Spotlight

Startup CPU Boost in Kubernetes with In-Place Pod Resize

piotr.minkowski

This tutorial teaches how to use the In-Place Pod Resize feature in Kubernetes version 1.35 combined with Kube Startup CPU Boost controller to speed up Java application startup by temporarily increasing CPU resources during the startup phase.

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Tools and utilities

  • lazydocker: docker TUI

    lazydocker is a terminal UI for managing Docker containers and services, with log and metric graph viewing, container attachment, and execution of common Docker commands.

  • Radius: application platform

    Radius bridges developer and operator workflows by enabling cloud-neutral application deployment with infrastructure recipes and Dapr integration that simplify building, configuring, and managing modern cloud applications across platforms.

  • Sloth: Prometheus SLO Generator

    Sloth generates Prometheus Service Level Objectives with reliable SLI recording rules and multi-window, multi-burn-rate alerts from simple YAML specs.

  • Dynamo: distributed LLM inference

    NVIDIA Dynamo is a datacenter-scale distributed LLM inference framework supporting disaggregated prefill/decode, KV-aware routing, and dynamic GPU scheduling across vLLM, SGLang, and TensorRT-LLM.

  • Helm CEL Validator

    Helm CEL is a Helm plugin that leverages Common Expression Language (CEL) to validate values, offering a more expressive and flexible alternative to traditional JSON Schema validation.

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Events starting soon

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How We Cut Build Debugging Time by 75% with AI
How We Cut Build Debugging Time by 75% with AI

Build failures in Kubernetes CI/CD pipelines are a silent productivity killer. Developers spend 45+ minutes scrolling through cryptic logs, often just hitting rerun and hoping for the best.

Ron Matsliah, DevOps engineer at Next Insurance, built an AI-powered assistant that cut build debugging time by 75% — not as a dashboard, but delivered directly in Slack where developers already work.

In this episode:

  • Why combining deterministic rules with AI produces better results than letting an LLM guess alone
  • How correlating Kubernetes events with build logs catches spot instance terminations that produce misleading errors
  • Why integrating into existing workflows and building feedback loops from day one drove adoption
  • The prompt engineering lessons learned from testing with real production data instead of synthetic examples

The takeaway: simple rules plus rich context consistently outperform complex AI queries on their own.

Learn from production

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Matching jobs

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    • Salary: $49.5K to $539K a year

    • Location: based in the office in Biassono, IT

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    • DevOps Engineer with Truv

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    • DevOps Engineer with Unit4

    • Salary: PLN 4.65K to PLN 521.84K a year

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    • DevSecOps Engineer with Mattermost

    • Salary: $63K to $485.65K a year

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Call for Papers closing soon

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    Cloud Native Days Amsterdam

    The Call For Paper is open until 20 March 2026 at GMT-4. More info →
    • Location: Amsterdam, NL

    • In-person conference organized by Cloud Native Amsterdam.

    • The conference starts on the 22 May 2026.

    • Apply here
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    Cloud Native Telco Day Europe

    The Call For Paper is open until 23 March 2026 at GMT-4. More info →
    • Location: Amsterdam, NL

    • In-person conference organized by CNCF.

    • The conference starts on the 23 March 2026.

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    Cloud Native AI + Kubeflow Day Europe

    The Call For Paper is open until 23 March 2026 at GMT-4. More info →
    • Location: Amsterdam, NL

    • In-person conference organized by CNCF.

    • The conference starts on the 23 March 2026.

    • Apply here
  4. 4

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    Cloud Native 2026

    The Call For Paper is open until 23 March 2026 at GMT-4. More info →
    • This is a virtual event

    • Online conference organized by Conf42.

    • The conference starts on the 23 April 2026.

    • Apply here
  5. 6

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    Kubernetes Community Days New York 2026

    The Call For Paper is open until 25 March 2026 at GMT-4. More info →
    • Location: New York, NY, USA

    • In-person conference organized by KCD New York.

    • The conference starts on the 10 June 2026.

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    Data on Kubernetes Day

    The Call For Paper is open until 26 March 2026 at GMT-4. More info →
    • Location: Amsterdam, NL

    • In-person conference organized by CNCF.

    • The conference starts on the 26 March 2026.

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  7. 8

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    DeveloperWeek New York 2026

    The Call For Paper is open until 27 March 2026 at GMT-4. More info →
    • Location: New York, NY, USA

    • In-person conference organized by DeveloperWeek New York.

    • The conference starts on the 10 June 2026.

    • Apply here

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