use case · solo developers
One developer. One machine. One controlled loop.
The shape of the day
- A local open-source runtime handles routine refactors, lookups, and small fixes — free, offline, fast.
- BYO-key cloud lane reserved for genuinely hard problems where the local model falls short.
- Validation gates catch regressions before they reach the next commit.
- File-level checkpoints undo any loop that went sideways.