# 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"

> 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: 2026-10-15 17:38:35+00:00

*This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle](https://dev.to/challenges/hacktoberfest-week2-2026-10-12)*

Topic:

A menu translator for a local restaurant that handles their specific dishes better than a generic tool.

【A. Pain Points / Why Generic Translators Fall Short】

Literal 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.

No 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).

【B. What Specialised Menu Tools Do Differently】

*Users and owners have UX concerns.*

Dish-Level Context: Apps built for food translation explain the actual ingredients, regional background, and flavour profiles.

Allergy 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.

Restaurant-Facing Publishing Tools: If you are a restaurant owner looking to publish your own custom menu, specialised workflows.

Applied 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.

Used 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.

Topic : [Example Topic] A menu translator for a local restaurant that handles their specific dishes better than a generic tool.

【Why Generic Translators Fall Short】

Literal 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.

【What Specialised Menu Tools Do Differently】

Restaurant-Facing Publishing Tools: If you are a restaurant owner looking to publish your own custom…

[https://nelsonlan01.github.io/Hacktoberfest-2026-Project-Menu/](https://nelsonlan01.github.io/Hacktoberfest-2026-Project-Menu/)
