lumina : AI-Human Collaborative Bot Defense System

Objective: To create a system that combines AI and human intelligence to detect, verify, and counter malicious bots effectively.

1. AI-Based Detection:
   - Behavioral Analysis: AI monitors patterns like rapid posting, repetitive actions, or unnatural timing to identify bot-like behavior.
   - Content Analysis: AI scans for suspicious content, such as keyword spamming or unnatural language, using NLP algorithms to detect automated posts.

2. Human Verification Layer:
   - Flagging for Review: When AI encounters ambiguous cases (e.g., borderline behavior), it flags them for human moderators to review.
   - Crowdsourced Input: In high-volume platforms, trusted human users are incentivized to vote or flag accounts as bot-like based on AI insights.