v2.0 — 4-stage pipeline
Stage 0 normalize + signals (CPU)
Stage 1 Aho-Corasick dicts + check-swear (CPU)
Stage 2 rubert-tiny-toxicity + s-nlp classifier (GPU)
Stage 3 qwen3.6-35b-a3b-32k via Ollama (GPU)
Endpoints
POST /swear · POST /moderate · POST /categorize
POST /floodbarier · POST /usefulness · POST /moderate-image · POST /moderate-chat-spam · POST /check (deprecated) · GET /health