{"slug": "how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that", "title": "How a non-CS student approaches the topic of \"A menu translator for a local restaurant that handles their specific dishes better than a generic tool\"", "summary": "A non-CS student built a specialized menu translator for a local restaurant that handles dish-specific context better than generic tools like Google Translate. The web app uses a JSON structure to encode how each dish is prepared, which animal parts it contains, and allergy flags, with minimal HTML, CSS, and JS, and can be expanded to server-client hosting. It also includes restaurant-facing publishing workflows and dietary filters for allergens such as shellfish, peanuts, gluten, and dairy.", "body_md": "*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle](https://dev.to/challenges/hacktoberfest-week2-2026-10-12)*\n\nTopic:\n\nA menu translator for a local restaurant that handles their specific dishes better than a generic tool.\n\n【A. Pain Points / Why Generic Translators Fall Short】\n\nLiteral Naming: Tools like Google Translate convert regional slang, or speciality cooking methods word-by-word, leaving you with confusing names like \"husband and wife lung slices\" or parts that make no sense.\n\nNo Preparation Info: Generic apps rarely explain how a dish is cooked (e.g., braised, stir-fried, clay-pot) or what flavour profile to expect (sour, numbing-spicy, sweet-and-sour).\n\n【B. What Specialised Menu Tools Do Differently】\n\n*Users and owners have UX concerns.*\n\nDish-Level Context: Apps built for food translation explain the actual ingredients, regional background, and flavour profiles.\n\nAllergy and Dietary Filters: Dedicated tools let you flag common allergens (shellfish, peanuts, gluten, dairy) or dietary restrictions to warn you or fade out unsafe options.\n\nRestaurant-Facing Publishing Tools: If you are a restaurant owner looking to publish your own custom menu, specialised workflows.\n\nApplied some JSON structure to structure it to indicate how the dish is prepared, what animal (+parts) is in it, actual allergy flags, etc other concerns.\n\nUsed minimal HTML, CSS, and JS as local web-based apps; can be expanded into Server-Client hosting by exporting into HTML and JSON structure storage.\n\nTopic : [Example Topic] A menu translator for a local restaurant that handles their specific dishes better than a generic tool.\n\n【Why Generic Translators Fall Short】\n\nLiteral Naming: Tools like Google Translate convert regional slang, local protein cuts, or speciality cooking methods word-by-word, leaving you with confusing names like \"husband and wife lung slices\" or literal animal parts that make no sense.\n\n【What Specialised Menu Tools Do Differently】\n\nRestaurant-Facing Publishing Tools: If you are a restaurant owner looking to publish your own custom…\n\n[https://nelsonlan01.github.io/Hacktoberfest-2026-Project-Menu/](https://nelsonlan01.github.io/Hacktoberfest-2026-Project-Menu/)", "url": "https://wpnews.pro/news/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that", "canonical_source": "https://dev.to/nelsonlan01/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-restaurant-that-handles-71m", "published_at": "2026-10-15 17:38:35+00:00", "updated_at": "2026-10-15 17:54:56.105169+00:00", "lang": "en", "topics": ["ai-tools", "natural-language-processing", "generative-ai"], "entities": ["Google Translate", "Hacktoberfest"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that", "markdown": "https://wpnews.pro/news/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that.md", "text": "https://wpnews.pro/news/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that.txt", "jsonld": "https://wpnews.pro/news/how-a-non-cs-student-approaches-the-topic-of-a-menu-translator-for-a-local-that.jsonld"}}