Gig Scam Shield: a private scam checker for side-gig hunters, powered by EmbeddingGemma in the browser

Описание и применение

Gig Scam Shield – веб‑приложение, проверяющее объявления о работе‑подработке на наличие мошенничества, используя локальную модель EmbeddingGemma и набор правил. Оно работает полностью в браузере, не отправляя данные сторонним сервисам, и обеспечивает быстрый и объяснимый результат.

Задача

Job seekers and group admins struggle to identify scam side-gig posts, risking time and money.

Результат

The app achieves 9/11 correct verdicts on held-out posts, catching reworded scams missed by regexes, with zero marginal cost and privacy by design.

Рабочий процесс

• Paste job post into the web app
• The rules engine scans for regex-based red flags
• EmbeddingGemma generates an embedding of the post
• kNN vote against a small labelled reference set
• Combine rules and AI verdict, raising only if AI is higher
• Display verdict, red flags, and similar reference post

Доказательства

Gig Scam Shield is a tiny, private scam checker for people hunting online side income, and for anyone who screens job posts for others

Источник

The app also shows the most similar reference post, so you can see why it thinks what it thinks.

Источник

rules 7/11, EmbeddingGemma kNN 9/11, combined 9/11

Источник