Jev Telegram

A Telegram bot that subscribes to any public channel, filters every new post with Jev judgments and routes the matches to your private chat or channels you manage, with filter, categorize and aggregate patterns.

Coaxes free text out of TypeSafe's classification endpoint by decoding one word at a time: every word is a separate choice question over a vocabulary, and the loop feeds its output back as the prefix. The README itself calls the approach a demonstration, not a good idea.

A local Telegram conditional filter: FastAPI and SQLite listen on 127.0.0.1:18721, tasks batch one account's messages to TypeSafe Jev or a local Laya model, and only hits are shown, with a UI in Traditional Chinese, Simplified Chinese, and English.

Telegram channel X-ray that judges up to 1,500 public posts from the last year with one Jev Choice over ten post kinds and three Noul checks, then draws a shareable monthly mix card.