By Michael McGarrah ·
8 min read
Plugin or script? How aggressive should scanning be? Where do results live? This article covers the key architecture decisions behind the Jellyfin Media Integrity Scanner — from two-phase scanning strategy to production-safe I/O throttling.
By Michael McGarrah ·
6 min read
Media files rot silently. Bit-flip corruption, incomplete transfers, and storage failures leave your Jellyfin library with files that look fine in the UI but fail during playback. This is the first in a series on building a production-safe media integrity scanner for Jellyfin.
By Michael McGarrah ·
9 min read
I built a machine-readable resume view with JSON-LD and semantic HTML. Now I need to verify it actually works — against Google's validators, ATS resume parsers, and AI agents that recruiters are starting to use.
By Michael McGarrah ·
13 min read
AI coding agents produce HTML instinctively — self-contained, zero-dependency, renders anywhere. Instead of letting those reports die in a chat window, publish them to a Jekyll site on GitHub Pages for stable URLs, version history, and instant sharing. Here's the pattern.
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