Simplifying cloud native for all | for sponsorship queries contact kubesimplify@gmail.com

Joined March 2022
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Learn Kubernetes Today! In this course you learn about the core concepts including demos of CNI, kube proxy & CoreDNS. A project based learning where you deploy multi microservices app with db. Go learn today & do not forget to subscribe to Kubesimplify. youtu.be/EV47Oxwet6Y?si=-xW-โ€ฆ
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NetEase Games cut LLM cold starts 42 min โ†’ 30 sec ๐Ÿงต (Best inference postmortem of the year. None of the techniques are exotic.)
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THE PATTERN None of these is exotic. All are known techniques. The wins came from applying all five together and treating cold start as a top line business metric, not a backlog item.
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Most teams say "we'll get to it." NetEase made it the number one priority for a full quarter. That is the actual lesson. Save this thread. Every platform engineer running inference at scale needs this playbook.
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NetEase Games cut LLM cold starts from 42 minutes to 30 seconds. 84x reduction. Same hardware. Same models. The how is more interesting than the what: image caching, pre-warming, scheduling gates, tiered storage. Carousel thread tonight ๐Ÿงต
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kubesimplify retweeted
Bookmark this: Local LLM resources for 2026 - llama.cpp: inference GGUF - Hugging Face Hub: model cards weights - Ollama: easiest local start - r/LocalLLaMA: hardware benchmarks - Ahead of AI: deep explainers - KubeSimplify: DGX Spark series Pick one. Build this week.
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Read this today!
The day 4 of DGX spark series will drop tomorrow - some more edits I did today and I will review one fnal time tomorrow and then publish :) this one is roughly 25 minute read and I can't wait for you all to learn about quantization in very simple terms.
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kubesimplify retweeted
๐Ÿšจ Introducing kiac(Kubernetes in apple containers) I just moved to apple containers for my kubernetes clusters. With apple containers 1.0, each container boots as its own lightweight VM. So I built kiac on top of it, why not? - every node = a real VM with its own kernel - kubectl top works out of the box - type: LoadBalancer gets a real EXTERNAL-IP - PVCs just bind - no Docker, no Lima, no QEMU Command: brew install saiyam1814/tap/kiac Do try, give a star and show some love by sharing :) issues/contributions are welcome.
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Linux Foundation Tokenomics Foundation ๐Ÿงต (One of the most under-covered cloud-native announcements of June 2026.)
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Career implication: "platform engineer who can articulate token efficiency in dollar terms" becomes hireable as distinct from a K8s admin.
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Bigger point: when LF creates a foundation for X, X has matured. AI tokens are now mature enough for economic standards.
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