math-modeling-pipeline

A deterministic 19-phase pipeline enforces strict input-output contracts, phase order, and quality gates across mathematical modeling tasks to guarantee reproducible data flow and standardized completion reports.

Phase-based routing classifies math problem types at Phase 0 and loads phase-specific entrypoints to direct tasks, ensuring deterministic progression and standardized completion reports across the pipeline.

Route the new math modeling problem through Phase 0 for problem type classification, then load the subsequent phase's entrypoint to begin analysis with validated input-output contracts.

No, this math modeling pipeline requires no external dependencies, relying solely on internal phase routing and SKILL.md entrypoints to enforce contracts, quality gates, and traceable auditing.

Yes, cross-phase governance supports automated auditing and validation by enforcing strict I-O contracts at each phase, ensuring data flow remains traceable and validated throughout the pipeline.

Use a 19-phase pipeline when reproducibility and traceability are critical, as it enforces deterministic routing, quality gates, and I-O contracts that ad-hoc scripts cannot guarantee across complex modeling workflows.