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Blog postPublished: Aug 9, 2026

Thoughts on OpenAI's accidental attack against Hugging Face

OpenAI gave a presentation about "the Hugging Face Incident", and Simon Willison, my favorite AI journalist, reconstructed the incident's timeline from the video. I recommend reading it in full, and here are my thoughts pertaining to the domain I'm working in - Linux, containers, and security.

Blog postUpdated: Aug 9, 2026 (Published: Jul 15, 2026)

Are user namespaces good for your health?

At last, I ran into a take on user namespaces that resonates with my own view of the problem: Kubernetes Finally Has User Namespace Support. The Shared Kernel Problem Remains (and its spinoff on The New Stack) by Kaylin Trychon of Edera.

ChallengeUpdated: Aug 9, 2026 (Published: Apr 16, 2026)
Inspect a Container Image Without Pulling It (cover image)

Inspect a Container Image Without Pulling It

Explore the OCI image index, manifests, and configuration of a remote multi-platform image - without pulling a single byte of filesystem layers into the local Docker daemon.

TutorialUpdated: Aug 6, 2026 (Published: Jul 26, 2026)
Linux Processes: Understanding Signals (cover image)

Linux Processes: Understanding Signals

Explore Linux/Unix signals in Go, how signals act as asynchronous notifications, who can send them, default kernel behaviors, sending signals with kill and Go, graceful signal handling with os/signal, and why SIGKILL cannot be trapped.

ChallengeUpdated: Aug 6, 2026 (Published: Jul 24, 2026)
Access the Kubernetes API Server via kubectl proxy (cover image)

Access the Kubernetes API Server via kubectl proxy

Use kubectl proxy to open a local, already authenticated HTTP endpoint to the Kubernetes API server, then use curl to list every Secret in the gliese-581 namespace and save the raw JSON response to /home/laborant/secret-list.json.

ChallengePublished: Aug 6, 2026
Port-Forward a Kubernetes Service to localhost (cover image)

Port-Forward a Kubernetes Service to localhost

A Deployment running a distroless Chainguard nginx image (cgr.dev/chainguard/nginx) is deployed in the namespace webapps, fronted by a ClusterIP Service. Port-forward that Service to localhost port 3333 on cplane-01, use curl to save the response body to /home/laborant/index.html, and verify the file is accessible and contains the expected content.

ChallengeUpdated: Aug 6, 2026 (Published: Aug 5, 2026)
Debug a Failing Kubernetes Job (cover image)

Debug a Failing Kubernetes Job

A Job manifest at /home/laborant/batch-job.yaml is exiting with a non-zero exit status. The Job has limited retries configured. Inspect the cluster and the manifest to find the bug, fix it, and reapply.

PlaygroundPublished: Aug 5, 2026
NixOS (cover image)

NixOS

A ready-to-use NixOS server for exploring the full Nix experience without installing it on your own machine.

ChallengeUpdated: Aug 5, 2026 (Published: Mar 19, 2026)
CKA Practice: Migrate an Ingress to Gateway API (cover image)

CKA Practice: Migrate an Ingress to Gateway API

An app in the web namespace is served over HTTPS by an ingress-nginx Ingress. Create a Gateway and HTTPRoute on a staging hostname, verify traffic, move the production hostname to the Gateway, and remove the Ingress without downtime.

TutorialUpdated: Aug 4, 2026 (Published: Aug 3, 2026)
Using Go for Systems Programming (cover image)

Using Go for Systems Programming

Discover how Go functions under the hood as a modern systems programming language. Learn how Go makes system calls directly, resulting in self-contained binaries that have no libc dependencies.

ChallengePublished: Aug 4, 2026
Extend kubectl with a Custom Image-Inspection Plugin (cover image)

Extend kubectl with a Custom Image-Inspection Plugin

A helper script that lists every container image running in the cluster — along with its on-disk size and the workload that uses it — has been downloaded to cplane-01. Install it as a kubectl plugin named kubectl-images so that kubectl images works from any directory.

ChallengeUpdated: Aug 4, 2026 (Published: Jun 2, 2026)
Make One Echo Server Work with Both TCP and Unix Sockets (cover image)

Make One Echo Server Work with Both TCP and Unix Sockets

Make a single echo server listen on either a TCP socket or a Unix domain socket, selected by its command-line argument. The challenge illustrates that the same stream-socket workflow works with two address families (AF_INET and AF_UNIX).

ChallengeUpdated: Aug 4, 2026 (Published: Jun 2, 2026)
Write a TCP Client for a Telemetry Server (cover image)

Write a TCP Client for a Telemetry Server

Write your first TCP client for a push-only telemetry server that starts sending sensor readings as soon as you connect. Likely the easiest way to get started with TCP socket programming.

ChallengeUpdated: Aug 4, 2026 (Published: Jun 2, 2026)
Write a TCP Client for a Chat Server (cover image)

Write a TCP Client for a Chat Server

Write a TCP client to hold a back-and-forth conversation with a "chat" server: send a line, read the reply, send another line - repeat until the session is over. A hands-on lesson in designing an application protocol on top of a byte-oriented TCP stream.

TutorialUpdated: Aug 4, 2026 (Published: May 30, 2026)
How Servers Work: A Hands-On Introduction to TCP Sockets (cover image)

How Servers Work: A Hands-On Introduction to TCP Sockets

Learn how servers actually work by building a tiny TCP server and client from scratch. A hands-on introduction to sockets, TCP, and the network programming model every backend, DevOps, and platform engineer should go through at least once.

ChallengePublished: Aug 3, 2026
Utilize POSIX Threads for Concurrency (cover image)

Utilize POSIX Threads for Concurrency

Refactor a slow, single-threaded C file downloader that fetches files sequentially into a multi-threaded program using POSIX Threads (pthreads) to achieve concurrent downloads.

TutorialUpdated: Aug 3, 2026 (Published: Jul 26, 2026)
Linux Processes: Threads & Concurrency (cover image)

Linux Processes: Threads & Concurrency

Explore what a thread actually is in Linux, how threads relate to processes, how the Linux kernel treats both as tasks (task_struct), and how kernel scheduling enables concurrency.

TutorialPublished: Aug 1, 2026
Managing Podman Instances Remotely (cover image)

Managing Podman Instances Remotely

Learn how you can control multiple podman instances on remote machines without SSHing into them manually. Also learn to deploy your Compose application stacks without SCP / SSH with podman remote feature and Docker Compose v2

CourseUpdated: Aug 1, 2026 (Published: Apr 13, 2025)
Software Bill of Behavior - vendor supplied runtime profile for tampering and anomaly detection (cover image)

Software Bill of Behavior - vendor supplied runtime profile for tampering and anomaly detection

We ♥️ supply chain security, thus was created SBOM - the Bill of Materials- but, we also need SBOB -the Bill of Behavior - This livelab proposes to standardize how to record a benign behavior profile, extract, sign and publish it, for users to consume, ingest, verify it and detect attacks and tampering. For software-vendors, a SBOB creates trust and transparency, For users, it makes anomaly detection realistically achievable.

ChallengePublished: Jul 31, 2026
Inject a Config File Without Overwriting the Image's Existing Directory (cover image)

Inject a Config File Without Overwriting the Image's Existing Directory

A webapp deployment in the prod namespace is stuck in CrashLoopBackOff. The application's startup probe checks that its existing config directory is intact before the container is marked healthy. Fix the deployment so configuration is injected correctly and the pod reaches Running state with its health check endpoint responding on port 8080.

CourseUpdated: Jul 27, 2026 (Published: Jul 2, 2026)
Securing MCP Servers and MCP Apps with Pomerium (cover image)

Securing MCP Servers and MCP Apps with Pomerium

A hands-on course on securing Model Context Protocol (MCP) servers and MCP apps with Pomerium, covering OAuth 2.1, upstream OAuth to APIs like GitHub, and per-user, per-tool authorization from dev to production.

PlaygroundPublished: Jul 26, 2026
Shell Gym (cover image)

Shell Gym

Try Shell Gym - an interactive Linux command-line trainer - in a ready-made Ubuntu VM: daemon running, web UI open, sample learning path loaded.

ChallengeUpdated: Jul 26, 2026 (Published: Jul 24, 2026)
Count Optimized Assembly Instructions (cover image)

Count Optimized Assembly Instructions

Compile a small C loop with -O2 -S, inspect the generated assembly, report how many add instructions gcc produced and see how much it has optimized the equasion.

TutorialUpdated: Jul 26, 2026 (Published: Jul 24, 2026)
Writing a (valid) C program without main() (cover image)

Writing a (valid) C program without main()

Walk through the C compilation pipeline: preprocessor, compiler, assembler, and linker. Start with a normal hello world, inspect macros and generated assembly, and end by producing a running binary that has no main() function.

TutorialPublished: Jul 25, 2026
Podman with Kubernetes: Play Before You Apply (cover image)

Podman with Kubernetes: Play Before You Apply

This tutorial provides an in-depth know-how of working with Pods (group of container) with Podman. It also gives insights into how the podman CLI works well with Kubernetes, albeit in limited capacity to develop better Container Workflows.

ChallengeUpdated: Jul 23, 2026 (Published: Jun 19, 2026)
Reach a Whole VPC Through an SSH SOCKS Proxy (cover image)

Reach a Whole VPC Through an SSH SOCKS Proxy

Several internal microservices live inside a private VPC and are reachable only from within it. Use SSH dynamic local port forwarding to turn your dev machine into a single SOCKS proxy that reaches all of them through one bastion host.

TutorialUpdated: Jul 20, 2026 (Published: Jun 1, 2026)
Native SSH Reverse Tunneling with Pomerium (cover image)

Native SSH Reverse Tunneling with Pomerium

Use Pomerium's native SSH support to publish a local service through a standard reverse SSH tunnel, with OpenID Connect (OIDC) authentication and continuous authorization on every request. Reach services behind Network Address Translation (NAT) without firewall holes or custom agents, and control both who can use the service and who can open the tunnel. Application traffic stays on infrastructure you control.

TutorialUpdated: Jul 20, 2026 (Published: Apr 21, 2026)
Native SSH Access with Pomerium (cover image)

Native SSH Access with Pomerium

Pomerium can be used as a native SSH reverse proxy, adding OAuth authentication and flexible Pomerium policy enforcement to standard SSH connections, without the need for tunnels, or custom clients or servers.

ChallengePublished: Jul 19, 2026
Enable Per-Pod DNS Records for a Deployment (cover image)

Enable Per-Pod DNS Records for a Deployment

A service in the mesh namespace returns only a single IP during DNS lookup, preventing the peer-server pods from finding each other. Investigate why DNS does not return one address per pod and change the service configuration so that peer discovery works correctly.

ChallengePublished: Jul 19, 2026
Troubleshoot Why the Calendar Todo App Pods Are Stuck in Pending (cover image)

Troubleshoot Why the Calendar Todo App Pods Are Stuck in Pending

The production "Calendar Todo" web application has been deployed in the prod namespace but all pods are stuck in Pending. Investigate the cluster, identify why the application cannot run, fix the underlying node issue, and verify the app is serving traffic on NodePort 31777.

TutorialPublished: Jul 17, 2026
Harden Access to OpenClaw with Pomerium (cover image)

Harden Access to OpenClaw with Pomerium

Put OpenClaw, a self-hosted AI assistant with shell and file access, behind a web route and an SSH route, both gated by the same identity and Pomerium's context-aware policy. OpenClaw runs in trusted-proxy mode, trusting signed identity headers instead of its own login, while Pomerium's native SSH proxy signs short-lived certificates for shell access.

TutorialPublished: Jul 14, 2026
Kubernetes Debugging with DebugBox: Right-Sized Containers for Every Scenario (cover image)

Kubernetes Debugging with DebugBox: Right-Sized Containers for Every Scenario

Most Kubernetes debugging images ship as a single 200+ MB package. DebugBox takes a different approach: three variants (15 MB, 47 MB, 91 MB) each scoped to a specific debugging task. This tutorial covers when to use lite, balanced, and power, how to run each as an ephemeral container or debug pod, and what tools are available in each variant.

TutorialPublished: Jul 4, 2026
Podman and Linux Namespaces (cover image)

Podman and Linux Namespaces

Understand how podman works with configured Linux User Namespaces and how to configure / update these namespaces for current users.

TutorialUpdated: Jun 29, 2026 (Published: Mar 14, 2026)
Uncloud: How to Deploy a Django Web Application (cover image)

Uncloud: How to Deploy a Django Web Application

Learn how to quickly deploy your Python Django-based application to a remote Linux server under your control. This hands-on tutorial covers preparing and packaging a Django application from source code on your local machine and then deploying it to an Uncloud-managed machine, along with the networking ingress configuration and without using any external image registry.

TutorialUpdated: Jun 29, 2026 (Published: Dec 9, 2025)
Uncloud: How to Set Up a New Cluster (cover image)

Uncloud: How to Set Up a New Cluster

Learn how to create and manage a multi-machine Uncloud cluster from scratch. This hands-on tutorial walks you through initializing a cluster, adding machines, managing contexts, and deploying your first containerized service.

Skill PathUpdated: Jun 26, 2026 (Published: Jun 22, 2026)
Master SSH Tunnels: Local and Remote Port Forwarding (cover image)

Master SSH Tunnels: Local and Remote Port Forwarding

Learn how to reach an internal port on a remote machine from the local system, jump through a bastion into a private VPC, expose a development server to the Internet through a reverse tunnel, publish a home network device, and spin up a full-fledged SOCKS proxy with nothing but a regular SSH connection.

ChallengePublished: Jun 24, 2026
Restrict SSH Bastion Access by User Role (cover image)

Restrict SSH Bastion Access by User Role

Harden a bastion host so only admins can get a shell on it, operators can open tunnels to arbitrary destinations, and developers can reach only the one internal service they actually need.

ChallengeUpdated: Jun 22, 2026 (Published: Jun 19, 2026)
Expose a Whole Home Network Through an SSH Reverse SOCKS Proxy (cover image)

Expose a Whole Home Network Through an SSH Reverse SOCKS Proxy

Several self-hosted services run on isolated devices in your home network, with no inbound route from the Internet. Use SSH dynamic remote port forwarding to turn a public-facing gateway VM into a single SOCKS proxy that reaches all of them.

ChallengeUpdated: Jun 22, 2026 (Published: Jun 19, 2026)
Expose a Local Service Through an SSH Reverse Tunnel (cover image)

Expose a Local Service Through an SSH Reverse Tunnel

A payment webhook receiver runs as a local build on your dev machine, bound to 127.0.0.1 and invisible from the Internet. Use SSH remote port forwarding to publish it on a public-facing gateway VM so a test payment provider can reach it.

ChallengeUpdated: Jun 22, 2026 (Published: Jun 19, 2026)
Reach a Private VPC Service Through an SSH Bastion (cover image)

Reach a Private VPC Service Through an SSH Bastion

A production search cluster lives inside a private VPC and is reachable only from within it. Use SSH local port forwarding through a public-facing bastion host to query the cluster's API from your dev machine.

ChallengeUpdated: Jun 22, 2026 (Published: Jun 19, 2026)
Access an Internal Debug Port Through an SSH Tunnel (cover image)

Access an Internal Debug Port Through an SSH Tunnel

A remote VM serves an app on port 80 and keeps an internal debugging port bound to 127.0.0.1. Reach the debugging port from your workstation using an SSH tunnel, without exposing it on the VM's external interface.

ChallengePublished: Jun 15, 2026
Resolve a Port Conflict and Keep All Dev Services Running (cover image)

Resolve a Port Conflict and Keep All Dev Services Running

A new service needs to run in your development environment, but the port it requires is already in use by another app that has to keep working. Diagnose the conflict, free the port without taking the other app down, and get both services running side by side - a realistic exercise in untangling local port conflicts.

ChallengePublished: Jun 14, 2026
Restrict Access to a Unix Domain Socket (cover image)

Restrict Access to a Unix Domain Socket

A daemon exposes a Unix domain socket that every local user can talk to. Protect it so that only root and members of a dedicated group may connect - the same way Docker restricts access to /var/run/docker.sock.

TutorialUpdated: Jun 13, 2026 (Published: Jun 12, 2026)
eBPF and WASM - Better Together (cover image)

eBPF and WASM - Better Together

Learn how Inspektor Gadget pairs eBPF with WASM to process kernel events—and walk through the same idea yourself by implementing a minimal example.

Skill PathPublished: Jun 12, 2026
Linux Storage 101: Drives, Partitions, and Mounts (cover image)

Linux Storage 101: Drives, Partitions, and Mounts

Practice the most common Linux storage operations in a series of hands-on challenges: discover and mount drives, create partition tables, format partitions with different filesystems, map directories with bind mounts, and make mount points survive a reboot.