ContentPosts from @sahu04..
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@faun shared a link, 5 months ago

Training a Rust 1.5B Coder LM with Reinforcement Learning (GRPO)

DeepSeek-R1flips the script on training LLMs. Armed withGRPO, it challenges the industry heavies like OpenAI's o1 by playing smart with custom data and cleverly designed rewards. Imagine this: a humble 1.5B model, running on merely asingle H100, clocks in at an 80% build pass rate. It’s nibbling at .. read more  

Training a Rust 1.5B Coder LM with Reinforcement Learning (GRPO)
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@faun shared a link, 5 months ago

End to End Argo-Workflow for CI/CD

Argo Workflowsisn't just another tool; it sings for Kubernetes-native CI/CD. It juggles complex workflows as DAGs, brings dynamic execution to life with CRDs and parameters. Got a weekly CI? Automate it withCronWorkflows. Secure those Docker pushes using Kubernetes secrets, and let shared volumes ha.. read more  

End to End Argo-Workflow for CI/CD
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@faun shared a link, 5 months ago

GitOps for Kubernetes With Nixidy and ArgoCD

Nixidyturns Kubernetes YAMLs into sleek, declarative Nix setups. It offers a robust, repeatable config flow—even for those complex Helm charts. Spice up your deployment by pairingArgoCDwith encrypted secrets viasops-secrets-operator. Now you can wrangle sensitive data in Git with style—and security... read more  

GitOps for Kubernetes With Nixidy and ArgoCD
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@faun shared a link, 5 months ago

A Journey Through Kafkian SplitDNS in a Multitenant Kubernetes Offering

SCHIPfaced off with tenant demands for serverless Kafka. Their weapon of choice? A crafty DNS trick usingCoreDNSand a few clevernode-local DNSadjustments. They kept multitenancy alive and kicking without wearing out the ops team. Nice move... read more  

A Journey Through Kafkian SplitDNS in a Multitenant Kubernetes Offering
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@faun shared a link, 5 months ago

The Ultimate Guide to Running Kubernetes in a Home Lab

K3sandMicroK8sshine in makeshift home labs with minimal hardware. Throw inLonghornfor storage andVelerofor backup bliss. Now that's a recipe for tech nirvana... read more  

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@faun shared a link, 5 months ago

Kubernetes 1.33: Resizing Pods Without the Drama (Finally!)

Kubernetes 1.33brings in-place pod vertical scaling, allowing you to adjust CPU and memory without restarting pods, a game-changer for seamless resource management in production workloads. This feature simplifies vertical pod autoscaling especially for stateful workloads like databases... read more  

Kubernetes 1.33: Resizing Pods Without the Drama (Finally!)
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@faun shared a link, 5 months ago

Changes to Kubernetes Slack

The Kubernetes gang will cling to their premium Slack status a while longer. But come 2025, free Slack will beckon. Discord’s got its eye on the scene too, whispering sweet promises of GitHub sync and other shiny toys... read more  

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@faun shared a link, 5 months ago

Interesting Kubernetes application demos

Kubeappsis your backstage pass to deploying and controllingK8sapps with style. Dive into a treasure chest ofHelmcharts ready to roll. For those looking to jazz up a demo, unleashKubedoomorKubevaders. Obliteratepodsfor stress-testing, or just because you can. Craving some retro-futuristic fun? Check .. read more  

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@faun shared a link, 5 months ago

F5, Inc Announces New Capabilities for F5 BIG-IP Next for Kubernetes

F5, Inc. announced new capabilities for F5 BIG-IP Next for Kubernetes in collaboration with NVIDIA Corporation. The F5 BIG-IP Next for Kubernetes will be accelerated with NVIDIA’s BlueField-3 DPUs and the NVIDIA DOCA software framework... read more  

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@faun shared a link, 5 months ago

State of App Dev: Security

Securityisn’t just for the IT crowd anymore. Everyone's on duty.Only 1%of developers bother to look the other way. A mere20%of organizations throw money at outsiders to handle it. The real trip wire? Planning. It derails teams faster than you'd believe... read more