work-loop

To enforce a verifiable agent workflow, you need a state-machine-driven development loop that coordinates planning, execution, gate verification, and adversarial review. This replaces subjective completion feelings with objective mechanical gates for high-quality code output.

An adversarial review process in agentic development mandates a dedicated reviewer pass to catch drift, structural issues, and security vulnerabilities. It acts as a mechanical gate before code is committed, ensuring durable and auditable repository changes.

Scaling workflow ceremony based on risk profile requires risk-based mode selection that automatically switches between Light and Full modes. This enforces structural boundaries and verifiable termination criteria appropriate to the complexity of infrastructure updates or refactors.

You need a state-machine-driven development loop for non-trivial repository changes like features, refactors, and infrastructure updates. It ensures auditable code output by enforcing a strict PLAN, EXECUTE, GATES, REVIEW, and DECIDE sequence.

Yes, the work-loop workflow operates without external dependencies, utilizing internal scripts and references. It enforces rigorous governance and structural boundary verification directly within your agentic development environment.

Agent self-assessment fails during complex infrastructure updates because it relies on subjective feelings of completion rather than objective criteria. Replacing this with mechanical gates and mandatory adversarial review ensures verifiable termination and prevents structural drift.