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You can automate iterative code review by running a stateless pipeline that deploys parallel agent sentinels to surface issues and apply fixes until a clean verdict or five iterations are reached.

A stateless agent pipeline for code quality improvement uses direct-dispatch execution without persistent state files, coordinating adversarial reviews and fixes through a central arbiter across multiple iterations.

Adversarial review arbitration works by having a central review-arbiter consolidate findings from four parallel sentinels covering correctness, security, performance, and testing into a unified verdict for each iteration.

Yes, you can run parallel agent reviews for correctness and security without persistent state by using a stateless direct-dispatch workflow that consolidates outputs under temporary per-iteration directories.

Automated code fix pipelines enforce a hard limit of five iterations, terminating early if a clean verdict is reached, with each iteration's outputs consolidated under a temporary directory.

You should not use an iterative sentinel pipeline if your project requires persistent state tracking across runs, exceeds five review-fix iterations to resolve issues, or needs review dimensions beyond correctness, security, performance, and testing.