diff --git a/.spelling b/.spelling
index 8ac37516c84f..8a3401f1ca5b 100644
--- a/.spelling
+++ b/.spelling
@@ -72,6 +72,7 @@ JetBrains
 KNative
 Kaniko
 Katacoda
+Katib
 Kerberos
 Killercoda
 KubectlExec
@@ -82,6 +83,7 @@ Lifecycle-Hook
 LitmusChaos
 MLOps
 Makefile
+Metaflow
 MinIO
 Minikube
 MySQL
diff --git a/README.md b/README.md
index 13a6eb53b875..c268fb8043e6 100644
--- a/README.md
+++ b/README.md
@@ -139,12 +139,16 @@ Participation in Argo Workflows is governed by the [CNCF Code of Conduct](https:
 * [Argo Workflows and Pipelines - CI/CD, Machine Learning, and Other Kubernetes Workflows](https://youtu.be/UMaivwrAyTA)
 * [Argo Ansible role: Provisioning Argo Workflows on OpenShift](https://medium.com/@marekermk/provisioning-argo-on-openshift-with-ansible-and-kustomize-340a1fda8b50)
 * [Argo Workflows vs Apache Airflow](http://bit.ly/30YNIvT)
+* [Beyond Prototypes: Production-Ready ML Systems with Metaflow and Argo](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-na-2023-metaflow-argo)
 * [CI/CD with Argo on Kubernetes](https://medium.com/@bouwe.ceunen/ci-cd-with-argo-on-kubernetes-28c1a99616a9)
 * [Define Your CI/CD Pipeline with Argo Workflows](https://haque-zubair.medium.com/define-your-ci-cd-pipeline-with-argo-workflows-25aefb02fa63)
 * [Distributed Machine Learning Patterns from Manning Publication](https://github.com/terrytangyuan/distributed-ml-patterns)
+* [Engineering Cloud Native AI Platform](https://github.com/terrytangyuan/public-talks/tree/main/talks/platform-con-2024-engineering-cloud-native-ai-platform)
+* [Managing Thousands of Automatic Machine Learning Experiments with Argo and Katib](https://github.com/terrytangyuan/public-talks/blob/main/talks/argocon-automl-experiments-2022)
 * [Running Argo Workflows Across Multiple Kubernetes Clusters](https://admiralty.io/blog/running-argo-workflows-across-multiple-kubernetes-clusters/)
 * [Open Source Model Management Roundup: Polyaxon, Argo, and Seldon](https://www.anaconda.com/blog/developer-blog/open-source-model-management-roundup-polyaxon-argo-and-seldon/)
 * [Producing 200 OpenStreetMap extracts in 35 minutes using a scalable data workflow](https://www.interline.io/blog/scaling-openstreetmap-data-workflows/)
+* [Production-Ready AI Platform on Kubernetes](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-europe-2024-production-ai-platform-on-k8s)
 * [Argo integration review](http://dev.matt.hillsdon.net/2018/03/24/argo-integration-review.html)
 * TGI Kubernetes with Joe Beda: [Argo workflow system](https://www.youtube.com/watch?v=M_rxPPLG8pU&start=859)
 
diff --git a/docs/README.md b/docs/README.md
index 2c51829d0b72..9ab8a8b81d24 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -139,12 +139,16 @@ Participation in Argo Workflows is governed by the [CNCF Code of Conduct](https:
 * [Argo Workflows and Pipelines - CI/CD, Machine Learning, and Other Kubernetes Workflows](https://youtu.be/UMaivwrAyTA)
 * [Argo Ansible role: Provisioning Argo Workflows on OpenShift](https://medium.com/@marekermk/provisioning-argo-on-openshift-with-ansible-and-kustomize-340a1fda8b50)
 * [Argo Workflows vs Apache Airflow](http://bit.ly/30YNIvT)
+* [Beyond Prototypes: Production-Ready ML Systems with Metaflow and Argo](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-na-2023-metaflow-argo)
 * [CI/CD with Argo on Kubernetes](https://medium.com/@bouwe.ceunen/ci-cd-with-argo-on-kubernetes-28c1a99616a9)
 * [Define Your CI/CD Pipeline with Argo Workflows](https://haque-zubair.medium.com/define-your-ci-cd-pipeline-with-argo-workflows-25aefb02fa63)
 * [Distributed Machine Learning Patterns from Manning Publication](https://github.com/terrytangyuan/distributed-ml-patterns)
+* [Engineering Cloud Native AI Platform](https://github.com/terrytangyuan/public-talks/tree/main/talks/platform-con-2024-engineering-cloud-native-ai-platform)
+* [Managing Thousands of Automatic Machine Learning Experiments with Argo and Katib](https://github.com/terrytangyuan/public-talks/blob/main/talks/argocon-automl-experiments-2022)
 * [Running Argo Workflows Across Multiple Kubernetes Clusters](https://admiralty.io/blog/running-argo-workflows-across-multiple-kubernetes-clusters/)
 * [Open Source Model Management Roundup: Polyaxon, Argo, and Seldon](https://www.anaconda.com/blog/developer-blog/open-source-model-management-roundup-polyaxon-argo-and-seldon/)
 * [Producing 200 OpenStreetMap extracts in 35 minutes using a scalable data workflow](https://www.interline.io/blog/scaling-openstreetmap-data-workflows/)
+* [Production-Ready AI Platform on Kubernetes](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-europe-2024-production-ai-platform-on-k8s)
 * [Argo integration review](http://dev.matt.hillsdon.net/2018/03/24/argo-integration-review.html)
 * TGI Kubernetes with Joe Beda: [Argo workflow system](https://www.youtube.com/watch?v=M_rxPPLG8pU&start=859)
 
diff --git a/docs/use-cases/machine-learning.md b/docs/use-cases/machine-learning.md
index 205c1a097c3e..6e7ea87adc8a 100644
--- a/docs/use-cases/machine-learning.md
+++ b/docs/use-cases/machine-learning.md
@@ -10,14 +10,18 @@
 ## Videos
 
 * [Automating Research Workflows at BlackRock](https://www.youtube.com/watch?v=ZK510prml8o)
+* [Beyond Prototypes: Production-Ready ML Systems with Metaflow and Argo](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-na-2023-metaflow-argo)
 * [Bridging into Python Ecosystem with Cloud-Native Distributed Machine Learning Pipelines](https://github.com/terrytangyuan/public-talks/tree/main/talks/bridging-into-python-ecosystem-with-cloud-native-distributed-machine-learning-pipelines-argocon-2021)
 * [Building Medical Grade AI with Argo Workflows](https://youtu.be/4VPSktuM5Ow)
 * [CI/CD for Machine Learning at MLB using Argo Workflows - Eric Meadows](https://youtu.be/fccWoYlwZKc?t=184&utm_source=argo-docs)
 * [Dynamic, Event-Driven Machine Learning Pipelines with Argo Workflows](https://youtu.be/ei4r0a7eAV0)
+* [Engineering Cloud Native AI Platform](https://github.com/terrytangyuan/public-talks/tree/main/talks/platform-con-2024-engineering-cloud-native-ai-platform)
 * [Machine Learning as Code: GitOps for ML with Kubeflow and Argo CD](https://www.youtube.com/watch?v=VXrGp5er1ZE&t=0s&index=135&list=PLj6h78yzYM2PZf9eA7bhWnIh_mK1vyOfU)
 * [Machine Learning with Argo and Ploomber](https://www.youtube.com/watch?v=FnpXyg-5W_c&list=PLGHfqDpnXFXK4E8XzasScagiJk-8BPgva&utm_source=argo-docs)
 * [Making Complex R Forecast Applications Into Production Using Argo Workflows](https://www.youtube.com/watch?v=fPjztsUXHcg)
+* [Managing Thousands of Automatic Machine Learning Experiments with Argo and Katib](https://github.com/terrytangyuan/public-talks/blob/main/talks/argocon-automl-experiments-2022)
 * [MLOps at TripAdvisor: ML Models CI/CD Automation with Argo - Ang Gao (Principal Software Engineer, TripAdvisor)](https://www.youtube.com/watch?v=BochC4GKxbo&list=PLGHfqDpnXFXK4E8XzasScagiJk-8BPgva&index=2&utm_source=argo-docs)
+* [Production-Ready AI Platform on Kubernetes](https://github.com/terrytangyuan/public-talks/tree/main/talks/kubecon-europe-2024-production-ai-platform-on-k8s)
 * [Towards Cloud-Native Distributed Machine Learning Pipelines at Scale](https://github.com/terrytangyuan/public-talks/tree/main/talks/towards-cloud-native-distributed-machine-learning-pipelines-at-scale-pydata-global-2021)
 
 ## Books