diff --git a/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md
index 08703ef55..2e29d0eaf 100644
--- a/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md
+++ b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md
@@ -4,4 +4,4 @@ Sending end-user IDs in your requests can be a useful tool to help OpenAI monito
 
 Visit the following resources to learn more:
 
--[@official@Sending end-user IDs - OpenAi](https://platform.openai.com/docs/guides/safety-best-practices/end-user-ids)
+- [@official@Sending end-user IDs - OpenAi](https://platform.openai.com/docs/guides/safety-best-practices/end-user-ids)
diff --git a/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md b/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md
index cece85326..19761dfb7 100644
--- a/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md
+++ b/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md
@@ -4,6 +4,6 @@ AI Agents have a variety of usecases ranging from customer support, workflow aut
 
 Visit the following resources to learn more:
 
--[@article@Top 15 Use Cases Of AI Agents In Business](https://www.ampcome.com/post/15-use-cases-of-ai-agents-in-business)
--[@article@A Brief Guide on AI Agents: Benefits and Use Cases](https://www.codica.com/blog/brief-guide-on-ai-agents/)
--[@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
+- [@article@Top 15 Use Cases Of AI Agents In Business](https://www.ampcome.com/post/15-use-cases-of-ai-agents-in-business)
+- [@article@A Brief Guide on AI Agents: Benefits and Use Cases](https://www.codica.com/blog/brief-guide-on-ai-agents/)
+- [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md
index 2803dd831..71af152ae 100644
--- a/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md
+++ b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md
@@ -4,6 +4,6 @@ In AI engineering, "agents" refer to autonomous systems or components that can p
 
 Visit the following resources to learn more:
 
--[@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/)
--[@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/)
--[@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
+- [@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/)
+- [@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/)
+- [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md
index 2ef684dd8..5081d018e 100644
--- a/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md
+++ b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md
@@ -4,6 +4,6 @@ In AI engineering, "agents" refer to autonomous systems or components that can p
 
 Visit the following resources to learn more:
 
--[@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/)
--[@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/)
--[@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
\ No newline at end of file
+- [@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/)
+- [@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/)
+- [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md b/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md
index ee18e8dab..7870f761c 100644
--- a/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md
+++ b/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md
@@ -4,6 +4,6 @@ Chroma is an open-source vector database and AI-native embedding database design
 
 Visit the following resources to learn more:
 
--[@official@Chroma](https://www.trychroma.com/)
--[@article@Chroma Tutorials](https://lablab.ai/tech/chroma)
--[@video@Chroma - Chroma - Vector Database for LLM Applications](https://youtu.be/Qs_y0lTJAp0?si=Z2-eSmhf6PKrEKCW)
+- [@official@Chroma](https://www.trychroma.com/)
+- [@article@Chroma Tutorials](https://lablab.ai/tech/chroma)
+- [@video@Chroma - Chroma - Vector Database for LLM Applications](https://youtu.be/Qs_y0lTJAp0?si=Z2-eSmhf6PKrEKCW)