diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index 320d9c1..d8ec806 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -19,9 +19,8 @@ jobs:
       fail-fast: false
       matrix:
         workshop-dir: ["scipy-2023"]
-        python-version: ["3.9"]
-        # python-version: ["3.8", "3.9", "3.10", "3.11"]
-        # os: ["ubuntu-latest", "macos-latest", "windows-latest"]
+        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        os: ["ubuntu-latest", "macos-latest", "windows-latest"]
 
 
     env:
@@ -47,7 +46,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install -r requirements.txt
+        pip install -r requirements.txt flytekitplugins-envd
+        pip install --force-reinstall git+https://github.com/flyteorg/flytekit@3006032
         pip install pytest pytest-xdist
 
     - name: Pip info
@@ -62,12 +62,23 @@ jobs:
     - name: Setup Flyte Sandbox
       run: |
         flytectl demo start
-        sleep 3
-        flytectl --config /home/runner/.flyte/config-sandbox.yaml update task-resource-attribute --attrFile cra.yaml
-        pyflyte register --image ghcr.io/flyteorg/flyte-conference-talks:scipy-2023-latest workflows
-     
-    - name: Last Test
-      run: echo 'done'
-
-    # - name: Integration Tests
-    #   run: pytest tests/integration
+
+    - name: Update Resources
+      uses: nick-fields/retry@v2
+      with:
+        timeout_minutes: 10
+        retry_wait_seconds: 15
+        max_attempts: 10
+        shell: pwsh
+        command: cd ${{ matrix.workshop-dir }} && flytectl --config /home/runner/.flyte/config-sandbox.yaml update task-resource-attribute --attrFile cra.yaml
+
+    - name: Register Workflows
+      env:
+        FLYTECTL_CONFIG: /home/runner/.flyte/config-sandbox.yaml
+      uses: nick-fields/retry@v2
+      with:
+        timeout_minutes: 10
+        retry_wait_seconds: 15
+        max_attempts: 10
+        shell: pwsh
+        command: cd ${{ matrix.workshop-dir }} && pyflyte register --image ghcr.io/flyteorg/flyte-conference-talks:scipy-2023-ci workflows
diff --git a/scipy-2023/Dockerfile b/scipy-2023/Dockerfile
index 8a83f9d..9a4a2ce 100644
--- a/scipy-2023/Dockerfile
+++ b/scipy-2023/Dockerfile
@@ -18,7 +18,7 @@ ENV PATH="${VENV}/bin:$PATH"
 # Install Python dependencies
 COPY ./requirements.txt /root
 RUN pip install -r /root/requirements.txt
-RUN pip install --force-reinstall git+https://github.com/flyteorg/flytekit@e7afdab8b
+RUN pip install --force-reinstall git+https://github.com/flyteorg/flytekit@3006032
 
 # Copy the code
 COPY . /root
diff --git a/scipy-2023/Dockerfile.ci b/scipy-2023/Dockerfile.ci
new file mode 100644
index 0000000..c058bf2
--- /dev/null
+++ b/scipy-2023/Dockerfile.ci
@@ -0,0 +1,24 @@
+# 🐳📦 Docker containers unlock OS-level reproducibility 🔄
+FROM python:3.10-slim-buster
+
+WORKDIR /root
+ENV VENV /opt/venv
+ENV LANG C.UTF-8
+ENV LC_ALL C.UTF-8
+ENV PYTHONPATH /root
+
+RUN apt-get update && apt-get install -y git build-essential
+
+ENV VENV /opt/venv
+
+# Virtual environment
+RUN python3 -m venv ${VENV}
+ENV PATH="${VENV}/bin:$PATH"
+
+# Install Python dependencies
+COPY ./requirements-ci.txt /root
+RUN pip install -r /root/requirements-ci.txt
+
+# Copy the code
+COPY . /root
+
diff --git a/scipy-2023/Makefile b/scipy-2023/Makefile
index 0804371..475e0a1 100644
--- a/scipy-2023/Makefile
+++ b/scipy-2023/Makefile
@@ -1,4 +1,11 @@
 VERSION=$(shell git rev-parse HEAD | cut -c1-7)
-docker-build-push:
-	bash ./docker_build_push.sh -r ghcr.io/flyteorg -a flyte-conference-talks -v scipy-2023-${VERSION}
-	bash ./docker_build_push.sh -r ghcr.io/flyteorg -a flyte-conference-talks -v scipy-2023-latest
+
+docker-build:
+	docker build --push --tag ghcr.io/flyteorg/flyte-conference-talks:scipy-2023-${VERSION} .
+	docker build --push --tag ghcr.io/flyteorg/flyte-conference-talks:scipy-2023-latest .
+
+ci-docker-build:
+	docker build --push . -f Dockerfile.ci -t ghcr.io/flyteorg/flyte-conference-talks:scipy-2023-ci
+
+sandbox-docker-build:
+	docker build --push . -f Dockerfile.ci -t localhost:30000/flyte-conference-talks:scipy-2023-ci
diff --git a/scipy-2023/README.md b/scipy-2023/README.md
index c3575e5..f009979 100644
--- a/scipy-2023/README.md
+++ b/scipy-2023/README.md
@@ -113,7 +113,7 @@ source ~/venvs/scipy-2023/bin/activate
 Install dependencies:
 
 ```bash
-pip install -r requirements.txt
+pip install -r requirements.txt flytekitplugins-envd
 pip install jupyter ipdb
 ```
 
diff --git a/scipy-2023/requirements-ci.txt b/scipy-2023/requirements-ci.txt
new file mode 100644
index 0000000..f611f48
--- /dev/null
+++ b/scipy-2023/requirements-ci.txt
@@ -0,0 +1,7 @@
+dataclasses_json
+flytekit @ git+https://github.com/flyteorg/flytekit@3006032
+grpcio==1.51.3
+palmerpenguins
+pandas
+scikit-learn
+typing_extensions
diff --git a/scipy-2023/requirements.txt b/scipy-2023/requirements.txt
index 5ecfea3..32754a7 100644
--- a/scipy-2023/requirements.txt
+++ b/scipy-2023/requirements.txt
@@ -14,5 +14,6 @@ pandas
 pyspark<3.4.0
 scikit-learn
 torch --index-url https://download.pytorch.org/whl/cpu
+typing_extensions
 wheel
 whylogs
diff --git a/scipy-2023/tests/integration/test_workflows.py b/scipy-2023/tests/integration/test_workflows.py
index d126c96..ebc1e9a 100644
--- a/scipy-2023/tests/integration/test_workflows.py
+++ b/scipy-2023/tests/integration/test_workflows.py
@@ -8,6 +8,7 @@
 import logging
 import os
 import time
+from datetime import timedelta
 
 from flytekit.remote import FlyteRemote
 from flytekit.configuration import Config
@@ -29,6 +30,14 @@
 else:
     config = Config.auto(CONFIG_PATH)
 
+if int(os.environ.get("CI", 0)):
+    workflow_cases = WORKFLOW_CASES[:1]
+    poll_interval = timedelta(seconds=90)
+else:
+    workflow_cases = WORKFLOW_CASES
+    poll_interval = None
+
+
 remote = FlyteRemote(
     config=config,
     default_project="flytesnacks",
@@ -36,19 +45,19 @@
 )
 
 
-@pytest.mark.parametrize("wf_case", WORKFLOW_CASES)
+@pytest.mark.parametrize("wf_case", workflow_cases)
 def test_workflow_remote(wf_case: WorkflowCase):
-    for _ in range(60):
+    for _ in range(120):
         # bypass issue where multiple remote objects are authenticating at the
         # same time.
         try:
             flyte_wf = remote.fetch_workflow(name=wf_case.workflow.name)
             break
-        except OSError:
-            time.sleep(1)
+        except Exception:
+            time.sleep(5)
 
     execution = remote.execute(flyte_wf, inputs=wf_case.inputs)
     url = remote.generate_console_url(execution)
     logger.info(f"Running workflow {wf_case.workflow.name} at: {url}")
-    execution = remote.wait(execution)
+    execution = remote.wait(execution, poll_interval=poll_interval)
     assert execution.closure.phase == SUCCEED_STATUS
diff --git a/scipy-2023/workflows/example_00_intro.py b/scipy-2023/workflows/example_00_intro.py
index 1aefdd2..7f7f1bb 100644
--- a/scipy-2023/workflows/example_00_intro.py
+++ b/scipy-2023/workflows/example_00_intro.py
@@ -33,7 +33,6 @@
     "body_mass_g",
 ]
 
-
 @dataclass_json
 @dataclass
 class Hyperparameters:
diff --git a/scipy-2023/workflows/example_03_plugins.py b/scipy-2023/workflows/example_03_plugins.py
index 342c33b..d491954 100644
--- a/scipy-2023/workflows/example_03_plugins.py
+++ b/scipy-2023/workflows/example_03_plugins.py
@@ -2,7 +2,6 @@
 
 import os
 from dataclasses import dataclass
-from typing import Annotated
 
 import pandas as pd
 import pyspark.sql
@@ -20,6 +19,11 @@
 
 from workflows.example_00_intro import FEATURES, TARGET
 
+try:
+    from typing import Annotated
+except ImportError:
+    from typing_extensions import Annotated
+
 
 @dataclass_json
 @dataclass
diff --git a/scipy-2023/workflows/example_07_caching.py b/scipy-2023/workflows/example_07_caching.py
index 7939ce5..8ee776a 100644
--- a/scipy-2023/workflows/example_07_caching.py
+++ b/scipy-2023/workflows/example_07_caching.py
@@ -1,7 +1,7 @@
 """Recoverability: Caching for compute efficiency."""
 
 from dataclasses import asdict
-from typing import Annotated, List, Tuple
+from typing import List, Tuple
 
 import numpy as np
 import pandas as pd
@@ -12,6 +12,11 @@
 
 from flytekit import task, workflow, dynamic, HashMethod, Resources
 
+try:
+    from typing import Annotated
+except ImportError:
+    from typing_extensions import Annotated
+
 
 from workflows.example_06_reproducibility import (
     get_data,
diff --git a/scipy-2023/workflows/example_10_flyte_decks.py b/scipy-2023/workflows/example_10_flyte_decks.py
index 7af3381..2698e74 100644
--- a/scipy-2023/workflows/example_10_flyte_decks.py
+++ b/scipy-2023/workflows/example_10_flyte_decks.py
@@ -1,20 +1,19 @@
 """Auditability: Flyte Decks for Pipeline visibility."""
 
-from typing import Annotated
-
 import pandas as pd
 from palmerpenguins import load_penguins
 
+try:
+    from typing import Annotated
+except ImportError:
+    from typing_extensions import Annotated
+
 from workflows.example_00_intro import FEATURES, TARGET
 
 import whylogs as why
 from flytekit import task, workflow, Deck, Resources
 from flytekitplugins.deck import FrameProfilingRenderer
-from flytekitplugins.whylogs.renderer import (
-    WhylogsConstraintsRenderer,
-    WhylogsSummaryDriftRenderer,
-)
-from flytekitplugins.whylogs.schema import WhylogsDatasetProfileTransformer
+from flytekitplugins.whylogs.renderer import WhylogsConstraintsRenderer
 from whylogs.core import DatasetProfileView
 from whylogs.core.constraints import ConstraintsBuilder
 from whylogs.core.constraints.factories import (