39,000 Torrents: The Bug My Green Benchmark Never Caught
[Torrent911] Inception.2010.TRUEFRENCH.1080p.BluRay.x264-YIFY That's a real filename. The goal: extract "Inception" and "2010" from it, query the TMDB…
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Podman Quadlet vs Docker Compose for Linux Services
Docker Compose and Podman Quadlet solve overlapping problems but come from different design centers, and choosing between them depends on whether you …
Self-Hosted vs. SaaS: What Coolify Actually Costs (and Where It Gets Expensive)
Your deploy stack is probably the worst-negotiated subscription in the whole company. Every server migration gets costed to three decimal places, but …
The 2026 Self-Hoster's Privacy Stack: every tool I actually pay for, configured end-to-end
Originally published on byte-guard.net . TL;DR: A working privacy stack in 2026 is not a single tool. It's seven decisions made in the right order. Mi…
The Open-Model Cost Chart Everyone's Sharing Is API Prices. Here's What Self-Hosting Actually Gets You (Measured)
There's a chart going around: intelligence on the y-axis, cost to run on the x-axis, and a green "most attractive" quadrant in the upper left where hi…
My complete self-hosting stack: Docker Compose + hardening scripts I use on Hetzner (sharing everything)
Originally written for r/selfhosted on Reddit — sharing here for the dev.to community. After running my self-hosted setup for 2+ years on a single Het…
Qwen 3.6 27B and 35B MTP vs Standard on 16GB GPU
I tested Speculative decoding (Multi-Token Prediction, MTP) performance in Qwen 3.6 27B and 35B on an RTX 4080 with 16 GB VRAM. For a broader view of …