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    1. Procedural Content Generation With AI

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Generative Dialogue Systems for Games Full Syllabus

Module 1: Foundations of Game Dialogue Systems

  • Role of dialogue in player immersion
  • Static vs dynamic vs generative dialogue
  • Dialogue systems in narrative games (e.g., Disco Elysium, Fallout, Cyberpunk)
  • Challenges in game conversations
  • Ethical considerations in AI dialogue

Module 2: Basics of NLP & Generative AI

  • Natural Language Processing 101
  • From rule-based to deep learning approaches
  • Introduction to Transformers & LLMs (GPT, Claude, LLaMA, etc.)
  • How GPT-like models generate text
  • Prompting basics (zero-shot, few-shot, fine-tuning vs RAG)

Module 3: Dialogue System Architectures

  • Finite State Dialogue Machines (FSDMs)
  • Decision trees & branching dialogues
  • Intent recognition & slot filling (traditional NLP)
  • Generative vs retrieval-based systems
  • Hybrid architectures (rules + LLM)

Module 4: Designing Effective Prompts

  • Prompt engineering for game scenarios
  • Maintaining tone, lore, and personality
  • Using system prompts and role prompts
  • In-context memory: simulating NPC memory
  • Emotion, mood, and randomness control

Module 5: Context Handling & Memory

  • Context windows in GPT models
  • Memory tokens & embeddings
  • LangChain-style memory handling
  • Dialogue history management
  • World-state integration with memory

Module 6: NPC Personalities & Dynamic Traits

  • Defining personalities via prompt
  • Emotion simulation (sad, angry, scared, joyful NPCs)
  • Reactive dialogue (based on player action)
  • Persistent personality evolution
  • Memory: “last time you visited me…”

Module 7: Integrating LLMs with Game Engines

  • Unity + OpenAI API (C# & Python bridge)
  • Unreal Engine + GPT (Blueprints or Python plugin)
  • Using Convai / Inworld AI SDKs
  • Node.js backend to manage dialogue APIs
  • Offline LLMs (LLaMA, Mistral) for privacy-based games

Module 8: Advanced Dialogue Use-Cases

  • Quest dialogue generation
  • NPCs generating side stories
  • Procedural narrative generation
  • In-game negotiation or bartering systems
  • Voice + dialogue integration (TTS + LLM)

Module 9: Text-to-Speech & Voice Integration

  • Using ElevenLabs, Coqui, or Replica Studios
  • Voice cloning for unique NPCs
  • Real-time audio generation from LLM output
  • Emotion-infused speech synthesis
  • Latency optimization tips

Module 10: Dialogue Evaluation & Testing

  • Evaluating quality of generative dialogue
  • Consistency, lore alignment, tone checking
  • Automating tests with AI-assisted tools
  • Managing hallucinations or lore-breaks
  • Logging and feedback loops

Module 11: Safety, Censorship & Player Control

  • Profanity filtering & tone moderation
  • Avoiding unwanted outputs (safety prompts)
  • Bias, ethics, and transparency
  • Player feedback control (mute, redirect NPCs)
  • ESRB ratings impact & compliance

Module 12: Multiplayer & Persistent Worlds

  • NPCs remembering different players
  • Server-side context management
  • Dialogue syncing across players
  • Persistent AI personalities (MMORPGs / Metaverse)
  • AI agents in social spaces (VRChat, Roblox)
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