Start tag: <think>
-End tag: </think>
-```
-
-Note: the thinking output is a trained/prompted reasoning format. It is not guaranteed to be correct, complete, or private chain-of-thought.
-
-## Vision Companion
-
-This project includes an optional free/open-source vision companion model:
-
-- **Vision model:** `google/vit-base-patch16-224`
-- **Task:** image classification
-- **License:** Apache-2.0
-- **Approximate size:** about 86M parameters
-
-The vision model is separate from the GGUF language model. It can classify an image first, then the predicted labels can be passed into `Ycoder-small` as text context.
-
-Example:
-
-```bash
-python3 scripts/vision_classify.py path/to/image.png
-```
-
-## Training Data
-
-`Ycoder-small` was fine-tuned on a small custom instruction dataset with three main categories:
-
-- `router_text`
-- `code`
-- `math`
-
-The code examples include:
-
-- Python utility functions
-- Python syntax fixes
-- JavaScript helper functions
-- SQL snippets
-- Bash commands
-- GLSL fragment shaders
-- GLSL vertex shaders
-- short code explanations
-
-The text and math examples include:
-
-- greetings such as `hello`, `hi`, and `hallo`
-- short normal assistant replies
-- simple arithmetic
-- simple equations such as `3x = 21`
-
-## Examples
-
-### Normal Reply
-
-Prompt:
-
-```text
-hallo
-```
-
-Output:
-
-```text
-Hallo! Wie kann ich helfen?
-```
-
-### Python
-
-Prompt:
-
-```text
-write python code to reverse a string
-```
-
-Output:
-
-```python
-def reverse_string(text):
-    return text[::-1]
-```
-
-### Math
-
-Prompt:
-
-```text
-Solve 3x = 21.
-```
-
-Output:
-
-```text
-x = 7
-```
-
-### Thinking On
-
-Prompt:
-
-```text
-write python code to reverse a string
-```
-
-Output:
-
-```text
-<think>
-Use slicing to reverse the string.
-</think>
-<answer>
-def reverse_string(text):
-    return text[::-1]
-</answer>
-```
-
-## GGUF Export
-
-The current GGUF export is:
-
-```text
-Ycoder-small-f16.gguf
-```
-
-Current local export details:
-
-```text
-Architecture: llama
-Context length: 8192
-Approximate size: 258 MB
-SHA-256: 4214df58e0907b0a379029180c60154942004c594c29e53fedef22c0dae866b2
-```
-
-## Intended Use
-
-Good use cases:
-
-- tiny coding-model experiments
-- local fine-tuning demos
-- educational small-LLM projects
-- GGUF conversion workflows
-- narrow code prompt testing
-- experimenting with LM Studio thinking on/off behavior
-- image-label-to-text workflows using the vision companion
-
-Not recommended for:
-
-- production coding assistants
-- complex reasoning
-- factual reliability
-- large code generation tasks
-- safety-critical use
-- native multimodal chat
-
-## Limitations
-
-- very small dataset
-- narrow coding coverage
-- not trained from scratch
-- not a production coding assistant
-- malformed output can still appear
-- thinking output can be shallow or incorrect
-- vision is handled by a separate classifier, not by the language model itself
-
-## References
-
-- Base model: `HuggingFaceTB/SmolLM2-135M-Instruct`
-- Vision companion: `google/vit-base-patch16-224`
+</answer>