Spotlight

Building self-evolving AI systems: exploring the architecture

Pavel Buchnev

This article teaches how to build self-evolving AI systems using Kubernetes, Temporal workflows, and automated deployment pipelines, enabling AI agents to detect errors, fix code, and redeploy services without manual intervention.

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Tools and utilities

  • Git Change Operator

    git-change-operator is a Kubernetes operator that enables automated Git operations from within clusters through GitCommit and PullRequest custom resources.

  • Orphan Resource Collector

    Orphan Resource Collector (ORC) is an open-source tool for detecting and managing orphaned resources in Kubernetes clusters.

  • Luxury Yacht: Kubernetes management app

    Luxury Yacht is a cross-platform desktop app for managing Kubernetes clusters, available for Linux, macOS, and Windows, built with Go and Wails.

  • Goldpinger: monitoring connectivity

    Goldpinger is a monitoring tool that runs as a DaemonSet and makes calls between pod instances to test connectivity.

  • Kroc: Kubernetes Reactive Object Creator

    Kroc is an educational Kubernetes Operator built with Go and kubebuilder that watches arbitrary resources and reactively creates derived objects using Go templating.

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The Hidden Cost of Slow Autoscaling
The Hidden Cost of Slow Autoscaling

Forced platform migrations are usually treated as something to survive. At Scout24, a mandatory OS migration became an opportunity to rethink Kubernetes autoscaling, node provisioning, and infrastructure efficiency.

John Ford explains how Scout24 moved its EKS-based Infinity platform from a polling autoscaler and over-provisioned capacity to Karpenter and Bottlerocket. The result was faster node startup, a safer migration path, and about a 30% infrastructure reduction without major downtime.

In this interview:

  • Why two-minute node provisioning forced a 25% capacity buffer
  • How Karpenter made the Bottlerocket migration safer
  • What broke around EC2 metadata, AWS SDKs, and cgroups
  • How the new foundation enables Spot, ARM, and GPU workloads

Learn from production

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Matching jobs

    • DevOps Engineer with Miratech

    • Salary: $81K to $297K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, ArgoCD, Flux, Docker, Python, Cloudformation, Terraform, GitHub Actions, Jenkins

    • Engineering Manager with FIRY

    • Salary: $259K a year

    • Location: based in the office (and remote from home) in San Francisco, CA, USA

    • Tech stack: Kubernetes, AWS, Docker, Go, Java, Javascript, Python, Ruby

    • Head of Site Reliability Engineering with FIRY

    • Salary: $58.5K to $3.29L a year

    • Location: based in the office (and remote from home) in Bengaluru, IN

    • Tech stack: Kubernetes, AWS, ArgoCD, Go, Java, Python, GitHub Actions, Datadog, Prometheus, Jaeger

    • Head of Site Reliability Engineering with Kontakt.io

    • Salary: $196.2K to $357.5K a year

    • Location: based in the office in New York, NY, USA

    • Tech stack: Kubernetes, AWS, Docker, Terraform, Datadog, Grafana, Prometheus

    • Platform Engineer with Inversion

    • Salary: $139K to $201K a year

    • Location: based in the office in Playa Vista, CA, USA

    • Tech stack: Kubernetes, AWS, GCP, Docker, Python, Shell, Terraform, GitHub Actions, Jenkins, Grafana

Discover more Kubernetes jobs on Kube Careers →

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    days

    Kubernetes Community Days São Paulo 2026

    The Call For Paper is open until 6 July 2026 at GMT-4. More info →
    • Location: São Paulo, BR

    • In-person conference organized by KCD Brasil.

    • The conference starts on the 26 September 2026.

    • Apply here
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    Kubernetes Community Days Gujarat 2026

    The Call For Paper is open until 14 July 2026 at GMT-4. More info →
    • Location: Ahmedabad, IN

    • In-person conference organized by KCD Gujarat.

    • The conference starts on the 19 September 2026.

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    Kubernetes Community Days Porto 2026

    The Call For Paper is open until 16 July 2026 at GMT-4. More info →
    • Location: Porto, PT

    • In-person conference organized by KCD Porto.

    • The conference starts on the 20 November 2026.

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  4. 16

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    Subsurface 2026 — The Open Data and AI Conference

    The Call For Paper is open until 17 July 2026 at GMT-4. More info →
    • This is a virtual event

    • Online conference organized by Dremio.

    • The conference starts on the 2 October 2026.

    • Apply here
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    Devopsdays Cairo

    The Call For Paper is open until 17 July 2026 at GMT-4. More info →
    • Location: Cairo, EG

    • In-person conference organized by Devopsdays.

    • The conference starts on the 26 September 2026.

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  6. 17

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    Kubernetes Community Days Sofia 2026

    The Call For Paper is open until 18 July 2026 at GMT-4. More info →
    • Location: Sofia, BG

    • In-person conference organized by KCD Sofia.

    • The conference starts on the 29 September 2026.

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    WeAreDevelopers Conference India

    The Call For Paper is open until 24 July 2026 at GMT-4. More info →
    • Location: Bengaluru, IN

    • In-person conference organized by WeAreDevelopers.

    • The conference starts on the 26 November 2026.

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