math-modeling-pipeline/phase-5

To fix MATLAB solver convergence issues, load the Phase 4 audit artifacts, identify P0 critical findings, apply targeted fixes to solver.m, and re-run the workflow to verify improved performance against tolerances.

Audit-driven regression checking is validating optimization results against predefined audit standards and tolerances. It ensures traceable fixes and repeatable re-run procedures across multiple workflow paths.

Tune solver performance by re-running MATLAB and Python workflows, then comparing outputs. Apply targeted improvements based on audit results to ensure faster convergence and reliable phase execution.

Yes, you can validate results across multiple paths. The workflow performs audit-driven regression checks and convergence validation against predefined standards, enabling repeatable and auditable optimization.

To start Phase 5 model tuning, you need Phase 4 audit artifacts. You must identify P0 critical issues, apply targeted fixes to solver.m, and re-run the MATLAB workflow to verify improvements.

Optimization solvers fail to converge reliably due to unresolved audit findings. Apply cross-review remediation and phase-5 model tuning to address P0 issues, then re-run workflows to verify convergence.