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+# GenAI Dev Workshop 
+
+The Elastic Solutions Architecture and Customer Engineering teams run a three-hour hands-on workshop for technical teams starting their GenAI journeys and looking for a hands-on crash course working with LLMs and learning about building RAG solutions on their private data.
+
+In the spirit of openness ... please find the agenda and a link to the Python notebook-based exercises. Because this workshop relies on an Elastic-managed back-end environment, the code assumes you have access to a temporary key issued by our Solutions Architecture team. Send us a [contact form](https://www.elastic.co/contact?baymax=rtp&rogue=eswt-1165-b#questions) to reach and we'd be happy to direct you to the next public run of the workshop or help you get a temp key to check out the labs on your own.
+
+![architecture](architecture.jpg)
+
+* Part 1 – Welcome and Introduction to Generative AI
+  * Lab - Using Transformers
+* Part 2 – Prompt Engineering and Privacy
+  * Lab - Basic ChatBots
+  * Lab - NER / APM in a Customer Support Prompt
+* Part 3 - Vectors and Chunking
+  * Lab - Understanding and Generating Vectors
+* Part 4 - Search Powered AI
+  * Lab - RAG Application
+* Part 5 - Understanding and Monitoring Costs
+
+### Notebook Links
+
+[Google Colab version](https://github.com/elastic/genai-workshop-colab/tree/wave2)
+
+[Github Codespaces version](https://github.com/elastic/genai-workshop-codespaces/tree/wave2)
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