CUMCM 国赛、MCM/ICM 美赛与电工杯数学建模竞赛的端到端协作工作流。Use when a user explicitly works on one of these modeling contests or asks to run/review a modeling-competition paper from problem selection through modeling, solving, robustness, writing, compliance, and final submission review. Provides 10 stages, persistent decision state…
Use when solving CUMCM, MCM, ICM, or other mathematical modeling tasks that need contest problem intake, model selection, Python solving, figures, paper writing, quality audit, and packaged deliverables.
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. F.3) — Citation F1 (P0/P1 partition + Precision/Recall/F1), Literature Review Quality (6-axis 0-100 with anti-inflation rules), SxS Overall Paper Quality (side-by-side), and SxS Literature Review Quality (side-by-side). TRIGGER when the…
A tool workflow for converting PDFs, images, and web pages into Markdown text, with support for Chinese documents, tables, formulas, and OCR (reading text from images).
Creates a new ICM pipeline from a domain description. Generates numbered stage folders with CONTEXT.md contracts (Inputs/Process/Outputs), reference and output directories, and a root CONTEXT.md. Use when: setting up a new staged workflow, creating a production pipeline, scaffolding an ICM workspace.
Executes a single ICM pipeline stage by reading its CONTEXT.md contract, loading scoped inputs (Layer 3 reference vs Layer 4 working), following the Process section, writing declared outputs, and pausing for human review. Use when: running a pipeline stage, executing a stage, processing the next stage.
Aggregate breadcrumbs, escalations, and audit logs from the last 14–30 days to surface recurring correction patterns that should be fixed at the source level (brief template, config/, WORKER-RULES.md) rather than re-fixed each session. Use during weekly maintenance Phase 2, after a redo dispatch, or when the operator…
Cross-check a worker's shipped output against the dispatching brief's Inputs/Outputs/Verify sections. Catches the class of defect where a file exists but its content is wrong (e.g., caption MD existed but wasn't embedded in the dashboard). Use after a worker breadcrumb lands, before declaring a session shipped, or…