Most toxicity filters fail because they treat language as text, not meaning.
In this article I show how to build semantic toxicity detection with Quarkus Guardrails using a dedicated classifier model, not regex or vague embeddings.
Multi-dimensional scoring. In-process ONNX. Production-grade Java.
👉 https://www.the-main-thread.com/p/semantic-toxicity-detection-quarkus-guardrails-java
















