https://aegisgatesecurity.io/tags/machine-learning/Recent content in Machine-Learning on AegisGate — Secure Every AI InteractionHugo -- gohugo.ioen-usSun, 20 Sep 2026 00:00:00 +0000https://aegisgatesecurity.io/blog/from-shadow-to-shield-8-5m-requests-blocking-mode/Sun, 20 Sep 2026 00:00:00 +0000https://aegisgatesecurity.io/blog/from-shadow-to-shield-8-5m-requests-blocking-mode/In our previous post, we analyzed real-world AI attack patterns from the last 90 days, ran them against our own detection stack, and found a 52.32% detection rate. We fixed six blind spots in our L1 regex patterns, achieved 100% on the adversarial test suite, and shipped v4.5.0. That was Act I — the regex gaps. Act II was bigger. The Question We Couldn’t Answer v4.5.0 shipped with five advanced detectors all in alert-only mode.