diff --git a/.gitleaksignore b/.gitleaksignore
index eb2af7d585..0da0da72c9 100644
--- a/.gitleaksignore
+++ b/.gitleaksignore
@@ -1,3 +1,4 @@
/github/workspace/gemini/use-cases/education/use_cases_for_education.ipynb:aws-access-token:2802
/github/workspace/language/prompts/examples/chain_of_thought_react.ipynb:aws-access-token:308
/github/workspace/vision/use-cases/creating_high_quality_visual_assets_with_gemini_and_imagen.ipynb:facebook-page-access-token:309
+/github/workspace/language/prompts/examples/chain_of_thought_react.ipynb:aws-access-token:310
diff --git a/language/README.md b/language/README.md
index dbefa07eb8..594fe716d7 100644
--- a/language/README.md
+++ b/language/README.md
@@ -1,6 +1,6 @@
# Generative AI - Language
-Welcome to the Google Cloud [Generative AI](https://cloud.google.com/ai/generative-ai/) - Language repository.
+> **NOTE:** This directory uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this directory](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/) for samples which use the latest Gemini model.
## Table of Contents
diff --git a/language/getting-started/intro_palm_api.ipynb b/language/getting-started/intro_palm_api.ipynb
index 87b8295bf4..8e9efececa 100644
--- a/language/getting-started/intro_palm_api.ipynb
+++ b/language/getting-started/intro_palm_api.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Getting Started with the Vertex AI PaLM API & Python SDK\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/getting-started/intro_gemini_python.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"
\n",
" \n",
" \n",
diff --git a/language/grounding/intro-grounding.ipynb b/language/grounding/intro-grounding.ipynb
index 8a63b6f40c..feaa25ffb8 100644
--- a/language/grounding/intro-grounding.ipynb
+++ b/language/grounding/intro-grounding.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Getting Started with Grounding in Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/grounding/intro-grounding-gemini.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/examples/chain_of_thought_react.ipynb b/language/prompts/examples/chain_of_thought_react.ipynb
index 5ba3a5be19..4fc9433709 100644
--- a/language/prompts/examples/chain_of_thought_react.ipynb
+++ b/language/prompts/examples/chain_of_thought_react.ipynb
@@ -27,7 +27,9 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Chain of Thought & ReAct"
+ "# Chain of Thought & ReAct\n",
+ "\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/chain_of_thought_react.ipynb) for a version which uses the latest Gemini model."
]
},
{
diff --git a/language/prompts/examples/ideation.ipynb b/language/prompts/examples/ideation.ipynb
index 9ccff61088..be33cd8a7f 100644
--- a/language/prompts/examples/ideation.ipynb
+++ b/language/prompts/examples/ideation.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Ideation with Generative Models on Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/ideation.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/examples/question_answering.ipynb b/language/prompts/examples/question_answering.ipynb
index 4b7ce68032..b3173f570c 100644
--- a/language/prompts/examples/question_answering.ipynb
+++ b/language/prompts/examples/question_answering.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Question Answering with Generative Models on Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/question_answering.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/examples/text_classification.ipynb b/language/prompts/examples/text_classification.ipynb
index b175abdf37..a54e8ed413 100644
--- a/language/prompts/examples/text_classification.ipynb
+++ b/language/prompts/examples/text_classification.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Text Classification with Generative Models on Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/text_classification.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/examples/text_extraction.ipynb b/language/prompts/examples/text_extraction.ipynb
index 313b82518d..c057f21dd7 100644
--- a/language/prompts/examples/text_extraction.ipynb
+++ b/language/prompts/examples/text_extraction.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Text Extraction with Generative Models on Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/text_extraction.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/examples/text_summarization.ipynb b/language/prompts/examples/text_summarization.ipynb
index edc89012fa..6c8e4c81ec 100644
--- a/language/prompts/examples/text_summarization.ipynb
+++ b/language/prompts/examples/text_summarization.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Text Summarization with Generative Models on Vertex AI\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/examples/text_summarization.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/prompts/intro_prompt_design.ipynb b/language/prompts/intro_prompt_design.ipynb
index b1fe85fa40..17bc5588d6 100644
--- a/language/prompts/intro_prompt_design.ipynb
+++ b/language/prompts/intro_prompt_design.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Prompt Design - Best Practices\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/prompts/intro_prompt_design.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/sample-apps/chat-streamlit/README.md b/language/sample-apps/chat-streamlit/README.md
index 71c5deaeac..dab78ed315 100644
--- a/language/sample-apps/chat-streamlit/README.md
+++ b/language/sample-apps/chat-streamlit/README.md
@@ -1,5 +1,7 @@
# Cloud Run application utilizing Streamlit Framework that demonstrates working with Vertex AI API
+> **NOTE:** This example uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated code](https://github.com/GoogleCloudPlatform/generative-ai/tree/main/gemini/sample-apps/gemini-streamlit-cloudrun) for a version which uses the latest Gemini model.
+
| | |
| --------- | -------------------------------------------- |
| Author(s) | [Romin Irani](https://github.com/rominirani) |
diff --git a/language/tuning/tuning_text_bison.ipynb b/language/tuning/tuning_text_bison.ipynb
index 4d28cdfcd2..5ed1906941 100644
--- a/language/tuning/tuning_text_bison.ipynb
+++ b/language/tuning/tuning_text_bison.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Tuning and deploy a foundation model\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/tuning/gemini_supervised_tuning_qa.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-qa/question_answering_documentai_vector_store_palm.ipynb b/language/use-cases/document-qa/question_answering_documentai_vector_store_palm.ipynb
index fb25b71ff9..17c4cbe949 100644
--- a/language/use-cases/document-qa/question_answering_documentai_vector_store_palm.ipynb
+++ b/language/use-cases/document-qa/question_answering_documentai_vector_store_palm.ipynb
@@ -33,6 +33,8 @@
"source": [
"# Question answering with Documents using Document AI, Pandas, and PaLM\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/retrieval-augmented-generation/intro_multimodal_rag.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-qa/question_answering_documents.ipynb b/language/use-cases/document-qa/question_answering_documents.ipynb
index f152a47975..366affe8be 100644
--- a/language/use-cases/document-qa/question_answering_documents.ipynb
+++ b/language/use-cases/document-qa/question_answering_documents.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Question Answering with Large Documents\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/document-processing/document_processing.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-qa/question_answering_documents_langchain.ipynb b/language/use-cases/document-qa/question_answering_documents_langchain.ipynb
index 245a3aff48..74f50812aa 100644
--- a/language/use-cases/document-qa/question_answering_documents_langchain.ipynb
+++ b/language/use-cases/document-qa/question_answering_documents_langchain.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Question Answering with Large Documents using LangChain 🦜🔗\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/retrieval-augmented-generation/multimodal_rag_langchain.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-qa/question_answering_documents_langchain_matching_engine.ipynb b/language/use-cases/document-qa/question_answering_documents_langchain_matching_engine.ipynb
index fc645975e5..b64af84add 100644
--- a/language/use-cases/document-qa/question_answering_documents_langchain_matching_engine.ipynb
+++ b/language/use-cases/document-qa/question_answering_documents_langchain_matching_engine.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Question Answering with Documents using LangChain 🦜️🔗 and Vertex AI Matching Engine\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/retrieval-augmented-generation/intro_multimodal_rag.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-summarization/summarization_large_documents.ipynb b/language/use-cases/document-summarization/summarization_large_documents.ipynb
index 7a54fb8790..46652e2bcc 100644
--- a/language/use-cases/document-summarization/summarization_large_documents.ipynb
+++ b/language/use-cases/document-summarization/summarization_large_documents.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Text Summarization of Large Documents\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/document-processing/document_processing.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-summarization/summarization_large_documents_langchain.ipynb b/language/use-cases/document-summarization/summarization_large_documents_langchain.ipynb
index f16dbb1437..9a3177faf5 100644
--- a/language/use-cases/document-summarization/summarization_large_documents_langchain.ipynb
+++ b/language/use-cases/document-summarization/summarization_large_documents_langchain.ipynb
@@ -31,6 +31,8 @@
"source": [
"# Text Summarization of Large Documents using LangChain 🦜🔗\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/document-processing/document_processing.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
"\n",
" \n",
" \n",
diff --git a/language/use-cases/document-summarization/summarization_with_documentai.ipynb b/language/use-cases/document-summarization/summarization_with_documentai.ipynb
index 5ff7c15730..9550f23e8e 100644
--- a/language/use-cases/document-summarization/summarization_with_documentai.ipynb
+++ b/language/use-cases/document-summarization/summarization_with_documentai.ipynb
@@ -32,6 +32,8 @@
"source": [
"# Summarization with Large Documents using Document AI and PaLM APIs\n",
"\n",
+ "> **NOTE:** This notebook uses the PaLM generative model, which will reach its [discontinuation date in October 2024](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text#model_versions). Please refer to [this updated notebook](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/gemini/use-cases/document-processing/document_processing.ipynb) for a version which uses the latest Gemini model.\n",
+ "\n",
" | | | | | | | | | | | | | | |