diff --git a/articles/related_resources.md b/articles/related_resources.md
index d9707ef..6c3f27f 100644
--- a/articles/related_resources.md
+++ b/articles/related_resources.md
@@ -11,7 +11,7 @@ People are writing great tools and papers for improving outputs from GPT. Here a
 - [Guidance](https://github.com/microsoft/guidance): A handy looking Python library from Microsoft that uses Handlebars templating to interleave generation, prompting, and logical control.
 - [Haystack](https://github.com/deepset-ai/haystack): Open-source LLM orchestration framework to build customizable, production-ready LLM applications in Python.
 - [LangChain](https://github.com/hwchase17/langchain): A popular Python/JavaScript library for chaining sequences of language model prompts.
-- [LiteLLM](https://github.com/BerriAI/litellm): A minimal Python library for calling LLM APIs with a consistent format. 
+- [LiteLLM](https://github.com/BerriAI/litellm): A minimal Python library for calling LLM APIs with a consistent format.
 - [LlamaIndex](https://github.com/jerryjliu/llama_index): A Python library for augmenting LLM apps with data.
 - [LMQL](https://lmql.ai): A programming language for LLM interaction with support for typed prompting, control flow, constraints, and tools.
 - [OpenAI Evals](https://github.com/openai/evals): An open-source library for evaluating task performance of language models and prompts.
@@ -30,7 +30,7 @@ People are writing great tools and papers for improving outputs from GPT. Here a
 - [Brex's Prompt Engineering Guide](https://github.com/brexhq/prompt-engineering): Brex's introduction to language models and prompt engineering.
 - [learnprompting.org](https://learnprompting.org/): An introductory course to prompt engineering.
 - [Lil'Log Prompt Engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/): An OpenAI researcher's review of the prompt engineering literature (as of March 2023).
-- [OpenAI Cookbook: Techniques to improve reliability](https://github.com/openai/openai-cookbook/blob/main/techniques_to_improve_reliability.md): A slightly dated (Sep 2022) review of techniques for prompting language models.
+- [OpenAI Cookbook: Techniques to improve reliability](https://cookbook.openai.com/articles/techniques_to_improve_reliability): A slightly dated (Sep 2022) review of techniques for prompting language models.
 - [promptingguide.ai](https://www.promptingguide.ai/): A prompt engineering guide that demonstrates many techniques.
 
 ## Video courses