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

  • 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.

  • Kube Binpacking Exporter (KBE)

    Kube Binpacking Exporter exposes Prometheus metrics that show how efficiently your cluster packs requested CPU and memory across nodes, groups, and DaemonSet overhead so you can measure fragmentation over time.

  • Kubedock for Running Docker-Based Tests on Kubernetes

    Kubedock lets you run Docker API based test workloads on Kubernetes without Docker-in-Docker, which makes it useful for Testcontainers, CI pipelines, and ephemeral test environments.

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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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    • The conference starts on the 30 September 2026.

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    The Call For Paper is open until 1 July 2026 at GMT-4. More info →
    • Location: Austin, TX, USA

    • In-person conference organized by TXLF.

    • The conference starts on the 7 November 2026.

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    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.

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    The Call For Paper is open until 14 July 2026 at GMT-4. More info →
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    • 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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    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.

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    • In-person conference organized by Devopsdays.

    • The conference starts on the 26 September 2026.

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