Spotlight

Taracode Testing a Go-Based CLI AI Agent in My Homelab

Vlad Levinas

This article tests Taracode, a Go-based CLI AI agent, against real K3s homelab tasks like Kubernetes troubleshooting, manifest generation, and GitOps workflows using a local Ollama LLM.

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Tools and utilities

  • 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.

  • Zarf: airgapped installation

    Zarf is a tool that simplifies software deployment to Kubernetes clusters in airgapped or disconnected environments.

  • Kogaro – Kubernetes Configuration Hygiene Agent

    Kogaro continuously validates Kubernetes config with 60+ checks across reference, resource, security, image, and network domains, catching silent failures before they impact production.

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Events starting soon

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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

    • Data Engineer with IDnow

    • Salary: $88.2K to $220.22K a year

    • Location: based in the office in Rennes, FR

    • Tech stack: Kubernetes, Helm, ArgoCD, Docker, Python, Shell, SQL, PostgreSQL, Ceph, Ansible

    • DevOps Engineer with American Institutes for Research

    • Salary: $149K to $176K a year

    • Location: based in the office (and remote from home) in Crystal City, VA, USA

    • Tech stack: Kubernetes, Azure, Powershell, Azure DevOps

    • DevOps Engineer with IDnow

    • Salary: $120.15K to $241.68K a year

    • Location: based in the office in Rennes, FR

    • Tech stack: Kubernetes, AWS, On-premise, Terraform, Ansible

    • DevSecOps Engineer with CHAOS Industries

    • Salary: $140K to $220K a year

    • Location: based in the office in El Segundo, CA, USA

    • Tech stack: Kubernetes, Azure, On-premise, Docker, C++, Go, Groovy, Java, Python, Rust

    • DevSecOps Engineer with Tieto

    • Salary: $30 to $242K a year

    • Location: based in the office in Porto, PT

    • Tech stack: Kubernetes, Docker, Go, Java, Python

Discover more Kubernetes jobs on Kube Careers →

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Call for Papers closing soon

  1. 2

    days

    Kubernetes Community Days Nigeria 2026

    The Call For Paper is open until 29 June 2026 at GMT-4. More info →
    • Location: Lagos, NG

    • In-person conference organized by KCD Nigeria.

    • The conference starts on the 24 October 2026.

    • Apply here
  2. 3

    days

    Nerdearla México 2026

    The Call For Paper is open until 30 June 2026 at GMT-4. More info →
    • Location: Mexico City, MX

    • In-person conference organized by Nerdearla.

    • The conference starts on the 20 November 2026.

    • Apply here
  3. 3

    days

    Containerkonferansen 2026

    The Call For Paper is open until 30 June 2026 at GMT-4. More info →
    • Location: Trondheim, NO

    • In-person conference organized by Containerkonferansen.

    • The conference starts on the 15 October 2026.

    • Apply here
  4. 3

    days

    Code Europe

    The Call For Paper is open until 30 June 2026 at GMT-4. More info →
    • Location: Warsaw, PL

    • In-person conference organized by ode Europe.

    • The conference starts on the 15 September 2026.

    • Apply here
  5. 3

    days

    Xen Summit 2026

    The Call For Paper is open until 30 June 2026 at GMT-4. More info →
    • Location: Munich, DE

    • In-person conference organized by Xen Project.

    • The conference starts on the 17 September 2026.

    • Apply here
  6. 3

    days

    Devopsdays Vilnius

    The Call For Paper is open until 30 June 2026 at GMT-4. More info →
    • Location: Vilnius, LT

    • In-person conference organized by Devopsdays.

    • The conference starts on the 30 September 2026.

    • Apply here
  7. 4

    days

    Texas Linux Fest

    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.

    • Apply here

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