BZDmathclub/bzd-math-modeling-skills

What it solves

This project provides a comprehensive set of "Skills" (modular prompts/workflows) designed to guide students through the entire lifecycle of mathematical modeling competitions. It addresses the difficulty of interpreting complex problem statements, selecting appropriate models, writing high-quality papers, and ensuring compliance with strict competition formatting and academic integrity rules (specifically targeting the CUMCM/Higher Education Press Cup).

How it works

The system is organized as a collection of specialized skills that can be integrated into AI agents like Codex and Claude Code. It uses a a central controller skill (bzd-modeling-workflow) to identify the user's current competition stage and dispatch tasks to specific modules:

• Generation: Translates problem statements, generates modeling ideas, and drafts problem restatements.
• Self-Check: Performs granular audits of the abstract, assumptions, symbol notations, and model solutions.
• Audit & Review: Checks for AI-generated text patterns (AIGC auditing), verifies strict formatting requirements, and provides a judge-style comprehensive review with estimated scores and rankings.
• Knowledge Base: Includes a model dictionary to match candidate models with specific data structures and problem types.

Who it’s for

Students participating in mathematical modeling competitions who need AI-assisted guidance for problem analysis, paper drafting, and rigorous quality control before submission.

Highlights

• End-to-End Workflow: Covers everything from the first reading of the problem to the final submission review.
• Judge-Perspective Review: Simulates a competition judge's scoring process to provide a quality score and estimated rank.
• AIGC Trace Auditor: Specifically identifies "template-like" AI language and risks of pseudo-improvement to help users humanize their papers.
• Strict Format Checker: Automates the verification of page structure, anonymity, and file hygiene.
• Integration Ready: Designed for seamless installation into Codex and Claude Code environments.