remediation-portfolio-optimizer

name	remediation-portfolio-optimizer
description	Compare remediation scenarios and choose high-benefit, low-risk AX performance action portfolios.

Remediation Portfolio Optimizer

Use this skill when multiple possible actions exist.

Workflow

1. Run simulate_recommendation_scenarios.py.
2. Run optimize_remediation_portfolio.py.
3. Consider benefit, risk, validation cost, rollback, owner, and change window.
4. Prefer reversible operational changes before invasive schema/code changes.