diff --git a/src/content/docs/get-started/quick-start.mdx b/src/content/docs/get-started/quick-start.mdx
index afb3435..f03cf36 100644
--- a/src/content/docs/get-started/quick-start.mdx
+++ b/src/content/docs/get-started/quick-start.mdx
@@ -10,7 +10,7 @@ import { Aside, Steps, Tabs, TabItem, Code } from '@astrojs/starlight/components
 Before you begin, you'll need:
 
 - A Google account (for Google Colab)
-- A Hugging Face account with a [write token](https://huggingface.co/settings/tokens)
+- A HuggingFace account with a [write token](https://huggingface.co/settings/tokens)
 - ~2-4 hours of GPU time (free Colab tier should work)
 
 <Aside type="tip">
diff --git a/src/content/docs/guides/creating-datasets.mdx b/src/content/docs/guides/creating-datasets.mdx
index 23316b9..b76b18e 100644
--- a/src/content/docs/guides/creating-datasets.mdx
+++ b/src/content/docs/guides/creating-datasets.mdx
@@ -81,7 +81,7 @@ no-progress: true
 ## Provider Setup
 
 - Configure API key via the `API_KEY` environment variable
-- In your datagen config, set the teacher model identifier (e.g., Claude Opus, GPT‑5.1, Gemini 3 Pro) and reasoning depth
+- In your datagen config, set the teacher model identifier (e.g., Claude Opus, GPT-5.1, Gemini 3 Pro) and reasoning depth
 
 ## TeichAI Datasets