levi-qiao

graphkit

Run a long-horizon coding task as a small graph of agent nodes instead of one drifting loop. Generates an executor node (works against a single-source-of-truth ledger) and a clean-context supervisor node that audits from outside the executor's context — re-verifying claimed-done work, checkpoint-committing what passes, and correcting drift through a one-way directives file. Use for multi-round tasks where an agent tends to scope-creep, fake "done", or quietly lower the bar. Nodes share no context, so the executor runs on a cheap/fast model while a strong model supervises.