Agent Sightings Real agent use cases

Generate internal dashboards and data migration scripts

Documented elsewhere: a senior backend engineer at a mid-stage SaaS startup, quoted from an April 2025 Hacker News thread, says the team gives Devin internal dashboards and data migration scripts. Devin works asynchronously in a sandbox, usually taking tasks from Slack or a ticket, and the team treats what it produces as a working draft. The engineer says it reliably saves about four hours of boilerplate.

Agent or tool
Devin
Topic
Productivity
Reported on
Blog
Added
2026-10-15

Why it matters

Small, repetitive tasks eat more of the week than anyone likes to admit. Cases like this show an agent taking a chore off someone's plate end to end, not just suggesting what to do. It is one of 196 sightings filed under Productivity on Agent Sightings (number 159 by interest), and one of 20 involving Devin.

How you could try it

Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into Devin or any similar agent and adjust the details to your situation.

Help me generate internal dashboards and data migration scripts. Break it into steps, show your work, and wait for confirmation before anything irreversible, paid, or outbound.

Tip: Start small: run it once on a low-stakes example, read what the agent did, and only then let it run on real work.

Source

Read the original first-hand account on Blog: https://www.sitepoint.com/devin-ai-engineers-production-realities/. Our summary is a paraphrase; details are in the source.

Related sightings

← All 991 use cases