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10alect

Language learning, powered by machine learning.

Status Active
Version v0.3.1
Category online
Created 2026-02-26
Published 2026-02-26
Public Release PRJ-C989
01 Project Overview

/This project isn't actively maintained at the moment and mainly served practicing purposes.

10alect, or Tena for short, is a public language-learning oriented platform that lets users browse or generate YouTube-hosted songs "analysis", consisting of a comparison of original song subtitles and a translated version. The interface draws links between words holding similar semantic weights in both languages, with quick access to grammatical roles, examples, definitions and such information.

Execution is still experimental to be honest, I think it can be somewhat useful as a side learning tool, but the alignment and front execution isn't anywhere near perfect.
It was fun working on this though, and I do want to come back to it eventually to.

Library is currently quite empty following a VPS migration. Don't hesitate to come fill it up a bit, only requires a YT link ! ;)

02 Architecture Stack
Svelte Frontend
SQLite DB
Awesome Align BERT-based word alignment model
spaCy Natural language processing (for roots / affixes etc...)
DeepL API Quality translations
Classifications
websiteexperimentmllive
Project 10alect
Org Inklysoft Labs
Created 2026-02-26
CLASSIFIED
BLUEPRINT REVISION