Use when writing, reviewing, auditing, revising, or producing LaTeX for CFD-AI and scientific-ML manuscripts, reviews, experiment plans, reproducibility audits, related-work positioning, reviewer responses, or benchmark evaluations.
Use when stress-testing CFD, fluid mechanics, turbulence, PINN, neural-operator, surrogate, closure, or SciML manuscripts from a strict reviewer perspective.
Use when designing figures, result flow, captions, and visual evidence for CFD-AI/SciML journal manuscripts.
Use when coordinating multiple specialized CFD-AI/SciML paper agents: reviewer, evidence auditor, experiment planner, figure editor, prose editor, and final gatekeeper.
Use when auditing a CFD-AI/SciML manuscript's abstract, introduction, contributions, or discussion to verify that every claim is supported by evidence and scoped correctly.
Use when running iterative reviewer-to-editor revision of a CFD-AI/SciML manuscript: reviewer audit, editorial rewrite, re-audit, residual-risk tracking, and submission-readiness gating.
Use when turning a CFD-AI/SciML draft, abstract, result section, or manuscript idea into a strict reviewer-audit gate with rejection risks, missing evidence, and concrete fixes.
Use when writing, revising, outlining, or critiquing CFD-AI and scientific ML journal papers; focuses on argument structure, claim-evidence alignment, novelty, and reviewer defense.