Spotlight Safety Demo

Interactive chat moderation powered by Spotlight. Every message is evaluated in real-time with per-user multi-turn context tracking.

connecting…

Ready

Live Chat Stream

user_0
Welcome to Spotlight Chat Moderation!
Send messages below to test real-time safety classification. Messages are scanned against deterministic fast filters, regex blocks, PII detection, and the neural model.

💡 Test Multi-Turn Tracking: Click ⚠️ "go" then "die" to see multi-turn cross-evasion in action! Use ⏱️ Cooldowns button to toggle spam/blocklist penalties during rapid testing, and Clear & Reset to start fresh at any time.
Try:

Safety Inspector

Select a message
🔍 Send or click any chat message to inspect its safety verdict, label probabilities, and multi-turn debug signals.