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#kubernetes

CRAWO: Custom Resources for Adaptive Workload Orchestration

arXiv cs.AI ↗ · 2026-07-24 Cached

This paper introduces CRAWO, a framework for adaptive workload orchestration of AI pipelines across heterogeneous edge infrastructures. It uses a control-loop model and Kubernetes-based implementation to improve workload distribution and reduce reliance on centralized cloud processing, demonstrated in a vehicle surveillance scenario.

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#kubernetes

@freeCodeCamp: Internal developer platforms can help teams ship faster without managing infrastructure by hand. In this guide, Ayobami…

X AI KOLs Timeline ↗ · 2026-07-22 Cached

A comprehensive guide on building an internal developer platform using Backstage, ArgoCD, and Crossplane, enabling teams to self-serve infrastructure and deployments without manual ticket-based processes.

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#kubernetes

Introducing Devin Outposts (2 minute read)

TLDR AI ↗ · 2026-07-22 Cached

Devin Outposts enables running Devin on any machine, including Mac mini, GPU boxes, VMs, private networks, or Kubernetes clusters, bringing the AI coding agent to local or private infrastructure.

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#kubernetes

@jaga_prasanna: https://x.com/jaga_prasanna/status/2079614504451838426

X AI KOLs Timeline ↗ · 2026-07-21 Cached

An educational thread that explains Kubernetes' core concepts using relatable analogies like an Amazon warehouse and cruise control, breaking down components and the desired state mechanism.

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#kubernetes

@asmah2107: For everyone asking what to build in Inference Engineering: > An inference server (C++/Rust) > Paged KV Cache (like vLL…

X AI KOLs Timeline ↗ · 2026-07-20 Cached

A tweet lists key projects to build in inference engineering for understanding production LLM systems, including inference servers, paged KV cache, speculative decoding, quantization libraries, and guardrails.

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#kubernetes

@iximiuz: How Container Networking Works: Building a Bridge Network From Scratch To really understand Docker and Kubernetes netwo…

X AI KOLs Timeline ↗ · 2026-07-15 Cached

A tutorial explaining how to build a bridge network for containers from scratch using standard Linux tools like network namespaces, veth pairs, bridges, and NAT, to demystify Docker and Kubernetes networking.

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#kubernetes

AI agents might need their own Kubernetes moment!

Reddit r/AI_Agents ↗ · 2026-07-10

Discusses the operational challenges of deploying AI agents at scale, drawing a parallel to how Kubernetes solved container orchestration. Suggests the agent ecosystem needs a similar infrastructure breakthrough.

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#kubernetes

@JaydevTonde: Explored NVIDIA Dynamo today, it provides us lots of things to deploy LLM across multiple node in GPU Cluster. It inclu…

X AI KOLs Timeline ↗ · 2026-07-09 Cached

Explored NVIDIA Dynamo, a tool for deploying LLMs across multiple GPU cluster nodes with features like model caching, autoscaling, multinode deployments, and Kubernetes integration.

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#kubernetes

Pros and Cons of Solo Development

Hacker News Top ↗ · 2026-07-06 Cached

A solo developer shares the pros and cons of building and maintaining Luxury Yacht, a desktop app for Kubernetes cluster management, emphasizing the freedom and responsibility of solo development.

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#kubernetes

@devops_nk: Someone built Kubernetes that runs entirely in your browser. This might be the easiest way to learn Kubernetes. - No Do…

X AI KOLs Timeline ↗ · 2026-07-03 Cached

A developer ported Kubernetes to run entirely in the browser by rewriting core components in TypeScript, aided by AI for code conversion. The tool requires no installation and is designed for learning, teaching, and interview prep.

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#kubernetes

Tigera Introduces Lynx, a Unified Control Plane for Kubernetes‑Native AI Agents

Reddit r/ArtificialInteligence ↗ · 2026-07-02 Cached

Tigera launches Lynx, a Kubernetes-native unified control plane for managing AI agents at scale, providing identity, policy enforcement, and real-time visibility across multi-cluster environments.

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#kubernetes

Platform Engineering 2.0: Manage AI Costs and Risks Without Rebuilding Infrastructure

Reddit r/ArtificialInteligence ↗ · 2026-07-02 Cached

The article explores how platform engineering teams must adapt to AI workloads by managing costs and risks without overhauling existing infrastructure, highlighting the shift from traditional DevOps to a new paradigm.

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#kubernetes

@PyTorch: Your next big #OpenSource conversation starts in Shanghai. Join #KubeCon + #CloudNativeCon + #OpenInfraSummit + #PyTorc…

X AI KOLs Timeline ↗ · 2026-07-02 Cached

PyTorchCon China is co-located with KubeCon, CloudNativeCon, and OpenInfra Summit in Shanghai from September 7-9, 2026, featuring technical sessions and community collaboration. Registration discounts are available until July 28.

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#kubernetes

How OpenAI Delivers Low-Latency Voice AI for 900M Users (17 minute read)

TLDR AI ↗ · 2026-07-02 Cached

OpenAI's voice AI architecture uses WebRTC with a split relay-transceiver design to handle low-latency audio for 900 million weekly active users.

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#kubernetes

Client-side load balancing at a million requests per second

Hacker News Top ↗ · 2026-07-01 Cached

Zalando's engineering team describes how they implemented client-side load balancing to replace the shared edge load balancer for their high-traffic Product Read API, reducing latency and improving observability by eliminating the fan-out bottleneck through Skipper.

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#kubernetes

Fixing a kubelet memory leak in Kubernetes 1.36

Hacker News Top ↗ · 2026-07-01 Cached

A detailed account of tracking down and fixing a memory leak in the Kubernetes kubelet component in version 1.36, caused by a context leak in startPodSync. The author used Go pprof profiling to identify the issue and implemented a fix.

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#kubernetes

@raydistributed: We just released Ray 2.56! This includes - Ray Data stability improvements: reduced object store spilling, automatic ba…

X AI KOLs Following ↗ · 2026-06-30

Ray 2.56 has been released with improvements to Ray Data, Ray Serve for LLMs, GPU-domain-aware placement groups, and Kubernetes integration.

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#kubernetes

I ported Kubernetes to the browser

Hacker News Top ↗ · 2026-06-30 Cached

Sam Rose from ngrok demonstrates how they ported Kubernetes to run entirely in the browser using WebAssembly, allowing developers to simulate a local cluster without needing a remote server or complex setup.

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#kubernetes

@OnlyXuanwo: Kubernetes developers simply don't understand how to deploy services. This kind of thing — separate process and configuration management — services should never run in a Pod. Just start each service in its own tmux session. When a restart is needed, write a while true loop; if it crashes, it automatically restarts. Performance...

X AI KOLs Timeline ↗ · 2026-06-30

A developer criticizes Kubernetes' deployment method as too complex, advocating for using tmux sessions and while true loops to simply manage service processes, believing this approach has sufficient performance and is easy to maintain.

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#kubernetes

Netflix Simplified Batch Compute with Kueue

Hacker News Top ↗ · 2026-06-27 Cached

Netflix describes migrating their batch compute workloads from a custom solution (CMB) to Kueue, a Kubernetes-native job queueing system, to simplify management and leverage the Kubernetes ecosystem.

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