A second AI judge for my leads: 600 posts, 3 cents
I ran a new model in shadow mode behind SignalScout's lead classifier for three days. It never touched a score. Here is what 600 side-by-side judgments showed.
A one-person software studio building small, useful SaaS tools — and writing about how they’re made. Below: notes from the build.
Browse all products →I ran a new model in shadow mode behind SignalScout's lead classifier for three days. It never touched a score. Here is what 600 side-by-side judgments showed.
One product photo in, a finished ad out — headline written and designed into the image, not stamped over it. What it does, what it costs, and the bugs.
The ops model behind a solo-operator SaaS portfolio: a 15-minute maintenance loop, a daily deep loop, and deploys gated hard enough that I sleep through them.
Five Go backends restarted every midnight for three weeks. The culprit: a logrotate template. The accomplice: systemd's Restart=always. The tell: a counter.
A full in-browser manga editor built in a day, a dead weekend project revived, two new products before the week was out, and a bug I found by accident.
One button turns a story into a finished video. Here's the week it took to get there — AI panel throttling, a dead image bot, and a 2.5-minute outage.
Pick a Reddit thread, get back a finished short — no editing, no timeline, no captions. How effortless it got, and the real views my channel pulled.
How I wired Claude Code into a cheap always-on server with self-running loops and guarded autonomy — and what it actually fixed while I wasn't looking.
What this blog is about — side projects, lessons learned, and the real numbers behind them.