Sepanta Arya Hunksep Degrades You While He Cu Top [portable] -
# Helper: simple sentiment (placeholder) def avg_sentiment(messages): # dummy: positive if contains "good", negative otherwise pos = sum(1 for m in messages if "good" in m.lower()) return pos / max(1, len(messages))
User Message ──► 1️⃣ Language‑Detection Engine (regex + ML) ──► Score │ ▼ 2️⃣ Contextual Confidence Checker (conversation tree) │ ▼ 3️⃣ Adaptive Response Generator (template + LLM) │ ▼ 4️⃣ Send Reply to Chat / UI │ ▼ 5️⃣ Logging & Feedback (DB) ──► 6️⃣ Optional Escalation sepanta arya hunksep degrades you while he cu top
# 2️⃣ ML classification ml_result = harassment_clf(content)[0] ml_score = ml_result['score'] if ml_result['label'] == 'TOXIC' else 0 sepanta arya hunksep degrades you while he cu top