Skill UI

A comprehensive guide detailing the standards for scientific reproducibility in visualization research, particularly for IEEE VIS submissions. It outlines the Graphics Replicability Stamp Initiative (GRSI) requirements, covering how independent volunteers must reproduce results using provided code, data, and environments (e.g., Docker containers). Learn how to package your work—including determinism aids, mapping tables, and licensed data—to pass rigorous, clean-machine testing.

This skill governs the cluster-level resolution of complex defect backlogs. It moves beyond surface fixes by identifying and resolving the true causal root of issues. The methodology mandates rigorous evidence checking, creating read-only mechanism maps, and prioritizing destructive fixes (deletion-driven) to ensure clean, verifiable code state and prevent compatibility debt.

Apply Robert C. Martin-inspired clean code rules to improve code readability, naming conventions, function design, and responsibilities. This skill ensures everyday implementation quality, readable control flow, and testable code by following established best practices for software development.

Apply Vaughn Vernon-inspired rules for building aggregates, domain events, repositories, and application services. This skill helps structure code using bounded contexts and domain logic, ensuring clean architecture and maintainable software design during development.

Apply Martin Fowler-inspired refactoring rules to improve existing code structure while preserving observable behavior. Covers code smells, small safe refactoring steps, test-backed cleanup, and separating refactoring from feature changes.

This skill applies Refactoring.Guru-inspired rules for diagnosing code smells and selecting appropriate refactoring techniques. It helps preserve behavior while avoiding uncontrolled redesign. Before making design or code decisions, read the mini rules first. Use the full guide only as a deeper reference when needed. It ensures targeted cleanup without over-engineering.