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Hands-on experience with AI, self-hosting, Linux, and the developer tools I actually use

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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.

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.

Claude Opus 4.7: What X and Reddit Users Are Saying

Claude Opus 4.7: What X and Reddit Users Are Saying

A 48-hour snapshot of how power users on X and Reddit reacted to Anthropic's Claude Opus 4.7 release on April 16, 2026. Covers the dominant praise for agentic coding and the new Claude Design tool, the three loudest complaints, token-burn economics, and the practical prompting habits teams are already adopting.

Qwen3.6-35B-A3B: Alibaba's Open-Weight Coding MoE

Qwen3.6-35B-A3B: Alibaba's Open-Weight Coding MoE

Alibaba's Qwen3.6-35B-A3B is a sparse Mixture-of-Experts model with 35B total and 3B active parameters, released April 2026 under Apache 2.0. It scores 73.4 on SWE-bench Verified, matches Claude Sonnet 4.5 on vision, and runs locally as a 20.9GB Q4 quantization on an M5 MacBook. A close look at the architecture, benchmarks, features, and honest trade-offs.

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.

MiniMax M2.7: Model That Almost Matches Claude Opus 4.6

MiniMax M2.7: Model That Almost Matches Claude Opus 4.6

A practical review of MiniMax M2.7: the 230B-parameter Mixture-of-Experts reasoning model that scores 50 on the Artificial Analysis Intelligence Index, runs on a 128GB Mac Studio, and costs roughly a tenth of Claude Opus 4.6. Covers benchmarks, self-hosting hardware, the license catch, and when to pick the API over local inference.

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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
How to Deploy with Docker Compose and Traefik in Production

How to Deploy with Docker Compose and Traefik in Production

Deploy a production-ready stack by running Traefik v3 as a Docker container that automatically discovers your services through Docker labels, provisions and renews Let’s Encrypt TLS certificates via the ACME protocol, and routes incoming HTTPS traffic to the correct backend container. Everything lives in a single docker-compose.yml file with no separate Nginx or Apache configs to maintain. Traefik’s Docker provider watches the Docker socket for container start and stop events, reads routing rules from labels like traefik.http.routers.myapp.rule=Host('app.example.com'), and reconfigures itself in real time. Combined with middleware for rate limiting, authentication, and security headers, this gives you a self-managing reverse proxy that handles multi-service deployments on a single VPS with zero manual certificate management.

 Docker, Networking, Linux, Developer-Tools
How to Set Up Wildcard SSL Certificates with Let's Encrypt and DNS

How to Set Up Wildcard SSL Certificates with Let's Encrypt and DNS

A wildcard SSL certificate for *.example.com from Let’s Encrypt covers every single-level subdomain - app.example.com, git.example.com, status.example.com - under one certificate. You obtain it by running Certbot with the DNS-01 challenge, which requires creating a TXT record at _acme-challenge.example.com to prove domain ownership. A DNS plugin like certbot-dns-cloudflare or certbot-dns-route53 automates this by creating and cleaning up the TXT record through your DNS provider’s API. Once issued, a single wildcard cert replaces the need to manage individual certificates for every self-hosted service behind your reverse proxy.

 Linux, Networking, Docker, Automation
How to Turn Tmux Into a Terminal IDE with Sessions, Scripts, and Plugins

How to Turn Tmux Into a Terminal IDE with Sessions, Scripts, and Plugins

Tmux already handles pane splitting and window management well enough out of the box, but most people stop there. The real productivity gains come from treating tmux as infrastructure: scripting your session layouts so a single command rebuilds your entire development environment, persisting sessions across reboots so you never lose context, and installing plugins that add clipboard integration, fuzzy finding, and pattern matching to your workflow. With tmux 3.6a (the current stable release) and a handful of well-chosen plugins, your terminal becomes something closer to a persistent, scriptable IDE than a simple multiplexer.

 CLI, Linux, Productivity, Developer-Tools
Manage Your Dev Environment with Nix Shells (No Docker Required)

Manage Your Dev Environment with Nix Shells (No Docker Required)

If you have ever handed a new team member a README full of “install Node 22, then Python 3.12, then make sure your openssl headers match” instructions, you already know the problem. Nix flakes solve it at the root: instead of documenting what to install, you declare the exact toolchain in a flake.nix file, commit it alongside your code, and every developer runs nix develop to get an identical environment - same compiler, same CLI versions, same system libraries. In 2026, Nix flakes are stable, the Nixpkgs repository holds over 100,000 packages, and the ecosystem around flakes has matured to the point where the learning curve is manageable even for teams with no prior Nix experience.

 Docker, Linux, Developer-Tools, Rust, Python
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