AI People

Good AI Games

Frontier pushing simulation game with autonomous NPC agents.

Project Role & Contributions

As a Game Designer on AI People, I was responsible for integrating large language models (LLMs) into gameplay through systemic dialogue and behavior structures. I led the design of adaptive conversations, mission logic, and puzzle progression mechanics—crafting natural-feeling interactions with AI-driven NPCs. I authored modular dialogue templates, designed prompt structures for branching behaviors, and built LLM-integrated blueprints to support immersive, contextually responsive gameplay. Additionally, I collaborated closely with AI researchers to tune training data for improved player outcomes.

Design Challenges

LLM Prompt Engineering: Translating narrative and design goals into effective prompt structures while preventing hallucinations or inconsistencies in NPC behavior.

Adaptive Dialogue Systems: Designing scalable systems that could dynamically respond to player intent while retaining narrative cohesion and goal clarity.

Behavior Tree Design: Building flexible behavior trees that integrated traditional gameplay logic with probabilistic LLM outputs.

Cross-Team Alignment: Coordinating between research, engineering, and design teams to ensure AI systems were both technically feasible and player-centric.

Balancing Agency & Coherence: Preserving the player’s sense of agency in conversations while ensuring logical and narratively grounded interactions.

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