AI in the place to be!

Описание и применение

Оптимизация использования ИИ в автоматизации кода: ИИ применяют только там, где требуется интерпретация, а остальные шаги выполняет традиционная автоматизация.

Задача

Determining how much of a code automation task actually needs AI, especially when traditional automation can handle most steps.

Результат

The deterministic pipeline handled all mechanical steps, while AI was invoked only for contextual Spanish translation, demonstrating efficient use of AI.

Рабочий процесс

• Locate text properties in designer files
• Generate standardized resource names
• Replace literals with resource references
• Modify .resx files
• Regenerate designer code
• Collect modified files
• Present changes for review
• Use AI to adapt texts into Spanish with context and preserve names
• Finalize deterministic process

Доказательства

I start with a C# WinForms designer containing literal UI texts in English and automate the process of converting them into multilingual resources.

Источник

The language model only enters the pipeline for the part where language understanding is actually useful: adapting the texts into Spanish while taking their context into account and preserving class and control names.

Источник