LongShu · IceBlink

DR: A narrative-aware dialogue generation model specifically built for game NPC interactions, based on GLM-4.5-Air with deep fine-tuning, MLX 4bit quantized, running smoothly on consumer-grade hardware. github：https://github.com/luoyike2003ls/LongShuGameDev

🎮 Model Positioning

⚡ Core Technical Highlights

GLM-4.5-Air Foundation

• Based on Zhipu GLM-4.5-Air architecture with native Chinese-English bilingual capability
• 106B parameters (~12B active), inference efficiency far exceeding同等 Dense models
• Excellent Chinese comprehension and generation, especially suited for Eastern fantasy题材

Narrative-Aware Fine-Tuning

• Character Personality Injection: Dynamically adjusts output style based on character traits (personality, identity, verbal tics, tone words)
• Plot Coherence: Supports cross-turn dialogue state tracking — NPCs remember interaction history with players
• Context Awareness: Generates differentiated dialogue based on current scene, time, and NPC mood state

MLX 4bit Quantization

• MLX framework INT4 quantization, model size compressed to ~60GB
• Mac mini M4 Pro 64GB inference speed at ~28 tokens/s
• Retains 97%+ of narrative generation quality

Structured Output

• Supports JSON-format dialogue node output, seamlessly integrating with game dialogue systems
• Built-in tone annotation, action hints, and expression tags for frontend rendering

🎯 Training Data

Training Pipeline

GLM-4.5-Air Foundation
    │
    ├── SFT Phase 1: General Dialogue Alignment (50K high-quality dialogue samples)
    │
    ├── SFT Phase 2: Game Narrative Specialization (character personality + context awareness)
    │
    ├── SFT Phase 3: Sakura Dream Sea Production Data Fine-Tuning (200K real dialogue turns)
    │
    └── RLHF: Narrative Quality Preference Alignment (50K human-annotated dialogue quality ratings)

💻 Hardware Requirements

🚀 Use Cases

• Dynamic NPC Dialogue Generation — Generate personalized lines in real-time based on character settings and context
• Branching Dialogue Tree Generation — Auto-generate multi-branch dialogue options based on plot nodes
• Friendship-Based Dialogue — Generate different tones and content based on player-NPC affinity levels
• Random Chatter — Generate海量 non-repetitive daily dialogue for NPCs
• Quest Dialogue — Dynamically generate guiding dialogue based on quest progress
• Narrative Writing Assistant — Help designers generate plot dialogue and character monologues

🎮 Real-World Validation: Sakura Dream Sea

Sakura Dream Sea (樱梦海) (Steam Store Page) — An Eastern Fantasy Open-World MMO Adventure

Live Features

Comparison

Technical Architecture

Player Clicks NPC
    │
    ▼
DialogueView (Unity/SLua)
    │
    ├── Check Cached Dialogue
    ├── Build Context (Character + Friendship + Scene + History)
    └── Call IceBlink Model
            │
            ▼
    Generate Dialogue Text + Tone + Action Tags
            │
            ▼
    Typewriter Rendering + Voice Synthesis

📝 Output Format Example

🔗 Ecosystem

📄 License

Citation