cashcrown // How we build it
Signals get lost in noise: a dashboard shows state after the fact, and nobody watches it 24/7.
events from systems arrive live, PII-free
classifies events and catches anomalies on the fly
summarizes an incident into a readable, contextual alert
the alert goes where it's needed (Grafana, webhook, email)
Give a page URL — see an instant audit with a score (the “watcher” model in action).
Event streams, anomaly classification and alerts — before a problem grows, not after the fact.
Strumienie (WebSocket) → Ministral-3 → Gemma 3 → Alerty + dashboard