embeddings fix

plans/amongus-mode-implementation.md

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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.)