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Now you should be able to pip install any required packages, execute code within this **eivonment**, etc. Another benefit is that if you completely mess it up, get into a...

By default, I'm seeing an error in cloud shell with npx/npm not being installed by default. Would be helpful to add a step for that installation.

In this query: ``` select id, description, LLM_RESPONSE from ( SELECT id, user_text, description, category, sub_category, uri, ML_PREDICT_ROW( 'projects/abis-345004/locations/us-central1/publishers/google/models/text-bison', json_build_object( 'instances', json_build_array( json_build_object( 'prompt', 'Read this user search text: '...

[cloud-gae-python-migrate-6-firestore]:

this code is updated gcloud gemini code-repository-indexes repository-groups create REPOSITORY_GROUP \ --project=PROJECT_ID \ --location=REGION \ --code-repository-index=INDEX_NAME \ --repositories='[{"resource": "projects/PROJECT_ID/locations/REGION/connections/INDEX_CONNECTION/gitRepositoryLinks/REPOSITORY", "branch_pattern": "BRANCH_NAMES"}]' branch_pattern has changed to branchPattern.

this is the error i am getting. i tried all the ways, but the issue is still there gcloud run deploy toolbox --image $IMAGE --service-account toolbox-identity --region us-central1 --set-secrets "/app/tools.yaml=tools2:latest"...

Hi team, looks like the code for the step 3 is outdated: ``` curl https://start.spring.io/starter.tgz \ -d bootVersion=3.0.5 \ -d dependencies=web \ -d type=maven-project \ -d baseDir=gae-standard-example | tar -xzvf...

Second page does not seem to load the images. i peeked at page 3 and those images showed up. ![Image](https://github.com/user-attachments/assets/dc5e5f4d-f6be-4c23-8882-a19bc43d2969)

The first gcloud command in section 3 is missing a backslash. The backslash should come after `--nodes=1`. If a user copy-pastes this command now, they will enter the flag `--edition=ENTERPRISE`...

The referenced "Authenticate API requests" step appears to be missing from the tutorial