math-review

## Table of Contents - [Quick Start](#quick-start) - [When to Use](#when-to-use) - [Required TodoWrite Items](#required-todowrite-items) - [Core Workflow](#core-workflow) - [1. Context Sync](#1-context-sync) - [2. Requirements Mapping](#2-requirements-mapping) - [3. Derivation Verification](#3-derivation-verification) - [4. Stability Assessment](#4-stability-assessment) - [5. Proof of Work](#5-proof-of-work) - [Progressive Loading](#progressive-loading) - [Essential Checklist](#essential-checklist) - [Output Format](#output-format) - [Summary](#summary) - [Context](#context) - [Requirements Analysis](#requirements-analysis) - [Derivation Review](#derivation-review) - [Stability Analysis](#stability-analysis) - [Issues](#issues) - [Recommendation](#recommendation) - [Exit Criteria](#exit-criteria) # Mathematical Algorithm Review Intensive analysis ensuring numerical stability and alignment with standards. ## Quick Start ```bash /math-review ``` **Verification:** Run the command with `--help` flag to verify availability. ## When To Use - Changes to mathematical models or algorithms - Statistical routines or probabilistic logic - Numerical integration or optimization - Scientific computing code - ML/AI model implementations - Safety-critical calculations ## When NOT To Use - General algorithm review - use architecture-review - Performance optimization - use parseltongue:python-performance - General algorithm review - use architecture-review - Performance optimizati...