Update README.md

README.md

@@ -6,30 +6,31 @@ language:
 massive thank you to [@silveroxides](https://huggingface.co/silveroxides) for phenomenal work collecting pristine state dicts and related information
 
 #
+> [!IMPORTANT]
+> # MIR (Machine Intelligence Resource)
 
-# MIR (Machine Intelligence Resource)
-#
 MIR is a naming standard, a proposed schema for ML work.<br>
 In its current incarnation, it looks like this:
 
-#
-## mir : model . transformer . clip-l : stable-diffusion-xl
-#
-```
-mir : model .    lora      .    hyper       :   flux-1
- ^      ^         ^               ^               ^
-mir:[domain].[architecture].[implementation]:[compatibility]
+> [!NOTE]
+> # mir : model . transformer . clip-l : stable-diffusion-xl
+
+
+``` 
+ mir : model .    lora      .    hyper       :   flux-1
+  ↑      ↑         ↑               ↑               ↑
+ mir:[domain].[architecture].[implementation]:[compatibility]
 ```
 
 
-It is inspired by the original work from CivitAi [AIR-URN](https://github.com/civitai/civitai/wiki/AIR-%E2%80%90-Uniform-Resource-Names-for-AI) project<br>
-and the super-resolution registry code from [Spandrel](https://github.com/chaiNNer-org/spandrel/blob/main/libs/spandrel/spandrel/__helpers/registry.py) library.
+This work is inspired by the AIR standard from CivitAi [AIR-URN](https://github.com/civitai/civitai/wiki/AIR-%E2%80%90-Uniform-Resource-Names-for-AI) project<br>
+and by the super-resolution registry code from [Spandrel](https://github.com/chaiNNer-org/spandrel/blob/main/libs/spandrel/spandrel/__helpers/registry.py) library.
 
 ## Goals
 - Standard identification scheme for all ML-related development
 - Simplification of code for model-related logistics
 - Rapid retrieval of resources and metadata
 - Efficient and reliable compatability checks
-- Hyperparameter management
+- Organized hyperparameter management