[pull] main from GoogleCloudPlatform:main

.gemini/styleguide.md

@@ -2,15 +2,34 @@
 
 The current year is 2025.
 
-## Markdown Style
+## Markdown Style (For `.md` files and `.ipynb` Markdown Cells)
 
 - Use single backticks ( ` ` ) to format inline code elements, such as variable names, function names, enum names, and brief code snippets.
+- Add documentation links to the appropriate Vertex AI pages when describing product features. e.g. https://cloud.google.com/vertex-ai/generative-ai/docs
+  - Do not reference documentation from the Gemini Developer API, e.g. https://ai.google.dev/ unless there is not a suitable page in the Vertex AI documentation.
+
+---
+
+The Author block in Notebooks and Markdown should be in a format like this:
+
+For one author:
+
+| Author |
+| --- |
+| [Firstname Lastname](https://github.com/username) |
+
+For multiple authors
+
+| Authors |
+| --- |
+| [Firstname Lastname](https://github.com/username) |
+| [Firstname Lastname](https://github.com/username) |
 
 ## Golden Rule: Use the Correct and Current SDK
 
 Always use the Google Gen AI SDK to call the Gemini models, which became the
 standard library for all Gemini API interactions as of 2025. Do not use legacy
-libraries and SDKs.
+libraries and SDKs. 3rd party integrations like LangGraph, LlamaIndex, LiteLLM are okay.
 
 - **Library Name:** Google Gen AI SDK
 - **Python Package:** `google-genai`

.github/CODEOWNERS

@@ -62,8 +62,11 @@
 /generative-ai/vision/gradio/gradio_image_generation_sdk.ipynb                                                                   @GoogleCloudPlatform/generative-ai-devrel @jbrache
 /generative-ai/vision/use-cases                                                                                                  @GoogleCloudPlatform/generative-ai-devrel @iamthuya
 /generative-ai/vision/use-cases/hey_llm                                                                                          @GoogleCloudPlatform/generative-ai-devrel @tushuhei
-/generative-ai/vision/sample-apps/V-Start                                                                                          @GoogleCloudPlatform/generative-ai-devrel @WafaeBakkali
+/generative-ai/vision/sample-apps/V-Start                                                                                        @GoogleCloudPlatform/generative-ai-devrel @WafaeBakkali
 /generative-ai/open-models/serving/cloud_run_ollama_qwen3_inference.ipynb                                                        @GoogleCloudPlatform/generative-ai-devrel @vladkol
 /generative-ai/open-models/get_started_with_model_garden_sdk.ipynb                                                               @GoogleCloudPlatform/generative-ai-devrel @inardini @lizzij
 /generative-ai/open-models/use-cases/model_garden_litellm_inference.ipynb                                                        @GoogleCloudPlatform/generative-ai-devrel @lizzij
 /generative-ai/llmevalkit                                                                                                        @GoogleCloudPlatform/generative-ai-devrel @santoromike @lkatherine
+/generative-ai/gemini/evaluation/evaluate_gemini_structured_output.ipynb                                                         @GoogleCloudPlatform/generative-ai-devrel @stevie-p
+/generative-ai/agents/gke/agents_with_memory/get_started_with_memory_for_adk_in_gke.ipynb                                        @GoogleCloudPlatform/generative-ai-devrel @vladkol
+/generative-ai/agents/cloud_run/agents_with_memory/get_started_with_memory_for_adk_in_cloud_run.ipynb                            @GoogleCloudPlatform/generative-ai-devrel @vladkol

.github/actions/spelling/README.md

@@ -10,7 +10,6 @@
 | [patterns.txt](patterns.txt)                       | Patterns to ignore from checked lines                                            | perl regular expression (order matters, first match wins)                                         | [patterns](https://github.com/check-spelling/check-spelling/wiki/Configuration-Examples%3A-patterns) |
 | [candidate.patterns](candidate.patterns)           | Patterns that might be worth adding to [patterns.txt](patterns.txt)              | perl regular expression with optional comment block introductions (all matches will be suggested) | [candidates](https://github.com/check-spelling/check-spelling/wiki/Feature:-Suggest-patterns)        |
 | [line_forbidden.patterns](line_forbidden.patterns) | Patterns to flag in checked lines                                                | perl regular expression (order matters, first match wins)                                         | [patterns](https://github.com/check-spelling/check-spelling/wiki/Configuration-Examples%3A-patterns) |
-| [expect.txt](expect.txt)                           | Expected words that aren't in the dictionary                                     | one word per line (sorted, alphabetically)                                                        | [expect](https://github.com/check-spelling/check-spelling/wiki/Configuration#expect)                 |
 | [advice.md](advice.md)                             | Supplement for GitHub comment when unrecognized words are found                  | GitHub Markdown                                                                                   | [advice](https://github.com/check-spelling/check-spelling/wiki/Configuration-Examples%3A-advice)     |
 | [block-delimiters.list](block-delimiters.list)     | Define block begin/end markers to ignore lines of text                           | line with _literal string_ for **start** followed by line with _literal string_ for **end**       | [block ignore](https://github.com/check-spelling/check-spelling/wiki/Feature%3A-Block-Ignore#status) |
 

.github/actions/spelling/allow.txt

@@ -264,6 +264,7 @@ cycleway
 cycleways
 cygpath
 CZE
+czf
 D'orsay
 Daniil
 darkgrid
@@ -450,6 +451,7 @@ fromiter
 fsspec
 FTPS
 fts
+Fudd
 fulltext
 fullurl
 functiona
@@ -978,6 +980,7 @@ Omnibox
 onesie
 onesies
 Onone
+OOM
 Oort
 OOTB
 openai

.github/actions/spelling/line_forbidden.patterns

@@ -226,8 +226,8 @@
 # Should be Gemini API in Vertex AI
 \b[Vv]ertex\s[Aa][Ii]\s[Gg]emini\s[Aa][Pp][Ii]\b
 
-# Should be Agentspace
-\b(?!Agentspace\b)[Aa]gent\s?[Ss]pace?\b
+# Should be Gemini Enterprise
+[Aa]gent\s?[Ss]pace
 
 # Should be Imagen
 \simagen\s\w
@@ -286,9 +286,6 @@
 # Should be TPU or TPUs
 \btpus?\b
 
-# Should be GKE
-\sgke\s
-
 # Should be GCS
 \sgcs\s