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Jesper Dr.amsch :v_enby:I'll be speaking at PyCon Germany 2025! 🎉Should I have told you before the event actually starts? ... Maybe.Despite being terrible at talking myself up, I'm sharing my talk "Going Global: Taking code from research to operational open ecosystem for AI weather forecasting".In this session, I'll chronicle the journey of Anemoi, from experimental code by a small research team to a robust ecosystem supporting 40+ developers across multiple international weather agencies. We'll explore:• Evolving from research notebooks to a structured package ecosystem • Managing 300+ configuration options with Hydra • Implementing model sharding for global weather predictions • Integrating modern ML tooling with traditional meteorological systems • Practical lessons on scaling Python ML systems📅 Thursday, 11:35 in Platinum3 🔗 <a href="https://2025.pycon.de/talks/WMBDJ8/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://2025.pycon.de/talks/WMBDJ8/</a><a href="https://tech.lgbt/tags/PyConDE" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PyConDE</a> <a href="https://tech.lgbt/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Python</a> <a href="https://tech.lgbt/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MachineLearning</a> <a href="https://tech.lgbt/tags/WeatherForecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WeatherForecasting</a> <a href="https://tech.lgbt/tags/MLOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MLOps</a> <a href="https://tech.lgbt/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://tech.lgbt/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a>

DevOps WeeklyThe subtle art of waiting<a href="https://blog.frankel.ch/subtle-art-waiting/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://blog.frankel.ch/subtle-art-waiting/</a>Discussions: <a href="https://discu.eu/q/https://blog.frankel.ch/subtle-art-waiting/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://blog.frankel.ch/subtle-art-waiting/</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a>

MoritzHow do you handle automatic deployments of file bundles (e.g. a static website) when you only have <a href="https://mastodon.social/tags/FTP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FTP</a> access to the target host? It seems there is no easy/good way to only deploy changed/updated files through hashsum comparison?! <a href="https://mastodon.social/tags/webdev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#webdev</a> <a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a>

Open Policy Agent (OPA)Great blog from Square, on how they built a custom solution for <a href="https://infosec.exchange/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Kubernetes</a> guardrails on top of Open Policy Agent. This is a perfect example of the flexibility OPA provides organizations to solve the most advanced use cases!<a href="https://developer.squareup.com/blog/kube-policies-guardrails-for-apps-running-in-kubernetes/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://developer.squareup.com/blog/kube-policies-guardrails-for-apps-running-in-kubernetes/</a><a href="https://infosec.exchange/tags/OPA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OPA</a> <a href="https://infosec.exchange/tags/OpenPolicyAgent" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenPolicyAgent</a> <a href="https://infosec.exchange/tags/CloudNative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CloudNative</a> <a href="https://infosec.exchange/tags/CNCF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CNCF</a> <a href="https://infosec.exchange/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://infosec.exchange/tags/DevSecOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevSecOps</a>

DevOps WeeklyEarn a 100% exam voucher during the Microsoft Partner Certification Week<a href="https://certs.msfthub.wiki/vouchers/certificationweek" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://certs.msfthub.wiki/vouchers/certificationweek</a>Discussions: <a href="https://discu.eu/q/https://certs.msfthub.wiki/vouchers/certificationweek" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://certs.msfthub.wiki/vouchers/certificationweek</a><a href="https://mastodon.social/tags/azure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#azure</a> <a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a>

News Feed IndiaBest Terminal Tools Every Linux User Should Know in 2025 <a href="https://techrefreshing.com/best-terminal-tools-every-linux-user-should-know-in-2025/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://techrefreshing.com/best-terminal-tools-every-linux-user-should-know-in-2025/</a> <a href="https://mastodon.social/tags/Linux" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Linux</a> <a href="https://mastodon.social/tags/TerminalTools" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TerminalTools</a> <a href="https://mastodon.social/tags/LinuxTools" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LinuxTools</a> <a href="https://mastodon.social/tags/CommandLine" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CommandLine</a> <a href="https://mastodon.social/tags/tmux" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tmux</a> <a href="https://mastodon.social/tags/Zsh" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Zsh</a> <a href="https://mastodon.social/tags/Neovim" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Neovim</a> <a href="https://mastodon.social/tags/fzf" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fzf</a> <a href="https://mastodon.social/tags/htop" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#htop</a> <a href="https://mastodon.social/tags/exa" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#exa</a> <a href="https://mastodon.social/tags/Bat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bat</a> <a href="https://mastodon.social/tags/ripgrep" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ripgrep</a> <a href="https://mastodon.social/tags/LinuxProductivity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LinuxProductivity</a> <a href="https://mastodon.social/tags/SysAdmin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SysAdmin</a> <a href="https://mastodon.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/Tech2025" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Tech2025</a>

DevOps Weekly8 Kubernetes Deployment Strategies and How They Work<a href="https://www.groundcover.com/blog/kubernetes-deployment-strategies" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.groundcover.com/blog/kubernetes-deployment-strategies</a>Discussions: <a href="https://discu.eu/q/https://www.groundcover.com/blog/kubernetes-deployment-strategies" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://www.groundcover.com/blog/kubernetes-deployment-strategies</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a> <a href="https://mastodon.social/tags/programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#programming</a>

Jan SchaumannSystem AdministrationWeek 10, Time Travel and SnapshotsGet in, we have to go back... to the snaphots!In this video, we demonstrate filesystem snapshots using fss(4) on <a href="https://mstdn.social/tags/NetBSD" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NetBSD</a>, ZFS on <a href="https://mstdn.social/tags/OmniOS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OmniOS</a>, and how NetApp's WAFL and macOS's Time Machine work.<a href="https://youtu.be/zIEBnZAd5dE" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://youtu.be/zIEBnZAd5dE</a><a href="https://mstdn.social/tags/SysAdmin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SysAdmin</a> <a href="https://mstdn.social/tags/SRE" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SRE</a> <a href="https://mstdn.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a>

DevOps Weeklygeneric Raw helm chart with rich features<a href="https://github.com/TheCodingSheikh/helm-charts/tree/main/charts/raw" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://github.com/TheCodingSheikh/helm-charts/tree/main/charts/raw</a>Discussions: <a href="https://discu.eu/q/https://github.com/TheCodingSheikh/helm-charts/tree/main/charts/raw" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://github.com/TheCodingSheikh/helm-charts/tree/main/charts/raw</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a>

DevOps WeeklySimplifying AWS Infrastructure Monitoring with CDK Dashboard<a href="https://medium.com/@vprprudhvi/simplifying-aws-infrastructure-monitoring-with-cdk-dashboard-226babf0d37c" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://medium.com/@vprprudhvi/simplifying-aws-infrastructure-monitoring-with-cdk-dashboard-226babf0d37c</a>Discussions: <a href="https://discu.eu/q/https://medium.com/%40vprprudhvi/simplifying-aws-infrastructure-monitoring-with-cdk-dashboard-226babf0d37c" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://medium.com/%40vprprudhvi/simplifying-aws-infrastructure-monitoring-with-cdk-dashboard-226babf0d37c</a><a href="https://mastodon.social/tags/aws" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#aws</a> <a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a>

Div0GitHub & GitLab sind dir zu groß, zu closed oder zu teuer? Dann schau dir Gitea an – eine schlanke, self-hosted Open-Source-Alternative, die alles mitbringt, was du brauchst: Repos, Issues, CI/CD, und das komplett unter deiner Kontrolle.In meinem neuen Blog zeige ich, warum ich Gitea nutze & wie mein Setup aussieht 👇📖 <a href="https://www.marcogriep.de/posts/gitea-die-open-source-self-hosting-alternative-zu-github-und-gitlab/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.marcogriep.de/posts/gitea-die-open-source-self-hosting-alternative-zu-github-und-gitlab/</a><a href="https://mastodon.social/tags/Gitea" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Gitea</a> <a href="https://mastodon.social/tags/SelfHosting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SelfHosting</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://mastodon.social/tags/Git" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Git</a> <a href="https://mastodon.social/tags/GitLabAlternative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GitLabAlternative</a> <a href="https://mastodon.social/tags/datenschutz" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#datenschutz</a> <a href="https://mastodon.social/tags/digitalEU" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#digitalEU</a>

iX MagaziniX-Workshop: DevSecOps – Automatisierte Sicherheitstests für WebanwendungenAutomatisierte Sicherheitsprüfungen auf Anwendungsebene in den DevSecOps-Prozess integrieren.<a href="https://www.heise.de/news/iX-Workshop-DevSecOps-Automatisierte-Sicherheitstests-fuer-Webanwendungen-10344415.html?wt_mc=sm.red.ho.mastodon.mastodon.md_beitraege.md_beitraege&utm_source=mastodon" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.heise.de/news/iX-Workshop-DevSecOps-Automatisierte-Sicherheitstests-fuer-Webanwendungen-10344415.html?wt_mc=sm.red.ho.mastodon.mastodon.md_beitraege.md_beitraege&utm_source=mastodon</a><a href="https://social.heise.de/tags/IdentityManagement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#IdentityManagement</a> <a href="https://social.heise.de/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://social.heise.de/tags/digitaleSignatur" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#digitaleSignatur</a> <a href="https://social.heise.de/tags/IT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#IT</a> <a href="https://social.heise.de/tags/iXWorkshops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#iXWorkshops</a> <a href="https://social.heise.de/tags/Softwareentwicklung" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Softwareentwicklung</a> <a href="https://social.heise.de/tags/news" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#news</a>

DevOps WeeklyManage all your kubernetes port-forwards in one place with kftray<a href="https://kftray.app/blog/posts/13-kftray-manage-all-k8s-port-forward" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://kftray.app/blog/posts/13-kftray-manage-all-k8s-port-forward</a>Discussions: <a href="https://discu.eu/q/https://kftray.app/blog/posts/13-kftray-manage-all-k8s-port-forward" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://kftray.app/blog/posts/13-kftray-manage-all-k8s-port-forward</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a>

DevOps WeeklyThe Road to 1.0: Terragrunt Stacks Feature Complete<a href="https://blog.gruntwork.io/the-road-to-1-0-terragrunt-stacks-feature-complete-dade1a4633fa" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://blog.gruntwork.io/the-road-to-1-0-terragrunt-stacks-feature-complete-dade1a4633fa</a>Discussions: <a href="https://discu.eu/q/https://blog.gruntwork.io/the-road-to-1-0-terragrunt-stacks-feature-complete-dade1a4633fa" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://blog.gruntwork.io/the-road-to-1-0-terragrunt-stacks-feature-complete-dade1a4633fa</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/terraform" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#terraform</a>

Jan SchaumannSystem AdministrationWeek 10, Backups by exampleIn this video, we illustrate how to perform backups using tar(1) (overcoming xkcd/1168), dump(8) and restore(8), and rsync(1), both locally and to a remote system.<a href="https://youtu.be/L4SB8UfFz8c" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://youtu.be/L4SB8UfFz8c</a><a href="https://mstdn.social/tags/SysAdmin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SysAdmin</a> <a href="https://mstdn.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> <a href="https://mstdn.social/tags/SRE" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SRE</a>

Johannes KastlOK, I managed to improve lots of things in those setups and make the setup more reliable (even in case it takes really really long for everything to be up).<a href="https://codeberg.org/johanneskastl/gitlab_on_k3s_vagrant_libvirt_ansible" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://codeberg.org/johanneskastl/gitlab_on_k3s_vagrant_libvirt_ansible</a>Now with four branches, one for Gitlab installed via helm chart and one using the Gitlab Operator. And each of them with and without a Gitlab Runner being installed into the cluster.<a href="https://digitalcourage.social/tags/GitLab" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GitLab</a> <a href="https://digitalcourage.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Kubernetes</a> <a href="https://digitalcourage.social/tags/k3s" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#k3s</a> <a href="https://digitalcourage.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://digitalcourage.social/tags/Ansible" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Ansible</a> <a href="https://digitalcourage.social/tags/vagrant" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#vagrant</a> <a href="https://digitalcourage.social/tags/libvirt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#libvirt</a> <a href="https://digitalcourage.social/tags/hellyeah" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hellyeah</a>

Steve Fenton ➜This is why Deming and Goldratt are such useful people to discover if you're in software delivery. This problem cloud isn't even about software, but it basically describes <a href="https://mastodon.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DevOps</a> in a nutshell.

DevOps WeeklyHandling High Cardinality in Observability Data<a href="https://www.parseable.com/blog/high-cardinality-meets-columnar-time-series-system" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.parseable.com/blog/high-cardinality-meets-columnar-time-series-system</a>Discussions: <a href="https://discu.eu/q/https://www.parseable.com/blog/high-cardinality-meets-columnar-time-series-system" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://www.parseable.com/blog/high-cardinality-meets-columnar-time-series-system</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a>

DevOps WeeklyCloud Native Testing Podcast<a href="https://www.cloudnativetesting.fm/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.cloudnativetesting.fm/</a>Discussions: <a href="https://discu.eu/q/https://www.cloudnativetesting.fm/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://www.cloudnativetesting.fm/</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a>

DevOps WeeklySetting pod resource limits using mutating webhooks<a href="https://youtu.be/ieGnFHnjhvo?si=XS-YagyjRy5DC6gv" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://youtu.be/ieGnFHnjhvo?si=XS-YagyjRy5DC6gv</a>Discussions: <a href="https://discu.eu/q/https://youtu.be/ieGnFHnjhvo?si=XS-YagyjRy5DC6gv" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://discu.eu/q/https://youtu.be/ieGnFHnjhvo?si=XS-YagyjRy5DC6gv</a><a href="https://mastodon.social/tags/devops" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devops</a> <a href="https://mastodon.social/tags/kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kubernetes</a>

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