@@ -211,15 +211,15 @@ Retrieval-augmented generation usually searches a document collection and adds s
 
 An agent can use retrieval as one tool among many. It might search documentation, inspect an account record, compare the evidence, ask for missing information, and then update a system.
 
-The guide What Is Retrieval Augmented Generation? provides a full explanation.
+[What Is Retrieval Augmented Generation?](https://www.sim.ai/library/what-is-retrieval-augmented-generation) provides a full explanation.
 
 ## Can n8n turn an LLM into an AI agent?
 
 n8n can place an LLM inside an executable workflow and connect it to tools, triggers, data, and business applications.
 
 That makes n8n relevant when a team already uses workflow automation and wants to add model decisions or agent behavior. Its strongest fit is connecting AI steps with a broad automation workflow. Teams should still define tool permissions, stopping conditions, error handling, and approvals rather than assuming the model will manage those concerns safely.
 
-As of October 2026, n8n uses the fair-code [Sustainable Use License](https://docs.n8n.io/n8n-community-license). Teams comparing deployment and licensing options can explore n8n alternatives for AI agent workflows.
+As of October 2026, n8n uses the fair-code [Sustainable Use License](https://docs.n8n.io/n8n-community-license). Teams comparing deployment and licensing options can explore [n8n alternatives for AI agent workflows](https://www.sim.ai/library/n8n-alternatives).
 
 ## How does Sim combine LLMs and AI agents?
 
@@ -245,4 +245,4 @@ A practical sequence is:
 8. Test normal cases, missing data, tool failures, and hostile input.
 9. Inspect traces and evaluate whether the completed actions match the goal.
 
-The guide How to Create an AI Agent: A Beginner's Step by Step Guide provides a complete walkthrough.
+[How to Create an AI Agent: A Beginner's Step by Step Guide](https://www.sim.ai/library/how-to-create-an-ai-agent) provides a complete walkthrough.