Spotlight

Building an OSS Kubernetes security console

Matt Brown

This article explains how to build a Kubernetes security console that turns CRD-based security findings and runtime events into one MCP-backed triage surface.

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Tools and utilities

  • KubeGUI: Kubernetes admin UI

    KubeGUI is a desktop application that provides a graphical interface for managing Kubernetes clusters with resource visualization and management capabilities.

  • Sunny0826/kubecm

    KubeCM is a command-line tool that simplifies Kubernetes context management by allowing users to switch between clusters and namespaces with a single command.

  • RBAC overview — an OpenShift console plugin

    This tutorial shows how to use the RBAC Overview OpenShift console plugin to audit users, service accounts, role bindings, cluster admins, and SCC access.

  • Nomos: AI Agent Execution Firewall

    Nomos governs AI agent actions for Claude Code, Codex, Cursor, and MCP by enforcing allow, deny, or approval decisions before file, shell, Kubernetes, GitHub, HTTP, or secret access runs.

  • Grafana Beyla: auto-instrumentation

    Grafana Beyla is an open source eBPF-based tool that auto-instruments HTTP/gRPC apps to collect essential traces and RED metrics and exports them in OpenTelemetry or Prometheus formats.

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Events starting soon

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1 Million Tokens Per Second on Kubernetes
1 Million Tokens Per Second on Kubernetes

GPU inference throughput depends on more than accelerator generation or count.

Memory bandwidth, model parallelism, cache configuration, and the load generator itself all influence measured throughput.

Federico Iezzi, Customer Engineer at Google Cloud, explains how his team achieved 1 million output tokens per second using Qwen 3.5 27B, vLLM, GKE Autopilot, and NVIDIA B200 GPUs.

The discussion covers:

  1. Why memory bandwidth limits decode performance
  2. How Federico chose between tensor and data parallelism
  3. What changed after enabling multi-token prediction and reducing the KV cache footprint with FP8 quantization.

Learn from production

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Matching jobs

    • Data Engineer with Beacon Biosignals

    • Salary: $150K to $170K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, Helm, Javascript, Python, SQL, Typescript, PostgreSQL, RabbitMQ, Kafka

    • Data Engineer with Dragos, Inc.

    • Salary: $54K to $275K a year

    • Location: remote from

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

    • Data Engineer with Dragos, Inc.

    • Salary: $153K to $253K a year

    • Location: remote from

    • Tech stack: Kubernetes, Docker, Go, Python

    • DevOps Engineer with Arena Intelligence, Inc.

    • Salary: $90K to $261.91K a year

    • Location: based in the office in Bay Area, CA, USA

    • Tech stack: Kubernetes, AWS, GCP, Go, Rust, Redis, Terraform

    • DevOps Engineer with DDN

    • Salary: $91.8K to $275K a year

    • Location: remote from

    • Tech stack: Kubernetes, GCP, On-premise, Helm, ArgoCD, Docker, Python, Terraform, GitHub Actions, Gitlab

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    ContainerDays & AI Context Singapore

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Singapore, SG

    • In-person conference organized by ContainerDays.

    • The conference starts on the 28 October 2026.

    • Apply here
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    Cloud Native Summit APAC 2026

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Melbourne, AU

    • In-person conference organized by Cloud Native Summit.

    • The conference starts on the 29 October 2026.

    • Apply here
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    ServerlessDays Cardiff 2026

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Cardiff, GB

    • In-person conference organized by ServerlessCWL.

    • The conference starts on the 3 October 2026.

    • Apply here
  4. 2

    days

    Kubernetes Community Days Indonesia 2026

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Bandung, ID

    • In-person conference organized by Cloud Native Indonesia.

    • The conference starts on the 24 October 2026.

    • Apply here
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    AI Coding Summit Berlin

    The Call For Paper is open until 12 August 2026 at GMT-4. More info →
    • Location: Berlin, DE and virtual

    • Online & in-person conference organized by GitNation.

    • The conference starts on the 4 December 2026.

    • Apply here
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    Cloud Native AI Summit Europe

    The Call For Paper is open until 14 August 2026 at GMT-4. More info →
    • Location: Paris, FR

    • In-person conference organized by mate.dev.

    • The conference starts on the 3 December 2026.

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    Cloud Security Space 2026

    The Call For Paper is open until 15 August 2026 at GMT-4. More info →
    • Location: Buenos Aires, AR

    • In-person conference organized by Cloud Security Space.

    • The conference starts on the 9 October 2026.

    • Apply here

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