Building with AI
5 articles in this category.

LUFS correct is not good audio: two gates, one of them a human
An audio bed hit its loudness target and a person still judged it too synthetic. How the code keeps the machine verdict and the human verdict apart.

docker rm -f keeps anonymous volumes: the leak in my Postgres test fixtures
My test fixtures removed ephemeral Postgres containers with docker rm -f and left an anonymous volume behind per container. What the code shows, and the regression test with a negative control.

A LinkedIn timeout is 'unconfirmed', not 'retry'
How Jarvis handles a timeout when posting to LinkedIn: a state of its own for 'I do not know', and a human as the only way to force a retry.

From 1.8 GB of Raw Video to a Finished YouTube Video: My Own Editing Pipeline
How my pipeline turned ~1.8 GB of raw video into an 8-minute 1080p YouTube video: upload, audio, motion, metadata, chapters, thumbnails and human review.

I built a system that publishes video automatically: the first real production failure
Traffic OS's first real public canary was one command away from attributing a private-validation video's metrics to a different, public video. Here's what broke, how I caught it, and how I fixed it.