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+# Devin
+
+Devin is an autonomous AI software engineer capable of handling entire development projects from start to finish. It functions by planning, writing, debugging, and deploying code through a simulated environment that mirrors a human developer’s workflow. Originally developed by Cognition, this tool—formerly known as Windsurf—integrates directly into the development process to execute complex tasks, manage terminal commands, and navigate browser-based documentation independently.
+
+Visit the following resources to learn more:
+
+- [@official@Devin Docs](https://docs.devin.ai/get-started/devin-intro)
+- [@video@Devin AI Is the Future of Coding… Full Tutorial](https://www.youtube.com/watch?v=GFlFABWeqDc)
+- [@video@Devin AI Tutorial - 2026 | How to Use Devin AI? (Step-by-step Guide)](https://www.youtube.com/watch?v=X533xEtOEDo)
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diff --git a/roadmaps/ai-engineer/content/top-k@qzvp6YxWDiGakA2mtspfh.md b/roadmaps/ai-engineer/content/top-k@qzvp6YxWDiGakA2mtspfh.md
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@@ -4,5 +4,7 @@ Top-K sampling is a method used by Large Language Models (LLMs) during text gene
 
 Visit the following resources to learn more:
 
-- [@article@Top-K Sampling: The Complete Token Selection Guide](https://www.dataannotation.tech/blog/top-k-sampling)
+- [@article@Understanding Top-K and Top-P in Prompt Engineering:](https://medium.com/@8926581/understanding-top-k-and-top-p-in-prompt-engineering-00a3b93dcd40)
+- [@article@How do Top-k and Top-p Sampling work?](https://outcomeschool.com/blog/how-do-top-k-and-top-p-sampling-work)
+- [@article@Mastering Language Models](https://towardsdatascience.com/mastering-language-models-32e1d891511a/#a476)
 - [@video@What are the LLM’s Top-P + Top-K ?](https://www.youtube.com/watch?v=aDmp2Uim0zQ)
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