graph-engineer: A Self-Correcting Workflow Where Claude Orchestrates and Codex Writes Code
udmrzn · x · 2026-08-11
The open-source project graph-engineer explores a multi-model collaborative AI coding workflow, breaking down the development process into a self-correcting graph.
- Role split: Claude acts as the orchestrator and arbiter, handling requirements, specs, and final judgments; Codex is responsible for writing code, adversarial reviews, and fixes.
- Closed-loop iteration: The pipeline includes nodes like SPEC → IMPL → QUALITY GATE → CRITIQUE → DEBATE → REFACTOR → VERIFY. Issues found during review automatically trigger a fallback to fix and re-check until stop conditions are met.
- Status: Currently in the design stage, the core architecture has undergone adversarial review between the two models but has not yet been battle-tested end-to-end on real features.
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