diff --git a/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md b/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md
index e18564b03..c7a81381a 100644
--- a/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md
+++ b/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md
@@ -1 +1,8 @@
-# AI Engineer vs ML Engineer
\ No newline at end of file
+# AI Engineer vs ML Engineer
+
+An AI Engineer develops broad AI solutions, such as chatbots, NLP, and intelligent automation, focusing on integrating AI technologies into large applications. In contrast, an ML Engineer is more focused on building and deploying machine learning models, handling data processing, model training, and optimization in production environments.
+
+Visit the following resources to learn more:
+
+- [@article@AI Engineer vs. ML Engineer: Duties, Skills, and Qualifications](https://www.upwork.com/resources/ai-engineer-vs-ml-engineer)
+- [@video@AI Developer vs ML Engineer: What’s the difference?](https://www.youtube.com/watch?v=yU87V2-XisA&t=2s)
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md b/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
index e73655f25..0777738b9 100644
--- a/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
+++ b/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
@@ -1 +1,9 @@
-# LLMs
\ No newline at end of file
+# LLMs
+
+Large Language Models (LLMs) are advanced artificial intelligence programs designed to comprehend and generate human language text.
+
+Visit the following resources to learn more:
+
+- [@article@What is a large language model (LLM)?](https://www.cloudflare.com/learning/ai/what-is-large-language-model/)
+- [@article@Large language model](https://en.wikipedia.org/wiki/Large_language_model)
+- [@video@How Large Language Models Work](https://www.youtube.com/watch?v=5sLYAQS9sWQ&t=1s)
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
index 91b97e747..038c43878 100644
--- a/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
+++ b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
@@ -1 +1,10 @@
-# What is an AI Engineer?
\ No newline at end of file
+# What is an AI Engineer?
+
+AI engineers are professionals who specialize in designing, developing, and implementing artificial intelligence (AI) systems. Their work is essential in various industries, as they create applications that enable machines to perform tasks that typically require human intelligence, such as problem-solving, learning, and decision-making.
+
+Visit the following resources to learn more:
+
+- [@article@How to Become an AI Engineer: Duties, Skills, and Salary](https://www.simplilearn.com/tutorials/artificial-intelligence-tutorial/how-to-become-an-ai-engineer)
+- [@article@AI engineers: What they do and how to become one](https://www.techtarget.com/whatis/feature/How-to-become-an-artificial-intelligence-engineer)
+- [@course@AI For Everyone](https://www.coursera.org/learn/ai-for-everyone)
+- [@video@AI Engineers- What Do They Do?](https://www.youtube.com/watch?v=y8qRq9PMCh8&t=1s)
\ No newline at end of file