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Practical guides on Linux, AI, self-hosting, and developer tools

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Gemma 4 vs Qwen 3.5 vs Llama 4: Which Open Model Should You Actually Use? (2026)

Gemma 4 vs Qwen 3.5 vs Llama 4: Which Open Model Should You Actually Use? (2026)

A head-to-head comparison of Gemma 4, Qwen 3.5, and Llama 4 across benchmarks, licensing, inference speed, multimodal capabilities, and hardware requirements. Covers the full model families from edge to datacenter scale.

How to Serve Multiple LLMs Behind a Single OpenAI-Compatible API

How to Serve Multiple LLMs Behind a Single OpenAI-Compatible API

Unify access to Ollama, vLLM, OpenAI, Anthropic, and Google models behind one endpoint using LiteLLM Proxy. Configure model routing, load balancing, fallback chains, rate limiting, and spend tracking from a single YAML file.

How to Set Up FLUX 2 Max Locally in 2026

How to Set Up FLUX 2 Max Locally in 2026

FLUX 2 Max brings high-fidelity image generation to local hardware in 2026. Covers hardware requirements, model setup, and optimization techniques for running inference on consumer GPUs without cloud dependencies.

Restore an Old MacBook Pro with Modern Linux (2026)

Restore an Old MacBook Pro with Modern Linux (2026)

A 2012–2015 MacBook Pro with an SSD upgrade and a lightweight Linux distribution becomes a capable, fast machine in 2026 - far more useful than selling it for parts or letting it collect dust. This guide covers hardware upgrades, distribution choice, driver configuration, and performance tuning.

5 Open Source Repos That Make Claude Code Unstoppable

5 Open Source Repos That Make Claude Code Unstoppable

Five GitHub repositories released in March 2026 push Claude Code into new territory. From autonomous ML experiments running overnight to multi-agent communication and full Google Workspace access, these open source tools solve real workflow gaps that Claude Code cannot handle alone.

Alacritty vs. Kitty: Best High-Performance Linux Terminal

Alacritty vs. Kitty: Best High-Performance Linux Terminal

A practical comparison of Alacritty and Kitty for high-performance Linux terminal workflows in 2026, including latency, startup time, memory use, and heavy-output responsiveness. The analysis covers design philosophy differences between minimalist and feature-rich terminal environments, plus Wayland behavior and real-world configuration trade-offs. It also situates Ghostty and WezTerm in the current landscape and explains when each terminal model fits best for daily development.

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How to Recover Deleted Files on Linux from ext4 and Btrfs

How to Recover Deleted Files on Linux from ext4 and Btrfs

If you just ran rm on something important and you are reading this in a panic - stop what you are doing on that filesystem right now. Run mount -o remount,ro /dev/sdX to remount the partition read-only before anything else. Every write operation that hits the disk after deletion reduces your chances of getting those files back. With that out of the way, here is a direct answer: for ext4, use extundelete or debugfs as your first recovery attempt, and PhotoRec as a fallback. For Btrfs, roll back a snapshot if you have one, or use btrfs restore if you do not. The details matter quite a bit depending on your situation, so read on.

 Linux, CLI, Storage, Security
How to Set Up Tailscale for Mesh Networking Across All Your Devices

How to Set Up Tailscale for Mesh Networking Across All Your Devices

Tailscale creates a private WireGuard -based mesh VPN across all your devices with almost no configuration. You install the client on each machine, authenticate with your identity provider, and every device gets a stable 100.x.y.z IP that works regardless of NAT, firewalls, or network changes. As of early 2026, Tailscale v1.96 supports ACL tags for device-level policy, exit nodes for routing all traffic through a specific machine, subnet routers for exposing entire LANs, and MagicDNS for hostname resolution. For homelabbers, it is the simplest way to securely connect a homelab server, cloud VPS, phone, and laptop into one unified network.

 Networking, Homelab, Security, Linux
Build Powerful TUI Apps in Python with Textual and Rich

Build Powerful TUI Apps in Python with Textual and Rich

Terminal apps used to mean raw curses calls and a lot of pain. Today, Python’s Textual and Rich libraries have flipped that experience entirely. In under 50 lines of Python you can have a full-screen app with styled layouts, interactive widgets, keyboard navigation, and live data updates - no web browser, no Electron, no JavaScript. This post walks through both libraries, shows you how they fit together, and builds up to a complete working example you can extend immediately.

 Python, Developer-Tools, CLI, Productivity
Gemini CLI: Google's Free AI Coding Agent with 1,000 Requests Per Day

Gemini CLI: Google's Free AI Coding Agent with 1,000 Requests Per Day

Gemini CLI is Google’s open-source (Apache 2.0) terminal AI coding agent, and its defining feature is a free tier that no competitor matches: 1,000 requests per day and 60 requests per minute using nothing more than a personal Google account. No credit card required, no API key, no trial period that expires after 30 days. This persistent free tier, combined with a 1M token context window and Gemini 3 Flash as the default model, has driven Gemini CLI to roughly 97K GitHub stars - making it the most-starred AI coding CLI on the platform. The catch is code quality: Gemini 3 Flash gets things right on the first try about 50-60% of the time on complex tasks, well behind Claude Code’s 95%. That trade-off defines who should and should not use it.

 Ai-Coding, CLI, Ai-Agents, Developer-Tools
How to Migrate from X11 to Wayland on an Existing Linux Install

How to Migrate from X11 to Wayland on an Existing Linux Install

You can switch your existing Linux installation from X11 to Wayland without reinstalling anything. The migration boils down to selecting a Wayland session at your display manager’s login screen, then working through three categories of follow-up: Xwayland compatibility for legacy X11 applications, input device configuration via libinput instead of xorg.conf, and environment variable tweaks so that toolkits like Qt, GTK, and Electron render natively through Wayland instead of falling back to X11. Most people can finish the whole process in an afternoon, keeping an X11 session as a fallback until they are satisfied everything works.

 Linux, Developer-Tools, Productivity
How to Harden Your Docker Images: A Container Security Checklist

How to Harden Your Docker Images: A Container Security Checklist

Hardening a Docker image means eliminating the attack surface at every layer. Start from a minimal base image like distroless or Alpine, run as a non-root user, set the filesystem read-only, drop all Linux capabilities and add back only what the application actually needs, pin dependency versions with verified checksums, and scan images with Trivy or Grype before pushing to a registry. Each layer of this checklist is independently valuable. You can adopt them incrementally without rewriting existing Dockerfiles, and every single item you check off reduces your exposure to real-world container exploits.

 Docker, Linux, Developer-Tools, CLI
How to Implement OAuth 2.0 Login from Scratch

How to Implement OAuth 2.0 Login from Scratch

You implement OAuth 2.0 login by using the Authorization Code flow with PKCE (Proof Key for Code Exchange). Your web app redirects the user to the provider’s authorization endpoint with a code_challenge, the user authenticates and consents, the provider redirects back with an authorization code, and your backend exchanges that code along with the code_verifier for an access token. PKCE is mandatory for all OAuth 2.0 clients under the OAuth 2.1 draft specification (currently at draft-ietf-oauth-v2-1-15) and eliminates the need for a client secret in public clients. Building this from scratch - without Auth0, Clerk, or NextAuth - takes roughly 200 lines of code and teaches you exactly how token exchange, session management, and token refresh actually work.

 Python, Developer-Tools, Privacy
Why Is My USB-C Charger So Slow? Understanding USB Power Delivery

Why Is My USB-C Charger So Slow? Understanding USB Power Delivery

USB Power Delivery (USB-PD) is supposed to be the universal charging standard that ends cable chaos. In practice, plugging in the wrong cable or charger gives you a device that charges at 5W instead of 100W - or refuses to charge at all. The root cause is almost always one of three things: a cable rated below what the device needs, a charger that advertises high wattage but only supports a narrow set of voltage profiles, or confusion between USB-PD and the half-dozen proprietary fast-charging protocols that coexist with it.

 Hardware, Laptops, Networking
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