Retainer: AI-Powered Game Development Assistant

Research Project, Game Development, 2024

Retainer is an LLM-based agent for game development that enables natural language interaction to assist developers of all skill levels in game development and encapsulation.

Core Technologies

  • Benchmark Development: Created natural language task-oriented small game development benchmark
  • Inference Framework: Developed finetuned-LLMs based multi-node inference pipeline
  • Component Generation: Built Intelligent Game Component Generation and Interaction System
  • Scene Construction: Implemented Fully Automated Game Scene Construction and Rendering Pipeline

Key Benefits

  • Streamlined Workflow: Enables developers to efficiently implement ideas while focusing on core gameplay mechanics rather than tedious details
  • Cost Efficiency: Automates content generation and resource optimization, significantly reducing development and art costs
  • Seamless Integration: Game components and scene construction tightly coupled with gameplay design for flexible creative implementation
  • Educational Value: Modular design and clean code architecture facilitates rapid learning of game development

Achievement

Successfully secured $300K angel round investment from MiraclePlus.