From Routines to a Crew — Building a System That Plans Its Own Work & executes it

Dev.to AI
Generative AI

The Gap In Part 1, I built a routine board - a system that runs Claude on a schedule, defined as Markdown files, backed by a Rust engine with cron scheduling, crash recovery, and a self-contained dashboard. It works well for what it does. But real work isn't a cron job. Consider this: you need to audit all the places a deprecated API is referenced across a large codebase. That means searching multiple code areas, cross-referencing findings, identifying which references are active vs. dead code, and producing a prioritized cleanup plan. No single Claude session handles this well.