Writing

Agents Make Homelab Alerts Boring

A Frigate storage alert became a small example of why agents and Swamp are working so well in my homelab: bounded context, reviewable changes, and asynchronous fixes that preserve headspace.

An Offline Meeting Transcriber Built on Swamp

I built an offline meeting transcriber using local Whisper, pyannote, and Ollama, then migrated it to swamp — the same typed models now power my terminal, my agent, and a future watch-folder, without copy-pasting a script.

Visibility Into the Black Box

I built an AI pipeline that ships production code to a ten-year-old Rails monolith about 90% of the time. But when it fails, or when I change something and want to know if it helped, I'm guessing. Three days of migrating to swamp gave me structured data for every decision the pipeline makes.

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