Challenge
Get a useful alert without false positives drowning the signal.
Security · 2026
Lightweight intrusion detection for Laravel apps
1 min read · Updated 18 Aug 2026
Overview
Intrusion-detection module for Laravel apps: anomaly scoring (4xx rate, URL patterns, IP, payloads), alerts to Discord/Telegram, and a back-office dashboard. No automated action — a human decides.\n\nFail-soft by design: a missed alert never interrupts the business flow.
Challenge
Get a useful alert without false positives drowning the signal.
Solution
Multi-signal scoring + alert throttle + back office.
Outcome
Real-time visibility on attempts, human decision.