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bibdle/plans/amongus-mode-implementation.md
George Powell 280ed3424c embeddings fix
2025-12-26 01:11:45 -05:00

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# Amongus Mode Implementation
Amongus Mode, or Imposter Mode, is the development name for the variation of Bibdle where users are shown four random bible verses, one of which is a completely fake verse. The overall structural changes needed to implement this feature are vast.
## Features/changes needed
- User signup/login, session storage
- verse_submissions table and accepted_verse_submissions table
- daily_verses table with date, verses 1-3 and fake verse columns
- Random_verse function
### UI (mobile-first, single-column by default)
- UI for introducing users to this new mode
- Possible menu screen on root URL / that gives options of daily mode or amongus mode
- UI for submitting user-generated verses
- UI for seeing the state of your submitted verses, including approved/declined, amt of people who identified it successfuly, and amt of people who were fooled by it (estimated difficulty?)
- UI for reviewing user-submitted verses, including
- similarity scores to existing bible verses (complete) using embeddings and Xenova/all-MiniLM-L12-v2 embedding transformer model (embeddings are saved in ./embeddings-cache-L12.json)
- Options to approve or decline, with reasons including too similar, etc.
## Submission guidelines
- 1. Sufficiently different from existing verses in the Bible
- 2. Could be plausibly confused for an actual bible verse.
- 3. Respectful of the original source material. (No profanity, etc.)