Calafia blog

🎯 I stopped refreshing job boards. An agent sends me the 8 that matter.

Calafia field notes

Looking for a job is one of the worst recurring scrolls there is. You open the same five tabs — a startup board, two big-company careers pages, an aggregator that's 70% reposts — and you do it again tomorrow because something might have changed. It's a feed. You're the algorithm. It's exhausting and it doesn't even work that well.

So I described an agent in one sentence: every Monday at 8am, scan the top startup and AI-company careers pages and email me a ranked digest of senior backend/AI roles — salary, location, and one line on why it fits. That was the whole spec. Calafia picked the tools, wrote the agent, put it on a schedule, and it now does the boring part on a loop.

Why an agent beats the scroll here

A job board shows you everything and makes you filter. An agent inverts that: it reads everything and shows you the few that clear your bar. It also remembers what it already sent, so Monday's email leads with what's genuinely new instead of the same OpenAI listing for the third week running. That's the difference between a feed and an assistant — the feed wants your time; the assistant gives it back.

The thing I didn't expect: the why-it-fits line is what makes it usable. "Build the OpenAI API that powers most AI apps — direct API-design + dev-tools focus" is a decision in eight words. I either care or I don't, and I move on. No 20-minute rabbit hole.

See it yourself

Below is a real digest it actually produced — not a mockup, not cherry-picked. Ranked roles, real salary bands, live apply links. If you want this for your own search, copy it and change one sentence (your stack, your salary floor, your cities). It'll run every Monday and you can close those five tabs for good.

The deliverable

What it actually sent

Make it yours →See it running live →