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The PR landed in my inbox at 2:47 AM. I hadn't written it. I hadn't even filed the issue it was attached to.
A few hours earlier, I'd dropped a PRD into Multica and gone to bed. By the time I woke up, there was a branch, an implementation, a green test suite, and a PR sitting in "merge ready." All that was left for me was the review.
I want to be careful here: this isn't a story about an AI tool that does your job while you sleep. It's a story about a workflow change that I spent a frustrating few months trying to put together with other tools before this one finally clicked.
1. The mess I started from
For most of last year I had a recurring problem: too many tracks, too few hands.
Three browser windows. A Notion doc I couldn't find. Two PRDs in different states of done. A branch called temp-fix-2 that I'd renamed from temp-fix and could no longer explain to anyone, including myself. The work wasn't blocked on me thinking — it was blocked on me switching. Every context switch cost ten minutes. Every dropped thread cost a day.
I tried the obvious things. We use Paperclip at Crescentic for product ops, and on paper it should have helped. But Paperclip is built around the assumptions of a typical org — assignees, standups, status updates, the things you do when humans are doing the work. What I needed was something that assumed the workers were agents, not people: lots of them, running in parallel, picking up small well-scoped tasks without me hand-holding the handoff.
That's what dragged me into trying Multica.
2. What I was actually looking for
I want to be precise about the goal, because I don't think "I wanted an AI to code for me" is right. I had Claude Code. I had Cursor. Those handle the coding part fine.
What I didn't have was a way to run, say, four tracks at once where I wasn't the bottleneck at every handoff. The mental model I kept sketching on paper looked like this: write a spec, let something break the spec into tasks, let those tasks get routed to the right specialists, and have the work flow back to me only when it was ready for a decision.
The piece I'd been missing wasn't the agents — it was the router. Multica's admin agent is the thing that reads the PRD, decides what tasks exist, and assigns them. I stopped being the dispatcher.
