~/talks

Stefan Schimanski

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From Von Neumann to Transformers: An Infra Engineer's Guide to What's Actually Inside an LLM.ContainerDays Hamburg 20262026-09-02
A 110M-parameter GPT-2 clone is trained from scratch on ~1GB of German text using a 32k-token vocabulary and 768-dim embeddings, producing German-like output…
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Kubernetes Plane Aerodynamics: Breaking the Architectural...KubeCon + CloudNativeCon India 20262026-06-18
Defines Kubernetes as three planes (data, control, work) and elevates the kubelet pattern into a clusterlet pattern that manages multiple clusters and…
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Dynamic Multi-Cluster Controllers With Controller-runtimeKubeCon + CloudNativeCon Europe 20252025-04-01
Introduces a practical extension to controller-runtime that lets controllers reconcile across a dynamic fleet by plugging in a provider concept that discovers…
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The Life (or Death) of a Kubernetes API Request, 2025 EditionKubeCon + CloudNativeCon Europe 20252025-04-01
Chronicles the literal request path from kubectl to storage and back, showing how the HTTP server builds a handler chain, populates request context and audit…
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Towards Something Better Than CRDs In a Post-Operator WorldKubeCon + CloudNativeCon North America 20222022-10-24
Argues that CRDs can become first-class, provider-hosted APIs and demonstrates a working prototype: QBind plus a small cluster-side connector sinks secrets to…
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Kcp: Towards 1,000,000 Clusters, Name^WWorkspaced CRDsKubeCon + CloudNativeCon North America 20222022-10-24
kcp turns the apiserver into a partitioned control plane that offers workspaces — cheap, millisecond-created logical clusters implemented by passing a logical…
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The future of CRDs in a post-cluster worldContainerDays 20222022-09-05
Argues that CRDs alone are insufficient and proposes a post-operator model where service providers publish an API export and clusters consume it via an API…
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SIG API Machinery Deep Dive - App...KubeCon + CloudNativeCon North America 20212021-10-11
Server-side Apply reaches GA in 1.22 and controllers should use the new apply configurations package in client-go to avoid ghost-struct zero-value bugs (eg…
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Deep Dive Into API MachineryKubeCon + CloudNativeCon North America 20192019-11-18
Details on marking CRD fields immutable, strict defaulting/validation/equality and new list semantics in v1.16 (lists-as-set and lists-as-map with key fields)…
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Tutorial: Mastering Multi-version CRDs: From YAML to a Serious Development ProjectKubeCon + CloudNativeCon North America 20192019-11-18
Starts from a YAML-only CRD and converts it into a multi-version, production-grade API using codegen and webhooks. Uses controller-gen to emit OpenAPI schemas…
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Operating kube-apiserver Without HiccupsKubeCon + CloudNativeCon Europe 20192019-05-20
Describes a concrete solution that keeps kube-apiserver available during upgrades and cert rotation by running static pods managed by an operator which creates…
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OpenAPI Specs – Towards Native User Experience of CRDsKubeCon + CloudNativeCon Europe 20192019-05-20
Kubernetes 1.14 begins publishing OpenAPI specs for CRDs, which enables kubectl explain for CRDs and better IDE manifest completion; the talk shows concrete…
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SIG API Machinery Deep DiveKubeCon + CloudNativeCon Europe 20182018-05-02
Step‑by‑step how to define Kubernetes API types in Go with code-generation tags, register them in a scheme, create the right codecs and generate a usable…
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Kubernetes on Top of Mesos on Top of DCOSGOTO Berlin 20152015-12-03
Kubernetes runs as a Mesos framework packaged for DCOS with an open-source Go implementation that swaps Kubernetes' scheduler for Mesos while leaving…
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