arib-engine

Autonomous engineering campaigns automate continuous codebase improvement by discovering, verifying, and shipping code changes through a self-pacing loop. The engine executes multi-dimensional sweeps across security, performance, and growth dimensions while enforcing strict CI verification gates.

Autonomous code improvement campaigns enforce established architectural constraints and require manual intervention for high-stakes decision classes. This safety-first governance framework uses hard verification gates and reconciliation-based merging to maintain compliance during continuous refactoring.

Yes, autonomous engineering supports hardening authentication, optimizing performance, and executing product-led growth campaigns. When handed codebase ownership, the engine operates continuously until evidence confirms the specific improvement work is complete and CI-green PRs are shipped.

CI-CD verification in autonomous shipping loops operates through hard verification gates and reconciliation-based merging. The engine ships high-value improvements only through CI-green PRs, ensuring autonomous code improvements pass strict continuous integration checks before deployment.

You should not use autonomous engineering campaigns for high-stakes decision classes without manual intervention. The engine requires adherence to established architectural constraints and implements escalation frameworks, meaning autonomous governance is unsuitable when manual oversight is strictly required.