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.