nilbuild · jcanalesluna · Dec 15, 2025 · Dec 15, 2025
diff --git a/src/data/roadmaps/ai-engineer/content/ai-code-editors@XcKeQfpTA5ITgdX51I4y-.md b/src/data/roadmaps/ai-engineer/content/ai-code-editors@XcKeQfpTA5ITgdX51I4y-.md
@@ -4,11 +4,11 @@ AI code editors are development tools that leverage artificial intelligence to a
 
 Visit the following resources to learn more:
 
+- [@official@Gemini CLI - Google's AI coding assistant for command line](https://github.com/google-gemini/gemini-cli)
+- [@official@OpenAI Codex - AI code generation via API and CLI](https://openai.com/codex/)
 - [@article@Cursor - The AI Code Editor](https://www.cursor.com/)
 - [@article@PearAI - The Open Source, Extendable AI Code Editor](https://trypear.ai/)
 - [@article@Bolt - Prompt, run, edit, and deploy full-stack web apps](https://bolt.new)
 - [@article@Replit - Build Apps using AI](https://replit.com/ai)
 - [@article@v0 - Build Apps with AI](https://v0.dev)
-- [@website@Claude Code - AI coding assistant in terminal](https://www.claude.com/product/claude-code)
-- [@official@Gemini CLI - Google's AI coding assistant for command line](https://github.com/google-gemini/gemini-cli)
-- [@official@OpenAI Codex - AI code generation via API and CLI](https://openai.com/codex/)
+- [@article@Claude Code - AI coding assistant in terminal](https://www.claude.com/product/claude-code)
diff --git a/src/data/roadmaps/ai-engineer/content/indexing-embeddings@5TQnO9B4_LTHwqjI7iHB1.md b/src/data/roadmaps/ai-engineer/content/indexing-embeddings@5TQnO9B4_LTHwqjI7iHB1.md
@@ -5,4 +5,4 @@ Embeddings are stored in a vector database by first converting data, such as tex
 Visit the following resources to learn more:
 
 - [@article@Indexing & Embeddings](https://developers.llamaindex.ai/python/framework/understanding/rag/indexing/)
-- [@video@Vector Databases Simply Explained! (Embeddings & Indexes)](https://www.youtube.com/watch?v=dN0lsF2cvm4)
+- [@video@Vector Databases Simply Explained! (Embeddings & Indexes)](https://www.youtube.com/watch?v=dN0lsF2cvm4)
diff --git a/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md b/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
@@ -7,4 +7,4 @@ Visit the following resources to learn more:
 - [@article@What is a large language model (LLM)?](https://www.cloudflare.com/en-gb/learning/ai/what-is-large-language-model/)
 - [@article@Understanding AI: Everything you need to know about language models](https://leerob.com/ai)
 - [@video@How Large Language Models Work](https://www.youtube.com/watch?v=5sLYAQS9sWQ)
-- [@video@Large Language Models (LLMs) - Everything You NEED To Know](https://www.youtube.com/watch?v=osKyvYJ3PRM)
+- [@video@Large Language Models (LLMs) - Everything You NEED To Know](https://www.youtube.com/watch?v=osKyvYJ3PRM)
diff --git a/src/data/roadmaps/ai-engineer/content/maximum-tokens@qzvp6YxWDiGakA2mtspfh.md b/src/data/roadmaps/ai-engineer/content/maximum-tokens@qzvp6YxWDiGakA2mtspfh.md
@@ -5,4 +5,4 @@ The OpenAI API has different maximum token limits depending on the model being u
 Visit the following resources to learn more:
 
 - [@official@Maximum Tokens](https://platform.openai.com/docs/guides/rate-limits)
-- [@article@The Ins and Outs of GPT Token Limits](https://www.supernormal.com/blog/gpt-token-limits)
+- [@article@Guide to Free vs Paid ChatGPT Token Limits](https://tactiq.io/learn/free-vs-paid-chatgpt-token-limits-guide)
diff --git a/src/data/roadmaps/ai-engineer/content/mcp-client@po0fIZYaFhRbNlza7sB37.md b/src/data/roadmaps/ai-engineer/content/mcp-client@po0fIZYaFhRbNlza7sB37.md
@@ -4,6 +4,6 @@ The MCP Client is a software component that allows AI agents to interact with a
 
 Visit the following resources to learn more:
 
-- [@official@Understanding MCP clients](https://modelcontextprotocol.io/docs/learn/client-concepts#understanding-mcp-clients)
 - [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
+- [@official@Understanding MCP clients](https://modelcontextprotocol.io/docs/learn/client-concepts#understanding-mcp-clients)
 - [@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/mcp-host@MabZ9jOrSj539C5qZrVBd.md b/src/data/roadmaps/ai-engineer/content/mcp-host@MabZ9jOrSj539C5qZrVBd.md
@@ -4,5 +4,5 @@ The MCP Host is a central component within the Model Context Protocol (MCP) fram
 
 Visit the following resources to learn more:
 
-- [@official@Concepts of MCP](https://modelcontextprotocol.io/docs/learn/architecture#concepts-of-mcp)
-- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
+- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
+- [@official@Concepts of MCP](https://modelcontextprotocol.io/docs/learn/architecture#concepts-of-mcp)
diff --git a/src/data/roadmaps/ai-engineer/content/mcp-server@8Xkd88EjX3GE_9DWQhr7G.md b/src/data/roadmaps/ai-engineer/content/mcp-server@8Xkd88EjX3GE_9DWQhr7G.md
@@ -4,7 +4,7 @@ The MCP Server acts as a central hub for managing and serving contextual informa
 
 Visit the following resources to learn more:
 
+- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
 - [@official@Understanding MCP Servers](https://modelcontextprotocol.io/docs/learn/server-concepts#understanding-mcp-servers)
 - [@article@Awesome MCP Servers](https://mcpservers.org/)
-- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
 - [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX)
diff --git a/...oadmaps/ai-engineer/content/model-context-protocol-mcp@AeHkNU-uJ_gBdo5-xdpEu.md b/...oadmaps/ai-engineer/content/model-context-protocol-mcp@AeHkNU-uJ_gBdo5-xdpEu.md
@@ -4,8 +4,8 @@ Model Context Protocol (MCP) provides a standardized way for AI agents to manage
 
 Visit the following resources to learn more:
 
+- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
 - [@official@Model Context Protocol](https://modelcontextprotocol.io/)
 - [@opensource@Model Context Protocol](https://github.com/modelcontextprotocol)
 - [@article@Model Context Protocol (MCP): A Guide With Demo Project](https://www.datacamp.com/tutorial/mcp-model-context-protocol)
-- [@course@Model Context Protocol (MCP) Course](https://huggingface.co/learn/mcp-course/en/unit0/introduction)
 - [@video@What is MCP? Integrate AI Agents with Databases & APIs](https://www.youtube.com/watch?v=eur8dUO9mvE)
diff --git a/...ata/roadmaps/ai-engineer/content/openai-moderation-api@ljZLa3yjQpegiZWwtnn_q.md b/...ata/roadmaps/ai-engineer/content/openai-moderation-api@ljZLa3yjQpegiZWwtnn_q.md
@@ -5,4 +5,4 @@ The OpenAI Moderation API helps detect and filter harmful content by analyzing t
 Visit the following resources to learn more:
 
 - [@official@Moderation](https://platform.openai.com/docs/guides/moderation)
-- [@article@How to use the moderation API](https://cookbook.openai.com/examples/how_to_use_moderation)
+- [@article@How to use the moderation API](https://cookbook.openai.com/examples/how_to_use_moderation)
diff --git a/...oadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md b/...oadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md
@@ -4,5 +4,5 @@ Open-source large language models (LLMs) are models whose source code and archit
 
 Visit the following resources to learn more:
 
-- [@article@The Best Large Language Models (LLMs) in 2026](https://zapier.com/blog/best-llm/)
-- [@article@9 Top Open-Source LLMs for 2026 and Their Uses](https://www.datacamp.com/blog/top-open-source-llms)
+- [@article@The Best Large Language Models (LLMs) in 2024](https://zapier.com/blog/best-llm/)
+- [@article@8 Top Open-Source LLMs for 2024 and Their Uses](https://www.datacamp.com/blog/top-open-source-llms)
diff --git a/src/data/roadmaps/ai-engineer/content/pre-trained-models@d7fzv_ft12EopsQdmEsel.md b/src/data/roadmaps/ai-engineer/content/pre-trained-models@d7fzv_ft12EopsQdmEsel.md
@@ -5,4 +5,4 @@ Pre-trained models are Machine Learning (ML) models that have been previously tr
 Visit the following resources to learn more:
 
 - [@article@Pre-trained Models: Past, Present and Future](https://www.sciencedirect.com/science/article/pii/S2666651021000231)
-- [@video@Transforming Language with Generative Pre-trained Transformers (GPT)](https://www.youtube.com/watch?v=bdICz_sBI34)
+- [@video@Transforming Language with Generative Pre-trained Transformers (GPT)](https://www.youtube.com/watch?v=bdICz_sBI34)
diff --git a/...ta/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md b/...ta/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
@@ -5,4 +5,4 @@ AI engineers are professionals who specialize in designing, developing, and impl
 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)
+- [@article@AI Engineers: What they do and how to become one](https://www.techtarget.com/whatis/feature/How-to-become-an-artificial-intelligence-engineer)