title	conference	date
THE SANITY CHECK: OBSERVABILITY FOR AI DATA PIPELINES	AI SRE Summit 2026	2026-05-12
A chatbot answers “365 days” but the true policy is 30 days because a rogue Salesforce feed pollutes embeddings; the pipeline is a black box so top-line… Talk on
The Sanity Check: Observability for AI Data Pipelines	Cloud Native AI + Kubeflow Day 2026	2026-03-23
Claim: attach provenance at ingestion so a bad LLM answer can be traced to the exact source. Shows an open spec called data bill of materials and an OSS… Talk on
Taming the Data Tsunami	PyData Seattle 2025	2025-11-07
Claims a concrete open‑source playbook that shifts filtering and governance upstream and policy-as-code for distributed pipelines that reduce dataset size by… Talk on
Universal AI: Execute Your Models Where Your Data (And Users) Are	Open Source Summit North America 2025	2025-06-23
Claim: run ML next to users and data so pipelines stay fast, cheap and compliant. Platform Bakalao (Expanso) runs on WASM, Docker, Wom and arbitrary binaries… Talk on
The MODERN Modern Data Stack: Building an Open Distributed Data Warehouse Beyond...	Open Source Summit North America 2025	2025-06-23
Argues that bringing compute to data cuts egress, latency and compliance risk and shows a working stack: deploys Bacalhau agents on VMs across AWS GCP and… Talk on
Kubernetes Cross-Zone/Region Simplified: Harnessing Bacalhau for Efficient Distributed Compute	Kubernetes on Edge Day Europe 2025	2025-04-01
Argues that moving compute to data cuts transfer costs and compliance risk, demonstrates an open source platform Bacalhau wired into the Kubernetes CRD so one… Talk on
WASM in Production: Building the Missing Infrastructure Layer with Bacalhau	Wasm I/O 2025	2025-03-27
Claims that Bacalhau can deploy the same WASM job across clouds edge and local with zero code or job changes, demonstrates a live run of ~30 simulated sensors… Talk on
Universal and Reproducible Compute	IPFS Camp 2024	2024-07-11
Bacalhau implements Compute over Data by running containers, WASM, or arbitrary binaries where the data lives, assigning a CID per job and per input, and… Talk on
Revolutionizing the Big Data Age With Compute over Data	PyData Global 2022	2022-12-01
Claims a usable project called Bacalhau that runs Docker/WASM jobs where the data lives, cutting the need to move 100 terabytes across networks. Demonstrates… Talk on
The SAME Project: A Cloud Native Approach to Reproducible Machine Learning	Kubernetes AI Day Europe 2021	2021-05-04
SAME provides a one-line install and a CLI that bootstraps a local k3s cluster, deploys Kubeflow, and runs pipelines described in a declarative same file; it… Talk on
Owned by Statistics: Using Kubeflow to Defend vs Attacks on Your ML Models	KubeCon + CloudNativeCon North America 2020 Virtual	2020-11-17
Shows how a cloud-native MLops pipeline built with Kubeflow Pipelines plus Kale (notebook→pipeline), Katib for hyperparameter search, Rok snapshotting and ML… Talk on
Owned By Statistics: How Kubeflow & MLOps Can Help Secure...	Scale By the Bay 2020	2020-11-12
Shows concrete attacks and defenses: builds a toy circle-vs-square failure and links it to real failures like a snow detector for huskies, stickers that flip… Talk on
KubeFlow BoF	KubeCon + CloudNativeCon Europe 2019	2019-05-20
Room discussion focuses on actionable work: a KFServing standard API is being defined to let one model package deploy to TensorFlow Serving, Seldon, or cloud… Talk on
Towards Kubeflow 1.0, Bringing a Cloud Native Platform For ML to Kubernetes	KubeCon + CloudNativeCon Europe 2019	2019-05-20
Project claims a cloud-native ML platform on Kubernetes that already runs core pieces in production: Kubeflow pipelines for orchestration, Katib for… Talk on
Managing Machine Learning in Production with Kubeflow and DevOps	KubeCon + CloudNativeCon Europe 2019	2019-05-20
Live demo builds three container images via Azure Pipelines on every merge, triggers a Kubeflow pipeline that runs MobileNet transfer learning on GPUs… Talk on
A Year of Democratizing ML With Kubernetes & Kubeflow	KubeCon + CloudNativeCon China 2018	2018-11-13
Project hits 0.3 with tooling that actually works: KFctl one-line install and a GCP click-to-deploy that provisions clusters and apps, a Pipelines Python SDK… Talk on
Machine Learning on Kubernetes Birds of a Feather	KubeCon + CloudNativeCon China 2018	2018-11-13
Roadmap and demos focus on making Kubeflow production ready with a stable API toward 1.0, plus a newly launched Kubeflow Pipelines workflow orchestrator that… Talk on
Kubeflow Deep Dive	KubeCon + CloudNativeCon Europe 2018	2018-05-02
Kubeflow presents a Kubernetes-native ML platform built from ksonnet packages and custom resources that already supports TF operator, a forthcoming PyTorch… Talk on
Keynote: Kubeflow ML on Kubernetes	KubeCon + CloudNativeCon Europe 2018	2018-05-02
Announces Kubeflow 0.1/1.0 as a packaged, Kubernetes-native ML stack with Jupyter, TensorFlow training, TensorBoard and model serving; demo shows a local… Talk on
Conquering a Kubeflow Kubernetes Cluster with ksonnet, Ark, & Sonobuoy	KubeCon + CloudNativeCon Europe 2018	2018-05-02
Demo shows Kubeflow deployed with ksonnet, validated with Sonobuoy (conformance run 30–60 minutes that surfaces multiple failing e2e tests), and migrated with… Talk on
''Hot Dogs or Not" - At Scale with Kubernetes [I]	KubeCon + CloudNativeCon North America 2017	2017-12-06
Portable ML pipeline that runs unchanged from laptop minikube to GKE with GPUs, packaged as cube flow components deployable via kubectl. Includes JupyterHub, a… Talk on
How Google Cloud Hosts and Manages Kubernetes at Scale	CloudNativeCon + KubeCon Europe 2017	2017-03-29
Google Container Engine claims to run Kubernetes at true production scale — spinning up many thousands of clusters in ~3–5 minutes via a single API/button by… Talk on
Keynote: Kubernetes - 1.4 and Beyond	KubeCon + CloudNativeCon North America 2016	2016-11-08
Kubernetes 1.4 ships with a new installer and workflow: kubeadm packages components and boots a master then nodes join with a token; networking adds a… Talk on
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