cleanup

modus/deepseek-model.mdx

@@ -12,12 +12,12 @@ coding. Benefits of DeepSeek include:
 - **Performance**: `DeepSeek-R1` achieves comparable results to OpenAI's o1
   model on several benchmarks.
 - **Efficiency**: The model uses significantly fewer parameters and therefore
-  operates at a lower costs relative to competing frontier models.
+  operates at a lower cost relative to competing frontier models.
 - **Open Source**: The open source license allows both commercial and
   non-commercial usage of the model weights and associated code.
 - **Novel training approach**: The research team developed DeepSeek-R1 through a
   multi-stage approach that combines reinforcement learning, fine-tuning, and
-  data distillation. distillation.
+  data distillation.
 - **Distilled versions**: The DeepSeek team released smaller, distilled models
   based on DeepSeek-R1 that offer high reasoning capabilities with fewer
   parameters.
@@ -26,14 +26,14 @@ In this guide we review how to use the `DeepSeek-R1` model in your Modus app.
 
 ## Options for using DeepSeek with Modus
 
-There are two options for invoking `DeepSeek-R1` in your Modus app:
+There are two options for using `DeepSeek-R1` in your Modus app:
 
 1. [Use the distilled `DeepSeek-R1` model hosted by Hypermode](#using-the-distilled-deepseek-model-hosted-by-hypermode)
    Hypermode hosts and makes available the distilled DeepSeek model based on
    `Llama-3.1-8B` enabling Modus apps to use it in both local development
    environments and deployed applications.
 
-2. [Use the DeepSeek API with your Modus app](#using-the-deepseek-platform-api-with-modus)
+2. [Use the DeepSeek Platform API with your Modus app](#using-the-deepseek-platform-api-with-modus)
    Access DeepSeek models hosted on the DeepSeek platform by configuring a
    DeepSeek connection in your Modus app and using your DeepSeek API key
 
@@ -44,9 +44,9 @@ Hypermode as a [shared model](/hosted-models#shared-models). This means that we
 can invoke this model in a Modus app in both a local development environment and
 also in an app deployed on Hypermode.
 
-The `DeepSeek-R1-Distill-Llama-8B` is a distilled version of the DeepSeek-R1
-model which has been fine-tuned using the `Llama-3.1-8B` model as a base model,
-using samples generated by DeepSeek-R1.
+The `DeepSeek-R1-Distill-Llama-8B` model is a distilled version of the
+DeepSeek-R1 model which has been fine-tuned using the `Llama-3.1-8B` model as a
+base model, using samples generated by DeepSeek-R1.
 
 Distilled models offer similar high reasoning capabilities with fewer
 parameters.
@@ -234,8 +234,8 @@ This example demonstrated how to use the DeepSeek-R1 Distilled Model hosted by
 Hypermode in a Modus app to create an endpoint that returns text generated by
 the DeepSeek model. More advanced use cases for leveraging the DeepSeek
 reasoning models in your Modus app include workflows like tool use / function
-calling, generated structured outputs, problem solving, code generation, and
-much more. [Let us know](mailto:hello@hypermode?subject=DeepSeek+Modus) how
+calling, generating structured outputs, problem solving, code generation, and
+much more. [Let us know](mailto:hello@hypermode.com?subject=DeepSeek+Modus) how
 you're leveraging DeepSeek with Modus.
 
 ## Using the DeepSeek platform API with Modus
@@ -245,8 +245,8 @@ your Modus app. You'll need to create an account with DeepSeek Platform and pay
 for your model usage.
 
 <Steps>
-<Step title="Create a DeepSeek API token">
-Create an account with [DeepSeek Platform](https://platform.deepseek.com/usage).
+<Step title="Create a DeepSeek API key">
+Create an account with [DeepSeek Platform](https://platform.deepseek.com).
 
 Once you've signed in select the "API keys" tab and "Create new API token" to
 generate your DeepSeek Platform API token.
@@ -442,9 +442,9 @@ select "Run" to invoke the DeepSeek model.
 This example demonstrated how to use the DeepSeek Platform API in a Modus app to
 create an endpoint that returns text generated by the DeepSeek-R1 model. More
 advanced use cases for leveraging the DeepSeek reasoning models in your Modus
-app include workflows like tool use / function calling, generated structured
+app include workflows like tool use / function calling, generating structured
 outputs, problem solving, code generation, and much more.
-[Let us know](mailto:hello@hypermode?subject=DeepSeek+Modus) how you're
+[Let us know](mailto:hello@hypermode.com?subject=DeepSeek+Modus) how you're
 leveraging DeepSeek with Modus.
 
 ## Resources