It was adapted from ultraworkers/claw-code.
It is still an early project and under active iteration.
The optimization work was achieved through a combination of Codex, Grok, and the IterX code optimization tool. Together, they were used to iterate on prompt reduction, tool-surface minimization, replay compaction, and measurement-driven refinement across the harness.