Real-Time Log-Based Novice Recognition and Dynamic Support System

This study proposes Continue AI, an AI support system for novice gamers. To address the problem of novice player attrition in the Vampire Survivors-like genre, we developed a real-time personalized support system that integrates skill classification based on RandomForestClassifier, danger detection with the Danger_score algorithm, and quest generation using Ollama LLM. By implementing efficient real-time communication through a Unity-Python-Redis three-tier architecture and Protocol Buffers, we aim to improve game accessibility for beginners.