Write clean, readable code and avoid over-engineering with proven maintenance and scoping principles.

Manage the full non-conformance lifecycle, root cause analysis, and CAPA systems in regulated manufacturing.

Enforce fresh command verification and evidence before making any task completion or success claims.

Rate your task output against a structured five-axis rubric to catch gaps and improve quality.

Perform a multi-level code review for recent changes to evaluate quality, spec, security, and performance.

Refactor code to reduce complexity and improve readability while preserving exact behavior.

Conducts multi-axis code review across correctness, readability, architecture, security, and performance.

Review skill pull requests with structured severity-rated feedback and compliance checks.

Verify agent outputs with a multi-agent adversarial framework and convergence loop before shipping.