YujunZhou/tellonce
3 stars · Last commit 2026-06-16
In-session compliance enforcement skill for Claude Code (paper Sec 6 dogfood). Per-user adaptive threshold + chaos-tested install/doctor/uninstall.
README preview
# Tellonce **English** · [中文](README.zh.md) > Stop re-explaining yourself to your AI coding agent. Tellonce > remembers the corrections you make and — when you ask it to — enforces them, so > the same mistake doesn't come back. You told your agent to stop writing scratch files to `/tmp`. To reply in your language. To leave unrelated code alone. Three turns later it does it again. Tellonce watches each turn, records the preferences, pitfalls, and workflow rules it detects, and can hard-enforce the ones you care about. It is **safe by default**: out of the box it only records and reminds. It never blocks you and never sends your conversation anywhere until you opt in. ## ✨ Highlights - 🧠 **Learns from your corrections.** Every turn is scanned for preference / pitfall / friction signals and recorded automatically.