From 26cb40f22154f2a5d9cfdf8dbc2b01257a334886 Mon Sep 17 00:00:00 2001
From: Diondra Peck <dipeck@microsoft.com>
Date: Mon, 23 Oct 2023 09:53:25 -0700
Subject: [PATCH] Update readme to add validate readme to sdk workflows

---
 ...-in-registry-share-data-using-registry.yml |  5 +++++
 ...y-share-models-components-environments.yml |  5 +++++
 .../sdk-assets-component-component.yml        |  5 +++++
 .github/workflows/sdk-assets-data-data.yml    |  5 +++++
 .../sdk-assets-data-working_with_mltable.yml  |  5 +++++
 .../sdk-assets-environment-environment.yml    |  5 +++++
 .github/workflows/sdk-assets-model-model.yml  |  5 +++++
 ...om-outputs-parquet-custom-output-batch.yml |  7 ++++++-
 ...sifier-mlflow-mlflow-for-batch-tabular.yml |  7 ++++++-
 ...summarization-text-summarization-batch.yml |  7 ++++++-
 ...-classifier-imagenet-classifier-mlflow.yml |  7 ++++++-
 ...oy-models-mnist-classifier-mnist-batch.yml |  7 ++++++-
 ...with-preprocessing-sdk-deploy-and-test.yml |  7 ++++++-
 ...elines-hello-batch-sdk-deploy-and-test.yml |  7 ++++++-
 ...ng-with-components-sdk-deploy-and-test.yml |  7 ++++++-
 ...-endpoints-custom-container-multimodel.yml |  5 +++++
 ...iner-online-endpoints-custom-container.yml |  5 +++++
 ...iner-triton-online-endpoints-triton-cc.yml |  5 +++++
 ...bernetes-online-endpoints-safe-rollout.yml |  5 +++++
 ...tes-online-endpoints-simple-deployment.yml |  5 +++++
 ...llm-langchain-1_langchain_basic_deploy.yml |  5 +++++
 ...semantic-kernel-1_semantic_http_server.yml |  5 +++++
 ...-online-endpoints-managed-identity-sai.yml |  5 +++++
 ...-online-endpoints-managed-identity-uai.yml |  5 +++++
 ...naged-online-endpoints-binary-payloads.yml |  5 +++++
 ...aged-online-endpoints-inference-schema.yml |  5 +++++
 ...line-managed-online-endpoints-keyvault.yml |  5 +++++
 ...ne-managed-online-endpoints-multimodel.yml |  5 +++++
 ...nline-managed-online-endpoints-openapi.yml |  5 +++++
 ...-managed-online-endpoints-safe-rollout.yml |  5 +++++
 ...ged-online-endpoints-simple-deployment.yml |  5 +++++
 ...points-deploy-mlflow-model-with-script.yml |  5 +++++
 ...w-online-endpoints-deploy-mlflow-model.yml |  5 +++++
 ...n-single-model-online-endpoints-triton.yml |  5 +++++
 ...e_sample-test_featurestore_cli_samples.yml |  5 +++++
 ...e_sample-test_featurestore_sdk_samples.yml |  5 +++++
 ...nai-oai-v1-openai_completions_finetune.yml |  5 +++++
 ...i-oai-v2-openai_chat_finetune_pipeline.yml | 19 ++++++++++++-------
 ...ing-question-answering-online-endpoint.yml |  5 +++++
 ...n-token-classification-online-endpoint.yml |  5 +++++
 ...ranslation-translation-online-endpoint.yml |  5 +++++
 ...ro-shot-classification-online-endpoint.yml |  5 +++++
 ...stem-import-import_model_into_registry.yml |  8 +++++---
 ...toml-classification-task-bankmarketing.yml |  5 +++++
 ...tcn-automl-forecasting-distributed-tcn.yml |  5 +++++
 ...hub-dau-auto-ml-forecasting-github-dau.yml |  7 +++++--
 ...-forecasting-orange-juice-sales-mlflow.yml |  5 +++++
 ...-recipe-univariate-experiment-settings.yml |  5 +++++
 ...toml-forecasting-recipe-univariate-run.yml |  5 +++++
 ...e-share-auto-ml-forecasting-bike-share.yml |  5 +++++
 ...ing-task-energy-demand-advanced-mlflow.yml |  5 +++++
 ...orecasting-task-energy-demand-advanced.yml |  5 +++++
 ...ification-multiclass-task-fridge-items.yml |  7 ++++++-
 ...ification-multilabel-task-fridge-items.yml |  7 ++++++-
 ...nstance-segmentation-task-fridge-items.yml |  7 ++++++-
 ...age-object-detection-task-fridge-items.yml |  9 +++++++--
 ...tection-batch-scoring-non-mlflow-model.yml | 11 +++++++----
 ...automl-nlp-multiclass-sentiment-mlflow.yml |  7 ++++++-
 ...alysis-automl-nlp-multiclass-sentiment.yml |  5 +++++
 ...zation-automl-nlp-multilabel-paper-cat.yml |  5 +++++
 ...ognition-task-automl-nlp-text-ner-task.yml |  5 +++++
 ...ext-ner-task-distributed-with-sweeping.yml |  5 +++++
 ...l-regression-task-hardware-performance.yml |  5 +++++
 .github/workflows/sdk-jobs-configuration.yml  |  5 +++++
 ...j_sales_prediction-oj_sales_prediction.yml |  5 +++++
 ...batch_prediction-iris_batch_prediction.yml |  5 +++++
 ..._identification-mnist_batch_prediction.yml |  5 +++++
 ...aml-pipeline_with_components_from_yaml.yml |  5 +++++
 ...peline_with_python_function_components.yml |  5 +++++
 ...eep-pipeline_with_hyperparameter_sweep.yml |  5 +++++
 ...ts-pipeline_with_non_python_components.yml |  5 +++++
 ...ts-pipeline_with_registered_components.yml |  5 +++++
 ...lel_nodes-pipeline_with_parallel_nodes.yml |  5 +++++
 ...assification-bankmarketing-in-pipeline.yml |  5 +++++
 ...ipeline-automl-forecasting-in-pipeline.yml |  5 +++++
 ...-classification-multiclass-in-pipeline.yml |  5 +++++
 ...-classification-multilabel-in-pipeline.yml |  5 +++++
 ...mage-instance-segmentation-in-pipeline.yml |  5 +++++
 ...oml-image-object-detection-in-pipeline.yml |  5 +++++
 ...l-regression-house-pricing-in-pipeline.yml |  5 +++++
 ...automl-text-classification-in-pipeline.yml |  5 +++++
 ...-classification-multilabel-in-pipeline.yml |  5 +++++
 ...r-named-entity-recognition-in-pipeline.yml |  5 +++++
 ..._spark_nodes-pipeline_with_spark_nodes.yml |  5 +++++
 ...ata_regression_with_pipeline_component.yml |  5 +++++
 ...ine_with_train_eval_pipeline_component.yml |  5 +++++
 ...casting-demand-many-models-in-pipeline.yml |  8 ++++++++
 ...s-1l_flow_in_pipeline-flow_in_pipeline.yml |  5 +++++
 ...tensorflow-train_mnist_with_tensorflow.yml |  5 +++++
 ...th_pytorch-train_cifar_10_with_pytorch.yml |  5 +++++
 ...ta_regression-nyc_taxi_data_regression.yml |  5 +++++
 ...net-image_classification_with_densenet.yml |  5 +++++
 ...ge_classification_keras_minist_convnet.yml |  5 +++++
 ...ep-debug-and-monitor-debug-and-monitor.yml |  5 +++++
 ...step-lightgbm-iris-lightgbm-iris-sweep.yml |  5 +++++
 ...stributed-training-distributed-cifar10.yml |  5 +++++
 ...training-yolov5-objectdetectionAzureML.yml |  5 +++++
 ...-single-step-pytorch-iris-pytorch-iris.yml |  5 +++++
 ...yperparameter-tune-deploy-with-pytorch.yml |  5 +++++
 ...e-step-r-accidents-accident-prediction.yml |  5 +++++
 ...scikit-learn-diabetes-sklearn-diabetes.yml |  5 +++++
 ...ep-scikit-learn-iris-iris-scikit-learn.yml |  5 +++++
 ...-step-scikit-learn-mnist-sklearn-mnist.yml |  5 +++++
 ...d-tensorflow-mnist-distributed-horovod.yml |  5 +++++
 ...stributed-tensorflow-mnist-distributed.yml |  5 +++++
 ...step-tensorflow-mnist-tensorflow-mnist.yml |  5 +++++
 ...ation-run_interactive_session_notebook.yml |  5 +++++
 ...-jobs-spark-submit_spark_pipeline_jobs.yml |  5 +++++
 ...obs-spark-submit_spark_standalone_jobs.yml |  5 +++++
 ...mit_spark_standalone_jobs_managed_vnet.yml |  5 +++++
 ...rces-compute-attach_manage_spark_pools.yml |  5 +++++
 .../sdk-resources-compute-compute.yml         |  5 +++++
 .../sdk-resources-connections-connections.yml |  5 +++++
 ...sdk-resources-registry-registry-create.yml |  5 +++++
 .../sdk-resources-workspace-workspace.yml     |  5 +++++
 ...ns-mlflow-deployment-with-explanations.yml |  5 +++++
 ...leaidashboard-diabetes-decision-making.yml |  5 +++++
 ...rd-diabetes-regression-model-debugging.yml |  5 +++++
 ...housing-classification-model-debugging.yml |  5 +++++
 ...bleaidashboard-housing-decision-making.yml |  5 +++++
 ...-programmer-regression-model-debugging.yml |  5 +++++
 ...label-text-classification-covid-events.yml |  5 +++++
 ...idashboard-text-classification-DBPedia.yml |  5 +++++
 ...board-text-classification-blbooksgenre.yml |  5 +++++
 ...ashboard-text-question-answering-squad.yml |  5 +++++
 ...ard-automl-image-classification-fridge.yml |  5 +++++
 ...l-object-detection-fridge-private-data.yml |  5 +++++
 ...idashboard-image-classification-fridge.yml |  5 +++++
 ...image-multilabel-classification-fridge.yml |  5 +++++
 ...bleaidashboard-object-detection-MSCOCO.yml |  5 +++++
 .../workflows/sdk-schedules-job-schedule.yml  |  5 +++++
 ...-files-example-delimited-files-example.yml |  5 +++++
 ...-delta-lake-example-delta-lake-example.yml |  5 +++++
 ...-from-paths-example-from-paths-example.yml |  5 +++++
 ...-local-to-cloud-mltable-local-to-cloud.yml |  5 +++++
 ...-mltable-quickstart-mltable-quickstart.yml |  5 +++++
 sdk/python/readme.py                          |  5 +++++
 137 files changed, 711 insertions(+), 30 deletions(-)

diff --git a/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml b/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
index 280321dd05..e1ae312ce1 100644
--- a/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
+++ b/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/assets-in-registry"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml b/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
index 5d6b7e3e4c..028cb29461 100644
--- a/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
+++ b/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/assets-in-registry"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-component-component.yml b/.github/workflows/sdk-assets-component-component.yml
index 31dbec1d54..a40d23cb76 100644
--- a/.github/workflows/sdk-assets-component-component.yml
+++ b/.github/workflows/sdk-assets-component-component.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/component"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-data-data.yml b/.github/workflows/sdk-assets-data-data.yml
index e446b4cd4a..1e01fae0b3 100644
--- a/.github/workflows/sdk-assets-data-data.yml
+++ b/.github/workflows/sdk-assets-data-data.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/data"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-data-working_with_mltable.yml b/.github/workflows/sdk-assets-data-working_with_mltable.yml
index 0600f15762..68fa11b020 100644
--- a/.github/workflows/sdk-assets-data-working_with_mltable.yml
+++ b/.github/workflows/sdk-assets-data-working_with_mltable.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/data"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-environment-environment.yml b/.github/workflows/sdk-assets-environment-environment.yml
index e1db00924c..468dc8b72d 100644
--- a/.github/workflows/sdk-assets-environment-environment.yml
+++ b/.github/workflows/sdk-assets-environment-environment.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/environment"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-assets-model-model.yml b/.github/workflows/sdk-assets-model-model.yml
index a2f88aff2c..183bf3089d 100644
--- a/.github/workflows/sdk-assets-model-model.yml
+++ b/.github/workflows/sdk-assets-model-model.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/assets/model"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-models-custom-outputs-parquet-custom-output-batch.yml b/.github/workflows/sdk-endpoints-batch-deploy-models-custom-outputs-parquet-custom-output-batch.yml
index 130e3aab18..7f51b7e3f4 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-models-custom-outputs-parquet-custom-output-batch.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-models-custom-outputs-parquet-custom-output-batch.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-models/custom-outputs-parquet"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -65,7 +70,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "custom-output-batch.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python custom-output-batch.ipynb custom-output-batch.output.ipynb --log-output
+          papermill -k python custom-output-batch.ipynb custom-output-batch.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-models/custom-outputs-parquet
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-models-heart-classifier-mlflow-mlflow-for-batch-tabular.yml b/.github/workflows/sdk-endpoints-batch-deploy-models-heart-classifier-mlflow-mlflow-for-batch-tabular.yml
index a78be04124..b65a3c2772 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-models-heart-classifier-mlflow-mlflow-for-batch-tabular.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-models-heart-classifier-mlflow-mlflow-for-batch-tabular.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-models/heart-classifier-mlflow"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "mlflow-for-batch-tabular.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python mlflow-for-batch-tabular.ipynb mlflow-for-batch-tabular.output.ipynb --log-output
+          papermill -k python mlflow-for-batch-tabular.ipynb mlflow-for-batch-tabular.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-models/heart-classifier-mlflow
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-models-huggingface-text-summarization-text-summarization-batch.yml b/.github/workflows/sdk-endpoints-batch-deploy-models-huggingface-text-summarization-text-summarization-batch.yml
index 5e46aa91d1..d1cb814bdc 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-models-huggingface-text-summarization-text-summarization-batch.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-models-huggingface-text-summarization-text-summarization-batch.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-models/huggingface-text-summarization"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "text-summarization-batch.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python text-summarization-batch.ipynb text-summarization-batch.output.ipynb --log-output
+          papermill -k python text-summarization-batch.ipynb text-summarization-batch.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-models/huggingface-text-summarization
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-models-imagenet-classifier-imagenet-classifier-mlflow.yml b/.github/workflows/sdk-endpoints-batch-deploy-models-imagenet-classifier-imagenet-classifier-mlflow.yml
index b2886bec32..bcbd7b7210 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-models-imagenet-classifier-imagenet-classifier-mlflow.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-models-imagenet-classifier-imagenet-classifier-mlflow.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-models/imagenet-classifier"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "imagenet-classifier-mlflow.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python imagenet-classifier-mlflow.ipynb imagenet-classifier-mlflow.output.ipynb --log-output
+          papermill -k python imagenet-classifier-mlflow.ipynb imagenet-classifier-mlflow.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-models/imagenet-classifier
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-models-mnist-classifier-mnist-batch.yml b/.github/workflows/sdk-endpoints-batch-deploy-models-mnist-classifier-mnist-batch.yml
index 79ccb925a4..fabda04ed8 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-models-mnist-classifier-mnist-batch.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-models-mnist-classifier-mnist-batch.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-models/mnist-classifier"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -65,7 +70,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "mnist-batch.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python mnist-batch.ipynb mnist-batch.output.ipynb --log-output
+          papermill -k python mnist-batch.ipynb mnist-batch.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-models/mnist-classifier
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-batch-scoring-with-preprocessing-sdk-deploy-and-test.yml b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-batch-scoring-with-preprocessing-sdk-deploy-and-test.yml
index e28a343b8f..9187edd3c1 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-batch-scoring-with-preprocessing-sdk-deploy-and-test.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-batch-scoring-with-preprocessing-sdk-deploy-and-test.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -65,7 +70,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "sdk-deploy-and-test.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb --log-output
+          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-hello-batch-sdk-deploy-and-test.yml b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-hello-batch-sdk-deploy-and-test.yml
index 64276b9677..16fa20d33e 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-hello-batch-sdk-deploy-and-test.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-hello-batch-sdk-deploy-and-test.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-pipelines/hello-batch"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -65,7 +70,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "sdk-deploy-and-test.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb --log-output
+          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-pipelines/hello-batch
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-training-with-components-sdk-deploy-and-test.yml b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-training-with-components-sdk-deploy-and-test.yml
index da026451c0..58c3ee7162 100644
--- a/.github/workflows/sdk-endpoints-batch-deploy-pipelines-training-with-components-sdk-deploy-and-test.yml
+++ b/.github/workflows/sdk-endpoints-batch-deploy-pipelines-training-with-components-sdk-deploy-and-test.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/batch/deploy-pipelines/training-with-components"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -65,7 +70,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "sdk-deploy-and-test.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb --log-output
+          papermill -k python sdk-deploy-and-test.ipynb sdk-deploy-and-test.output.ipynb
       working-directory: sdk/python/endpoints/batch/deploy-pipelines/training-with-components
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
index 8a4b2fb110..96918158c3 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/custom-container"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
index 4af257c091..83a102ee47 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/custom-container"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml b/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
index bb35361080..e655d7953f 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/custom-container/triton"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-safe-rollout.yml b/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-safe-rollout.yml
index f3c7b73353..08a6a4da77 100644
--- a/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-safe-rollout.yml
+++ b/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-safe-rollout.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/kubernetes"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-simple-deployment.yml b/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-simple-deployment.yml
index 764e2c3ef1..3eb79bd837 100644
--- a/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-simple-deployment.yml
+++ b/.github/workflows/sdk-endpoints-online-kubernetes-kubernetes-online-endpoints-simple-deployment.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/kubernetes"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml b/.github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml
index 6f876f91e7..be419a6ec0 100644
--- a/.github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml
+++ b/.github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/llm/langchain"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml b/.github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml
index 34aa764831..dc4f73b0b1 100644
--- a/.github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml
+++ b/.github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/llm/semantic-kernel"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
index 29bb03a090..a6c0d45324 100644
--- a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed/managed-identities"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
index d730e6bdb1..9320ce9e69 100644
--- a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed/managed-identities"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
index 1b30445039..141ef555f5 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
index 2a7babfcb2..12a692d464 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
index b72b1bc187..36a2d06380 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
index 2521f4b0e4..bb4beebb63 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
index 566d1294bd..a1f63e7846 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
index 53dab7f726..a4c8d6d43a 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
index 161a3b4833..d7a357243d 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/managed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model-with-script.yml b/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model-with-script.yml
index 37cddc8f66..deadb24c1e 100644
--- a/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model-with-script.yml
+++ b/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model-with-script.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/mlflow"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml b/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml
index fc56389327..876f5b323c 100644
--- a/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml
+++ b/.github/workflows/sdk-endpoints-online-mlflow-online-endpoints-deploy-mlflow-model.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/mlflow"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml b/.github/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml
index 5eb3bfb208..b29c56ffad 100644
--- a/.github/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml
+++ b/.github/workflows/sdk-endpoints-online-triton-single-model-online-endpoints-triton.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/endpoints/online/triton/single-model"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-featurestore_sample-test_featurestore_cli_samples.yml b/.github/workflows/sdk-featurestore_sample-test_featurestore_cli_samples.yml
index a31b9cb64a..e5a02acbed 100644
--- a/.github/workflows/sdk-featurestore_sample-test_featurestore_cli_samples.yml
+++ b/.github/workflows/sdk-featurestore_sample-test_featurestore_cli_samples.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/featurestore_sample"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-featurestore_sample-test_featurestore_sdk_samples.yml b/.github/workflows/sdk-featurestore_sample-test_featurestore_sdk_samples.yml
index 360b615937..b32bdeadd4 100644
--- a/.github/workflows/sdk-featurestore_sample-test_featurestore_sdk_samples.yml
+++ b/.github/workflows/sdk-featurestore_sample-test_featurestore_sdk_samples.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/featurestore_sample"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml b/.github/workflows/sdk-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml
index 67d8cbd896..38f36cba5e 100644
--- a/.github/workflows/sdk-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml
+++ b/.github/workflows/sdk-foundation-models-azure_openai-oai-v1-openai_completions_finetune.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/azure_openai/oai-v1"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-azure_openai-oai-v2-openai_chat_finetune_pipeline.yml b/.github/workflows/sdk-foundation-models-azure_openai-oai-v2-openai_chat_finetune_pipeline.yml
index e7b14c2055..0fd5122455 100644
--- a/.github/workflows/sdk-foundation-models-azure_openai-oai-v2-openai_chat_finetune_pipeline.yml
+++ b/.github/workflows/sdk-foundation-models-azure_openai-oai-v2-openai_chat_finetune_pipeline.yml
@@ -18,7 +18,7 @@ on:
       - .github/workflows/sdk-foundation-models-azure_openai-oai-v2-openai_chat_finetune_pipeline.yml
       - sdk/python/dev-requirements.txt
       - infra/bootstrapping/**
-      - sdk/python/setup_oai_v2.sh
+      - sdk/python/setup.sh
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
@@ -41,27 +41,32 @@ jobs:
     - name: bootstrap resources
       run: |
           echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}';
-          bash bootstrap_oai_v2.sh
+          bash bootstrap.sh
       working-directory: infra/bootstrapping
       continue-on-error: false
     - name: setup SDK
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
-          source "${{ github.workspace }}/infra/bootstrapping/init_environment_oai_v2.sh";
-          bash setup_oai_v2.sh
+          source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh";
+          bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/azure_openai/oai-v2"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
-          source "${{ github.workspace }}/infra/bootstrapping/init_environment_oai_v2.sh";
-          bash setup_oai_v2.sh
+          source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh";
+          bash setup.sh
       working-directory: cli
       continue-on-error: true
     - name: run foundation-models/azure_openai/oai-v2/openai_chat_finetune_pipeline.ipynb
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
-          source "${{ github.workspace }}/infra/bootstrapping/init_environment_oai_v2.sh";
+          source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "openai_chat_finetune_pipeline.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
diff --git a/.github/workflows/sdk-foundation-models-huggingface-inference-question-answering-question-answering-online-endpoint.yml b/.github/workflows/sdk-foundation-models-huggingface-inference-question-answering-question-answering-online-endpoint.yml
index 2d87aa3855..3ee79c9fc3 100644
--- a/.github/workflows/sdk-foundation-models-huggingface-inference-question-answering-question-answering-online-endpoint.yml
+++ b/.github/workflows/sdk-foundation-models-huggingface-inference-question-answering-question-answering-online-endpoint.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/huggingface/inference/question-answering"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-huggingface-inference-token-classification-token-classification-online-endpoint.yml b/.github/workflows/sdk-foundation-models-huggingface-inference-token-classification-token-classification-online-endpoint.yml
index 12b61f67da..1d695279f4 100644
--- a/.github/workflows/sdk-foundation-models-huggingface-inference-token-classification-token-classification-online-endpoint.yml
+++ b/.github/workflows/sdk-foundation-models-huggingface-inference-token-classification-token-classification-online-endpoint.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/huggingface/inference/token-classification"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-huggingface-inference-translation-translation-online-endpoint.yml b/.github/workflows/sdk-foundation-models-huggingface-inference-translation-translation-online-endpoint.yml
index 50ac150f2f..a827b6beff 100644
--- a/.github/workflows/sdk-foundation-models-huggingface-inference-translation-translation-online-endpoint.yml
+++ b/.github/workflows/sdk-foundation-models-huggingface-inference-translation-translation-online-endpoint.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/huggingface/inference/translation"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-huggingface-inference-zero-shot-classification-zero-shot-classification-online-endpoint.yml b/.github/workflows/sdk-foundation-models-huggingface-inference-zero-shot-classification-zero-shot-classification-online-endpoint.yml
index 9f0e4c6905..51c52afa83 100644
--- a/.github/workflows/sdk-foundation-models-huggingface-inference-zero-shot-classification-zero-shot-classification-online-endpoint.yml
+++ b/.github/workflows/sdk-foundation-models-huggingface-inference-zero-shot-classification-zero-shot-classification-online-endpoint.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/huggingface/inference/zero-shot-classification"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml b/.github/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml
index d1bf2daac1..77baed880a 100644
--- a/.github/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml
+++ b/.github/workflows/sdk-foundation-models-system-import-import_model_into_registry.yml
@@ -19,9 +19,6 @@ on:
       - sdk/python/dev-requirements.txt
       - infra/bootstrapping/**
       - sdk/python/setup.sh
-env:
-  MMDETECTION_MODEL_ID: None
-  MMDETECTION_TASK_NAME: image-object-detection
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
@@ -54,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/foundation-models/system/import"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-classification-task-bankmarketing-automl-classification-task-bankmarketing.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-classification-task-bankmarketing-automl-classification-task-bankmarketing.yml
index 643bd45e8a..0be42c3ae9 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-classification-task-bankmarketing-automl-classification-task-bankmarketing.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-classification-task-bankmarketing-automl-classification-task-bankmarketing.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.yml
index 52542d15c1..b1680cee91 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-github-dau-auto-ml-forecasting-github-dau.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-github-dau-auto-ml-forecasting-github-dau.yml
index 6a68dcdbc6..92dde699c2 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-github-dau-auto-ml-forecasting-github-dau.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-github-dau-auto-ml-forecasting-github-dau.yml
@@ -36,8 +36,6 @@ jobs:
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
       run: pip install -r sdk/python/mlflow-requirements.txt
-    - name: pip install forecasting reqs
-      run: pip install -r sdk/python/forecasting-requirements.txt
     - name: azure login
       uses: azure/login@v1
       with:
@@ -55,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml
index 11efcafa06..ec339b5c89 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml
@@ -55,6 +55,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-experiment-settings.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-experiment-settings.yml
index 4da89bd6d7..8f9a7bee99 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-experiment-settings.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-experiment-settings.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-run.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-run.yml
index 7dfc5ba97b..7805d465ae 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-run.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-recipes-univariate-automl-forecasting-recipe-univariate-run.yml
@@ -55,6 +55,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share.yml
index 04acdeb0d1..e2b77cdd85 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share.yml
@@ -55,6 +55,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced-mlflow.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced-mlflow.yml
index 767143c365..ecb3448c4e 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced-mlflow.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced-mlflow.yml
@@ -55,6 +55,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced.yml
index bd198f724f..8dfff93633 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-energy-demand-automl-forecasting-task-energy-demand-advanced.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multiclass-task-fridge-items-automl-image-classification-multiclass-task-fridge-items.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multiclass-task-fridge-items-automl-image-classification-multiclass-task-fridge-items.yml
index 3da11dd78b..da5c94b9e3 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multiclass-task-fridge-items-automl-image-classification-multiclass-task-fridge-items.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multiclass-task-fridge-items-automl-image-classification-multiclass-task-fridge-items.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multiclass-task-fridge-items"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "automl-image-classification-multiclass-task-fridge-items.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python automl-image-classification-multiclass-task-fridge-items.ipynb automl-image-classification-multiclass-task-fridge-items.output.ipynb
+          papermill -k python -p compute_name automl-gpu-cluster automl-image-classification-multiclass-task-fridge-items.ipynb automl-image-classification-multiclass-task-fridge-items.output.ipynb
       working-directory: sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multiclass-task-fridge-items
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multilabel-task-fridge-items-automl-image-classification-multilabel-task-fridge-items.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multilabel-task-fridge-items-automl-image-classification-multilabel-task-fridge-items.yml
index e9825f7214..f59cabd4a4 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multilabel-task-fridge-items-automl-image-classification-multilabel-task-fridge-items.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-classification-multilabel-task-fridge-items-automl-image-classification-multilabel-task-fridge-items.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multilabel-task-fridge-items"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "automl-image-classification-multilabel-task-fridge-items.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python automl-image-classification-multilabel-task-fridge-items.ipynb automl-image-classification-multilabel-task-fridge-items.output.ipynb
+          papermill -k python -p compute_name automl-gpu-cluster automl-image-classification-multilabel-task-fridge-items.ipynb automl-image-classification-multilabel-task-fridge-items.output.ipynb
       working-directory: sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multilabel-task-fridge-items
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fridge-items-automl-image-instance-segmentation-task-fridge-items.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fridge-items-automl-image-instance-segmentation-task-fridge-items.yml
index 1715b9512f..9d2c338b04 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fridge-items-automl-image-instance-segmentation-task-fridge-items.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fridge-items-automl-image-instance-segmentation-task-fridge-items.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-image-instance-segmentation-task-fridge-items"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "automl-image-instance-segmentation-task-fridge-items.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python automl-image-instance-segmentation-task-fridge-items.ipynb automl-image-instance-segmentation-task-fridge-items.output.ipynb
+          papermill -k python -p compute_name automl-gpu-cluster automl-image-instance-segmentation-task-fridge-items.ipynb automl-image-instance-segmentation-task-fridge-items.output.ipynb
       working-directory: sdk/python/jobs/automl-standalone-jobs/automl-image-instance-segmentation-task-fridge-items
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-automl-image-object-detection-task-fridge-items.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-automl-image-object-detection-task-fridge-items.yml
index 47616a3d88..c395101ad6 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-automl-image-object-detection-task-fridge-items.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-automl-image-object-detection-task-fridge-items.yml
@@ -9,7 +9,7 @@ name: sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-
 on:
   workflow_dispatch:
   schedule:
-    - cron: "51 10/12 * * *"
+    - cron: "51 5/12 * * *"
   pull_request:
     branches:
       - main
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -67,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "automl-image-object-detection-task-fridge-items.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python automl-image-object-detection-task-fridge-items.ipynb automl-image-object-detection-task-fridge-items.output.ipynb
+          papermill -k python -p compute_name automl-gpu-cluster automl-image-object-detection-task-fridge-items.ipynb automl-image-object-detection-task-fridge-items.output.ipynb
       working-directory: sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-batch-scoring-image-object-detection-batch-scoring-non-mlflow-model.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-batch-scoring-image-object-detection-batch-scoring-non-mlflow-model.yml
index 4b4e3fb57e..e6c1ca27d2 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-batch-scoring-image-object-detection-batch-scoring-non-mlflow-model.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-object-detection-task-fridge-items-batch-scoring-image-object-detection-batch-scoring-non-mlflow-model.yml
@@ -24,7 +24,7 @@ concurrency:
   cancel-in-progress: true
 jobs:
   build:
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-latest
     steps:
     - name: check out repo
       uses: actions/checkout@v2
@@ -51,10 +51,13 @@ jobs:
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
           source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh";
           bash setup.sh
-          pip install azureml-core
-          pip install azureml-pipeline-core
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items-batch-scoring"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -69,7 +72,7 @@ jobs:
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json";
           bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "image-object-detection-batch-scoring-non-mlflow-model.ipynb";
           [ -f "../../.azureml/config" ] && cat "../../.azureml/config";
-          papermill -k python image-object-detection-batch-scoring-non-mlflow-model.ipynb image-object-detection-batch-scoring-non-mlflow-model.output.ipynb
+          papermill -k python -p compute_name automl-gpu-cluster image-object-detection-batch-scoring-non-mlflow-model.ipynb image-object-detection-batch-scoring-non-mlflow-model.output.ipynb
       working-directory: sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items-batch-scoring
     - name: upload notebook's working folder as an artifact
       if: ${{ always() }}
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment-mlflow.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment-mlflow.yml
index 38078c1ce4..eb5b53180a 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment-mlflow.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment-mlflow.yml
@@ -9,7 +9,7 @@ name: sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-
 on:
   workflow_dispatch:
   schedule:
-    - cron: "55 4/12 * * *"
+    - cron: "55 6/12 * * *"
   pull_request:
     branches:
       - main
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multiclass-task-sentiment-analysis"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment.yml
index 5d92eb55cd..8aaf99be92 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multiclass-task-sentiment-analysis-automl-nlp-multiclass-sentiment.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multiclass-task-sentiment-analysis"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multilabel-task-paper-categorization-automl-nlp-multilabel-paper-cat.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multilabel-task-paper-categorization-automl-nlp-multilabel-paper-cat.yml
index 3892a00183..079ba4cab4 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multilabel-task-paper-categorization-automl-nlp-multilabel-paper-cat.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-classification-multilabel-task-paper-categorization-automl-nlp-multilabel-paper-cat.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multilabel-task-paper-categorization"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-automl-nlp-text-ner-task.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-automl-nlp-text-ner-task.yml
index 210c28068d..c41ee2c97c 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-automl-nlp-text-ner-task.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-automl-nlp-text-ner-task.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-named-entity-recognition-task"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-distributed-sweeping-automl-nlp-text-ner-task-distributed-with-sweeping.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-distributed-sweeping-automl-nlp-text-ner-task-distributed-with-sweeping.yml
index 833e36acc4..4c290b2e05 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-distributed-sweeping-automl-nlp-text-ner-task-distributed-with-sweeping.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-nlp-text-named-entity-recognition-task-distributed-sweeping-automl-nlp-text-ner-task-distributed-with-sweeping.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-named-entity-recognition-task-distributed-sweeping"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-regression-task-hardware-performance-automl-regression-task-hardware-performance.yml b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-regression-task-hardware-performance-automl-regression-task-hardware-performance.yml
index 581e02c206..5314bbdd38 100644
--- a/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-regression-task-hardware-performance-automl-regression-task-hardware-performance.yml
+++ b/.github/workflows/sdk-jobs-automl-standalone-jobs-automl-regression-task-hardware-performance-automl-regression-task-hardware-performance.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-configuration.yml b/.github/workflows/sdk-jobs-configuration.yml
index 5ee1106a3f..ee68b3409f 100644
--- a/.github/workflows/sdk-jobs-configuration.yml
+++ b/.github/workflows/sdk-jobs-configuration.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-parallel-1a_oj_sales_prediction-oj_sales_prediction.yml b/.github/workflows/sdk-jobs-parallel-1a_oj_sales_prediction-oj_sales_prediction.yml
index 8c601873c1..bd647b5ea3 100644
--- a/.github/workflows/sdk-jobs-parallel-1a_oj_sales_prediction-oj_sales_prediction.yml
+++ b/.github/workflows/sdk-jobs-parallel-1a_oj_sales_prediction-oj_sales_prediction.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/parallel/1a_oj_sales_prediction"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-parallel-2a_iris_batch_prediction-iris_batch_prediction.yml b/.github/workflows/sdk-jobs-parallel-2a_iris_batch_prediction-iris_batch_prediction.yml
index 9d22cb9e1e..e82319a128 100644
--- a/.github/workflows/sdk-jobs-parallel-2a_iris_batch_prediction-iris_batch_prediction.yml
+++ b/.github/workflows/sdk-jobs-parallel-2a_iris_batch_prediction-iris_batch_prediction.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/parallel/2a_iris_batch_prediction"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-parallel-3a_mnist_batch_identification-mnist_batch_prediction.yml b/.github/workflows/sdk-jobs-parallel-3a_mnist_batch_identification-mnist_batch_prediction.yml
index db3196e0a7..ae7c55ec1a 100644
--- a/.github/workflows/sdk-jobs-parallel-3a_mnist_batch_identification-mnist_batch_prediction.yml
+++ b/.github/workflows/sdk-jobs-parallel-3a_mnist_batch_identification-mnist_batch_prediction.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/parallel/3a_mnist_batch_identification"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml b/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
index 3fafca903d..6969714631 100644
--- a/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml b/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
index 898f44339d..feff2b17b2 100644
--- a/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1b_pipeline_with_python_function_components"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml b/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
index 46bb5a8756..1e08e4c78a 100644
--- a/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1c_pipeline_with_hyperparameter_sweep"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml b/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
index 27a6145957..34e0ae1f55 100644
--- a/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1d_pipeline_with_non_python_components"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml b/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
index 24202dd5e8..dd070fa740 100644
--- a/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1e_pipeline_with_registered_components"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml b/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
index 6c5f2f52c7..ee6b43c2a0 100644
--- a/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-classification-bankmarketing-in-pipeline-automl-classification-bankmarketing-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-classification-bankmarketing-in-pipeline-automl-classification-bankmarketing-in-pipeline.yml
index 35b945fcb5..751864cf0b 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-classification-bankmarketing-in-pipeline-automl-classification-bankmarketing-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-classification-bankmarketing-in-pipeline-automl-classification-bankmarketing-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-classification-bankmarketing-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-forecasting-in-pipeline-automl-forecasting-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-forecasting-in-pipeline-automl-forecasting-in-pipeline.yml
index e79a4a3927..910eacabdc 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-forecasting-in-pipeline-automl-forecasting-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-forecasting-in-pipeline-automl-forecasting-in-pipeline.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-forecasting-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multiclass-in-pipeline-automl-image-classification-multiclass-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multiclass-in-pipeline-automl-image-classification-multiclass-in-pipeline.yml
index 320fd6a47f..4e1852bd68 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multiclass-in-pipeline-automl-image-classification-multiclass-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multiclass-in-pipeline-automl-image-classification-multiclass-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multiclass-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multilabel-in-pipeline-automl-image-classification-multilabel-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multilabel-in-pipeline-automl-image-classification-multilabel-in-pipeline.yml
index d21b2441d3..267dd198ed 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multilabel-in-pipeline-automl-image-classification-multilabel-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-classification-multilabel-in-pipeline-automl-image-classification-multilabel-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multilabel-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-instance-segmentation-in-pipeline-automl-image-instance-segmentation-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-instance-segmentation-in-pipeline-automl-image-instance-segmentation-in-pipeline.yml
index 11415319ea..e4eac703e3 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-instance-segmentation-in-pipeline-automl-image-instance-segmentation-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-instance-segmentation-in-pipeline-automl-image-instance-segmentation-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-instance-segmentation-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-object-detection-in-pipeline-automl-image-object-detection-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-object-detection-in-pipeline-automl-image-object-detection-in-pipeline.yml
index 7786b0c861..ead4830ce9 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-object-detection-in-pipeline-automl-image-object-detection-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-image-object-detection-in-pipeline-automl-image-object-detection-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-object-detection-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-regression-house-pricing-in-pipeline-automl-regression-house-pricing-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-regression-house-pricing-in-pipeline-automl-regression-house-pricing-in-pipeline.yml
index 47f6cb4d99..01aa1dcec1 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-regression-house-pricing-in-pipeline-automl-regression-house-pricing-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-regression-house-pricing-in-pipeline-automl-regression-house-pricing-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-regression-house-pricing-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-in-pipeline-automl-text-classification-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-in-pipeline-automl-text-classification-in-pipeline.yml
index 27e2a35f17..057e5912a5 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-in-pipeline-automl-text-classification-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-in-pipeline-automl-text-classification-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-multilabel-in-pipeline-automl-text-classification-multilabel-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-multilabel-in-pipeline-automl-text-classification-multilabel-in-pipeline.yml
index 67ed4c5d23..a8345d5a54 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-multilabel-in-pipeline-automl-text-classification-multilabel-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-classification-multilabel-in-pipeline-automl-text-classification-multilabel-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-multilabel-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-ner-named-entity-recognition-in-pipeline-automl-text-ner-named-entity-recognition-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-ner-named-entity-recognition-in-pipeline-automl-text-ner-named-entity-recognition-in-pipeline.yml
index ab25b5cfb3..d6718c4478 100644
--- a/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-ner-named-entity-recognition-in-pipeline-automl-text-ner-named-entity-recognition-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1h_automl_in_pipeline-automl-text-ner-named-entity-recognition-in-pipeline-automl-text-ner-named-entity-recognition-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-ner-named-entity-recognition-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml b/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
index 7af6fcd870..db9204232d 100644
--- a/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1i_pipeline_with_spark_nodes"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
index f2fad09293..b2aa43c989 100644
--- a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
index c6f7041d1d..1a0c056bb4 100644
--- a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-1k_demand_forecasting_with_pipeline_components-automl-forecasting-demand-many-models-in-pipeline-automl-forecasting-demand-many-models-in-pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1k_demand_forecasting_with_pipeline_components-automl-forecasting-demand-many-models-in-pipeline-automl-forecasting-demand-many-models-in-pipeline.yml
index e1285c7ad8..5baccb5c90 100644
--- a/.github/workflows/sdk-jobs-pipelines-1k_demand_forecasting_with_pipeline_components-automl-forecasting-demand-many-models-in-pipeline-automl-forecasting-demand-many-models-in-pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1k_demand_forecasting_with_pipeline_components-automl-forecasting-demand-many-models-in-pipeline-automl-forecasting-demand-many-models-in-pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1k_demand_forecasting_with_pipeline_components/automl-forecasting-demand-many-models-in-pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
@@ -73,3 +78,6 @@ jobs:
       with:
         name: automl-forecasting-demand-many-models-in-pipeline
         path: sdk/python/jobs/pipelines/1k_demand_forecasting_with_pipeline_components/automl-forecasting-demand-many-models-in-pipeline
+
+    - name: Remove the compute if notebook did not done it properly.
+      run: bash "${{ github.workspace }}/infra/bootstrapping/remove_computes.sh" demand-fcst-mm-cluster
diff --git a/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
index fe75f40369..def225c50b 100644
--- a/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/1l_flow_in_pipeline"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml b/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
index 6e2dc0cc26..3df9569cac 100644
--- a/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/2a_train_mnist_with_tensorflow"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml b/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
index a7b38c1fc4..3678bff4f0 100644
--- a/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/2b_train_cifar_10_with_pytorch"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml b/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
index bb951a1189..37dac4f3be 100644
--- a/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml b/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
index 8910d6e475..acb4289fa6 100644
--- a/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/2d_image_classification_with_densenet"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml b/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
index 7c93929c6b..bf248641a6 100644
--- a/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-debug-and-monitor-debug-and-monitor.yml b/.github/workflows/sdk-jobs-single-step-debug-and-monitor-debug-and-monitor.yml
index dbdde4ffd5..598fe6a91b 100644
--- a/.github/workflows/sdk-jobs-single-step-debug-and-monitor-debug-and-monitor.yml
+++ b/.github/workflows/sdk-jobs-single-step-debug-and-monitor-debug-and-monitor.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/debug-and-monitor"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-lightgbm-iris-lightgbm-iris-sweep.yml b/.github/workflows/sdk-jobs-single-step-lightgbm-iris-lightgbm-iris-sweep.yml
index 870e69c685..c6aa18809b 100644
--- a/.github/workflows/sdk-jobs-single-step-lightgbm-iris-lightgbm-iris-sweep.yml
+++ b/.github/workflows/sdk-jobs-single-step-lightgbm-iris-lightgbm-iris-sweep.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/lightgbm/iris"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-distributed-cifar10.yml b/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-distributed-cifar10.yml
index 327e951317..c30c95ab42 100644
--- a/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-distributed-cifar10.yml
+++ b/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-distributed-cifar10.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/pytorch/distributed-training"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-yolov5-objectdetectionAzureML.yml b/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-yolov5-objectdetectionAzureML.yml
index df5635e10b..24e52b2fb0 100644
--- a/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-yolov5-objectdetectionAzureML.yml
+++ b/.github/workflows/sdk-jobs-single-step-pytorch-distributed-training-yolov5-objectdetectionAzureML.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/pytorch/distributed-training-yolov5"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-pytorch-iris-pytorch-iris.yml b/.github/workflows/sdk-jobs-single-step-pytorch-iris-pytorch-iris.yml
index 58f14f1814..ad8092d043 100644
--- a/.github/workflows/sdk-jobs-single-step-pytorch-iris-pytorch-iris.yml
+++ b/.github/workflows/sdk-jobs-single-step-pytorch-iris-pytorch-iris.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/pytorch/iris"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-pytorch-train-hyperparameter-tune-deploy-with-pytorch-train-hyperparameter-tune-deploy-with-pytorch.yml b/.github/workflows/sdk-jobs-single-step-pytorch-train-hyperparameter-tune-deploy-with-pytorch-train-hyperparameter-tune-deploy-with-pytorch.yml
index 126335153d..561d3109eb 100644
--- a/.github/workflows/sdk-jobs-single-step-pytorch-train-hyperparameter-tune-deploy-with-pytorch-train-hyperparameter-tune-deploy-with-pytorch.yml
+++ b/.github/workflows/sdk-jobs-single-step-pytorch-train-hyperparameter-tune-deploy-with-pytorch-train-hyperparameter-tune-deploy-with-pytorch.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/pytorch/train-hyperparameter-tune-deploy-with-pytorch"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-r-accidents-accident-prediction.yml b/.github/workflows/sdk-jobs-single-step-r-accidents-accident-prediction.yml
index f0b7719043..15de4c60d2 100644
--- a/.github/workflows/sdk-jobs-single-step-r-accidents-accident-prediction.yml
+++ b/.github/workflows/sdk-jobs-single-step-r-accidents-accident-prediction.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/r/accidents"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-scikit-learn-diabetes-sklearn-diabetes.yml b/.github/workflows/sdk-jobs-single-step-scikit-learn-diabetes-sklearn-diabetes.yml
index ed9423bfd3..561ee42d7c 100644
--- a/.github/workflows/sdk-jobs-single-step-scikit-learn-diabetes-sklearn-diabetes.yml
+++ b/.github/workflows/sdk-jobs-single-step-scikit-learn-diabetes-sklearn-diabetes.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/scikit-learn/diabetes"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-scikit-learn-iris-iris-scikit-learn.yml b/.github/workflows/sdk-jobs-single-step-scikit-learn-iris-iris-scikit-learn.yml
index f46c39977e..13e16af49d 100644
--- a/.github/workflows/sdk-jobs-single-step-scikit-learn-iris-iris-scikit-learn.yml
+++ b/.github/workflows/sdk-jobs-single-step-scikit-learn-iris-iris-scikit-learn.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/scikit-learn/iris"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-scikit-learn-mnist-sklearn-mnist.yml b/.github/workflows/sdk-jobs-single-step-scikit-learn-mnist-sklearn-mnist.yml
index 9ecc4800ca..368f754ba2 100644
--- a/.github/workflows/sdk-jobs-single-step-scikit-learn-mnist-sklearn-mnist.yml
+++ b/.github/workflows/sdk-jobs-single-step-scikit-learn-mnist-sklearn-mnist.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/scikit-learn/mnist"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-horovod-tensorflow-mnist-distributed-horovod.yml b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-horovod-tensorflow-mnist-distributed-horovod.yml
index e064b33cf8..d7224137ab 100644
--- a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-horovod-tensorflow-mnist-distributed-horovod.yml
+++ b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-horovod-tensorflow-mnist-distributed-horovod.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/tensorflow/mnist-distributed-horovod"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-tensorflow-mnist-distributed.yml b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-tensorflow-mnist-distributed.yml
index d5b072b995..dd9ff7501f 100644
--- a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-tensorflow-mnist-distributed.yml
+++ b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-distributed-tensorflow-mnist-distributed.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/tensorflow/mnist-distributed"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-tensorflow-mnist.yml b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-tensorflow-mnist.yml
index 42e12a4e4c..fd7b553a09 100644
--- a/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-tensorflow-mnist.yml
+++ b/.github/workflows/sdk-jobs-single-step-tensorflow-mnist-tensorflow-mnist.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/single-step/tensorflow/mnist"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-spark-automation-run_interactive_session_notebook.yml b/.github/workflows/sdk-jobs-spark-automation-run_interactive_session_notebook.yml
index 8a2aa179ee..5939910539 100644
--- a/.github/workflows/sdk-jobs-spark-automation-run_interactive_session_notebook.yml
+++ b/.github/workflows/sdk-jobs-spark-automation-run_interactive_session_notebook.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/spark/automation"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-spark-submit_spark_pipeline_jobs.yml b/.github/workflows/sdk-jobs-spark-submit_spark_pipeline_jobs.yml
index 0c286018e8..e2f2c6ce4a 100644
--- a/.github/workflows/sdk-jobs-spark-submit_spark_pipeline_jobs.yml
+++ b/.github/workflows/sdk-jobs-spark-submit_spark_pipeline_jobs.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/spark"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs.yml b/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs.yml
index 2be2661bfd..606c7a1e09 100644
--- a/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs.yml
+++ b/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/spark"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs_managed_vnet.yml b/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs_managed_vnet.yml
index 89d7aa0dc6..06267a08f1 100644
--- a/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs_managed_vnet.yml
+++ b/.github/workflows/sdk-jobs-spark-submit_spark_standalone_jobs_managed_vnet.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/jobs/spark"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-resources-compute-attach_manage_spark_pools.yml b/.github/workflows/sdk-resources-compute-attach_manage_spark_pools.yml
index 33d9bab2ac..8a6353b95d 100644
--- a/.github/workflows/sdk-resources-compute-attach_manage_spark_pools.yml
+++ b/.github/workflows/sdk-resources-compute-attach_manage_spark_pools.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/resources/compute"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-resources-compute-compute.yml b/.github/workflows/sdk-resources-compute-compute.yml
index 023416ebde..1ff04a6ec9 100644
--- a/.github/workflows/sdk-resources-compute-compute.yml
+++ b/.github/workflows/sdk-resources-compute-compute.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/resources/compute"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-resources-connections-connections.yml b/.github/workflows/sdk-resources-connections-connections.yml
index 87e442e963..78615f71a3 100644
--- a/.github/workflows/sdk-resources-connections-connections.yml
+++ b/.github/workflows/sdk-resources-connections-connections.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/resources/connections"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-resources-registry-registry-create.yml b/.github/workflows/sdk-resources-registry-registry-create.yml
index 7dcb78cc46..29f10a5823 100644
--- a/.github/workflows/sdk-resources-registry-registry-create.yml
+++ b/.github/workflows/sdk-resources-registry-registry-create.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/resources/registry"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-resources-workspace-workspace.yml b/.github/workflows/sdk-resources-workspace-workspace.yml
index 49a9a7a015..314a796792 100644
--- a/.github/workflows/sdk-resources-workspace-workspace.yml
+++ b/.github/workflows/sdk-resources-workspace-workspace.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/resources/workspace"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-mlflow-deployment-with-explanations-mlflow-deployment-with-explanations.yml b/.github/workflows/sdk-responsible-ai-mlflow-deployment-with-explanations-mlflow-deployment-with-explanations.yml
index 90e8133b9e..7e75671445 100644
--- a/.github/workflows/sdk-responsible-ai-mlflow-deployment-with-explanations-mlflow-deployment-with-explanations.yml
+++ b/.github/workflows/sdk-responsible-ai-mlflow-deployment-with-explanations-mlflow-deployment-with-explanations.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/mlflow-deployment-with-explanations"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-decision-making-responsibleaidashboard-diabetes-decision-making.yml b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-decision-making-responsibleaidashboard-diabetes-decision-making.yml
index c840933231..881dc33841 100644
--- a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-decision-making-responsibleaidashboard-diabetes-decision-making.yml
+++ b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-decision-making-responsibleaidashboard-diabetes-decision-making.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/tabular/responsibleaidashboard-diabetes-decision-making"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-regression-model-debugging-responsibleaidashboard-diabetes-regression-model-debugging.yml b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-regression-model-debugging-responsibleaidashboard-diabetes-regression-model-debugging.yml
index 7eef7ac211..d9d1e69953 100644
--- a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-regression-model-debugging-responsibleaidashboard-diabetes-regression-model-debugging.yml
+++ b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-diabetes-regression-model-debugging-responsibleaidashboard-diabetes-regression-model-debugging.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/tabular/responsibleaidashboard-diabetes-regression-model-debugging"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-classification-model-debugging-responsibleaidashboard-housing-classification-model-debugging.yml b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-classification-model-debugging-responsibleaidashboard-housing-classification-model-debugging.yml
index d217705b66..274c293c18 100644
--- a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-classification-model-debugging-responsibleaidashboard-housing-classification-model-debugging.yml
+++ b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-classification-model-debugging-responsibleaidashboard-housing-classification-model-debugging.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/tabular/responsibleaidashboard-housing-classification-model-debugging"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-decision-making-responsibleaidashboard-housing-decision-making.yml b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-decision-making-responsibleaidashboard-housing-decision-making.yml
index 86911819ec..23eab2c739 100644
--- a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-decision-making-responsibleaidashboard-housing-decision-making.yml
+++ b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-housing-decision-making-responsibleaidashboard-housing-decision-making.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/tabular/responsibleaidashboard-housing-decision-making"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-programmer-regression-model-debugging-responsibleaidashboard-programmer-regression-model-debugging.yml b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-programmer-regression-model-debugging-responsibleaidashboard-programmer-regression-model-debugging.yml
index b70e884ebb..0a7ef3ca82 100644
--- a/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-programmer-regression-model-debugging-responsibleaidashboard-programmer-regression-model-debugging.yml
+++ b/.github/workflows/sdk-responsible-ai-tabular-responsibleaidashboard-programmer-regression-model-debugging-responsibleaidashboard-programmer-regression-model-debugging.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/tabular/responsibleaidashboard-programmer-regression-model-debugging"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-multilabel-text-classification-covid-events.yml b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-multilabel-text-classification-covid-events.yml
index 63101e2794..61a79210ff 100644
--- a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-multilabel-text-classification-covid-events.yml
+++ b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-multilabel-text-classification-covid-events.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/text"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-DBPedia.yml b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-DBPedia.yml
index 6f4022b2ce..522cf0101b 100644
--- a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-DBPedia.yml
+++ b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-DBPedia.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/text"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-blbooksgenre.yml b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-blbooksgenre.yml
index a022dbc83a..0c00683696 100644
--- a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-blbooksgenre.yml
+++ b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-classification-blbooksgenre.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/text"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-question-answering-squad.yml b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-question-answering-squad.yml
index eef9764eca..ef5942ca71 100644
--- a/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-question-answering-squad.yml
+++ b/.github/workflows/sdk-responsible-ai-text-responsibleaidashboard-text-question-answering-squad.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/text"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-image-classification-fridge.yml b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-image-classification-fridge.yml
index a78dbcf6c6..8519f23f65 100644
--- a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-image-classification-fridge.yml
+++ b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-image-classification-fridge.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/vision"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-object-detection-fridge-private-data.yml b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-object-detection-fridge-private-data.yml
index 7f0dbe219d..7097e79fb1 100644
--- a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-object-detection-fridge-private-data.yml
+++ b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-automl-object-detection-fridge-private-data.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/vision"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-classification-fridge.yml b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-classification-fridge.yml
index bb617cb7e9..32af5130af 100644
--- a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-classification-fridge.yml
+++ b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-classification-fridge.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/vision"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-multilabel-classification-fridge.yml b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-multilabel-classification-fridge.yml
index 44b931e175..fbef51c781 100644
--- a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-multilabel-classification-fridge.yml
+++ b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-image-multilabel-classification-fridge.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/vision"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-object-detection-MSCOCO.yml b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-object-detection-MSCOCO.yml
index 92cac624da..1a3747fc20 100644
--- a/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-object-detection-MSCOCO.yml
+++ b/.github/workflows/sdk-responsible-ai-vision-responsibleaidashboard-object-detection-MSCOCO.yml
@@ -53,6 +53,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/responsible-ai/vision"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-schedules-job-schedule.yml b/.github/workflows/sdk-schedules-job-schedule.yml
index 5e98578200..90cfe2789a 100644
--- a/.github/workflows/sdk-schedules-job-schedule.yml
+++ b/.github/workflows/sdk-schedules-job-schedule.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/schedules"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-using-mltable-delimited-files-example-delimited-files-example.yml b/.github/workflows/sdk-using-mltable-delimited-files-example-delimited-files-example.yml
index 3ef3c0e972..71c25c8cb3 100644
--- a/.github/workflows/sdk-using-mltable-delimited-files-example-delimited-files-example.yml
+++ b/.github/workflows/sdk-using-mltable-delimited-files-example-delimited-files-example.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/using-mltable/delimited-files-example"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-using-mltable-delta-lake-example-delta-lake-example.yml b/.github/workflows/sdk-using-mltable-delta-lake-example-delta-lake-example.yml
index 0ababa0e6e..0940ee9b66 100644
--- a/.github/workflows/sdk-using-mltable-delta-lake-example-delta-lake-example.yml
+++ b/.github/workflows/sdk-using-mltable-delta-lake-example-delta-lake-example.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/using-mltable/delta-lake-example"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-using-mltable-from-paths-example-from-paths-example.yml b/.github/workflows/sdk-using-mltable-from-paths-example-from-paths-example.yml
index 339e5f4495..c30454a27a 100644
--- a/.github/workflows/sdk-using-mltable-from-paths-example-from-paths-example.yml
+++ b/.github/workflows/sdk-using-mltable-from-paths-example-from-paths-example.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/using-mltable/from-paths-example"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-using-mltable-local-to-cloud-mltable-local-to-cloud.yml b/.github/workflows/sdk-using-mltable-local-to-cloud-mltable-local-to-cloud.yml
index cdafa2502b..11499324ff 100644
--- a/.github/workflows/sdk-using-mltable-local-to-cloud-mltable-local-to-cloud.yml
+++ b/.github/workflows/sdk-using-mltable-local-to-cloud-mltable-local-to-cloud.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/using-mltable/local-to-cloud"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/.github/workflows/sdk-using-mltable-quickstart-mltable-quickstart.yml b/.github/workflows/sdk-using-mltable-quickstart-mltable-quickstart.yml
index d4d22a0fb3..5e002f6eca 100644
--- a/.github/workflows/sdk-using-mltable-quickstart-mltable-quickstart.yml
+++ b/.github/workflows/sdk-using-mltable-quickstart-mltable-quickstart.yml
@@ -51,6 +51,11 @@ jobs:
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "${{ github.workspace }}" "${{ github.workspace }}/sdk/python/using-mltable/quickstart"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh";
diff --git a/sdk/python/readme.py b/sdk/python/readme.py
index 89a5f65d50..cd4697f200 100644
--- a/sdk/python/readme.py
+++ b/sdk/python/readme.py
@@ -270,6 +270,11 @@ def write_notebook_workflow(
           bash setup.sh
       working-directory: sdk/python
       continue-on-error: true
+    - name: validate readme
+      run: |
+          bash check-readme.sh "{github_workspace}" "{github_workspace}/sdk/python/{posix_folder}"
+      working-directory: infra/bootstrapping
+      continue-on-error: false
     - name: setup-cli
       run: |
           source "{github_workspace}/infra/bootstrapping/sdk_helpers.sh";