adversarial-review

Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.

Pre-PR review on systems with strict governance (fail-closed, policy-enforcing) where wiring gaps are critical.

Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.

Catching error-suppression in automated fixes via voting.

Code/MR review across security, performance, conventions with adversarial refutation quorum gates.

Orchestrate multi-agent pre merge review across parallel branches and synthesis.

Multi-phase projects requiring parallel specialist execution and cross-stage coordination.

Multi-persona QA consensus on PRs with contract-valid verdicts and blast-radius tracking.

Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

Mining reusable patterns from code changes while deduplicating existing knowledge.

Code generation: prompt → parallel agents → merge.

mechanical OR-gated CR dispatch (LOC > 50 OR core-module hit) without human judgment

automated production merge gate with adversarial reviewer integration and carry-forward tracking

Pre-merge correctness gate enforcing 5-lens rigor; catches bugs, security issues, and missed simplifications before ship.

Finding code regressions and systemic patterns across large codebases in batch.

Gate a sensitive merge when orthogonal security expertise and adversarial refutation are required.

Maintain code quality gates and team coordination via automated checks and protected branches.

High-confidence PR review when 5 concurrent reviewers + skeptic-per-finding beats single-pass

Pre-merge security gate for open-source projects shipping to app stores

When you want safe code quality improvements on a diff and only high-confidence, behavior-preserving changes applied.