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 **CHEG 667-013 — Chemical Engineering with Computers**  
 Department of Chemical and Biomolecular Engineering, University of Delaware
 
-A hands-on workshop on Large Language Models and machine learning for engineers. Learn how to train a GPT from scratch, run local models, build retrieval-augmented generation systems, then tie it back to underlying machine learning methods by implementing a simple neural network.
+A hands-on workshop on Large Language Models and machine learning for engineers. Learn how to train a GPT from scratch, run local models, build retrieval-augmented generation systems, connect LLMs to tools to build agentic systems, and explore the underlying machine learning methods by implementing a simple neural network.
 
 ## Sections
 
@@ -23,7 +23,7 @@ A hands-on workshop on Large Language Models and machine learning for engineers.
 - A terminal (macOS/Linux, or WSL on Windows)
 - Python 3.10+
 - Basic comfort with the command line
-- [Ollama](https://ollama.com) (sections 02–04)
+- [Ollama](https://ollama.com) (sections 02–05)
 
 ## Getting started