diff --git a/README.md b/README.md
index 61eaca6..bfca02f 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 ![Logo](docs/media/logo.png)
 
-A little wrapper for Hugging Face Transformers in C#. This is not a comprehensive 1:1 mapping of the whole HuggingFace [transformers](https://pypi.org/transformers) package, because the API is enormous.
+A little wrapper for Hugging Face Transformers in C#. This is not a comprehensive 1:1 mapping of the whole HuggingFace [transformers](https://pypi.org/project/transformers/) package, because the API is enormous.
 
 If you need a specific feature, toggle or pipeline API clone this repo and make adjustments.
 
@@ -15,12 +15,12 @@ This project was created using [CSnakes](https://github.com/tonybaloney/CSnakes)
 - Tokenizer API based on [`PreTrainedTokenizerBase`](https://huggingface.co/docs/transformers/v4.51.3/en/internal/tokenization_utils#transformers.PreTrainedTokenizerBase)
 - Tokenizer shim to the [Microsoft.ML.Tokenizers](https://learn.microsoft.com/dotnet/api/microsoft.ml.tokenizers.tokenizer?view=ml-dotnet-preview) base class
 - Utility classes to access pipelines like:
-    - [Text Generation Pipeline (`TextGenerationPipeline`)](https://tonybaloney.github.io/TransformersSharp/docs/pipelines/text_generation)
-    - [Text Classification Pipeline (`TextClassificationPipeline)](https://tonybaloney.github.io/TransformersSharp/docs/pipelines/text_classification)
-    - [Image Classification Pipeline(`ImageClassificationPipeline`)](https://tonybaloney.github.io/TransformersSharp/docs/pipelines/image_classification)
-    - [Object Detection Pipeline (`ObjectDetectionPipeline`)](https://tonybaloney.github.io/TransformersSharp/docs/pipelines/object_detection)
-    - [Automatic Speech Recognition (`AutomaticSpeechRecognitionPipeline`)](https://tonybaloney.github.io/TransformersSharp/docs/pipelines/auto_speech_recognition)
-- [Sentence Transformers (Embeddings)](https://tonybaloney.github.io/TransformersSharp/docs/sentence_transformers)
+    - [Text Generation Pipeline (`TextGenerationPipeline`)](https://tonybaloney.github.io/TransformersSharp/pipelines/text_generation)
+    - [Text Classification Pipeline (`TextClassificationPipeline)](https://tonybaloney.github.io/TransformersSharp/pipelines/text_classification)
+    - [Image Classification Pipeline(`ImageClassificationPipeline`)](https://tonybaloney.github.io/TransformersSharp/pipelines/image_classification)
+    - [Object Detection Pipeline (`ObjectDetectionPipeline`)](https://tonybaloney.github.io/TransformersSharp/pipelines/object_detection)
+    - [Automatic Speech Recognition (`AutomaticSpeechRecognitionPipeline`)](https://tonybaloney.github.io/TransformersSharp/pipelines/auto_speech_recognition)
+- [Sentence Transformers (Embeddings)](https://tonybaloney.github.io/TransformersSharp/sentence_transformers)
 
 ## Usage