What it is
A minimal grammY Telegram bot for group administrators that asks TypeSafe's Jev model whether each group message is spam and deletes only high-confidence matches, targeting common Telegram spam patterns.
How it uses Jev
For each new or edited text message or media caption from a non-admin group member or external channel identity, the bot sends one Jev request with twenty-one spam questions plus one linkage question per recent message. If any spam signal reaches SPAM_THRESHOLD (default 0.90), Jev separately identifies the contiguous recent messages belonging to the same campaign, and the bot deletes only that linked suffix plus the current message.
Primitives:choicescore
Technique worth stealing
Use Jev's linkage question to identify a spam campaign's contiguous message suffix, then delete only that linked suffix plus the current message.
Try it
bun install && bun run check && bun start
Evidence
Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.
- Jev-centricyes0.93
- Shows a System One patternyes0.73
- Handles uncertaintyno0.19
- Measuredno0.08
- Runnableyes0.91
- Worth recommendingno0.31
- Model replicano0.04
- Problem scopescore on a 0–2 scale1.63
- About Jevyes0.98
Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 23 Sept 2026.