Projects
Two projects tackling worlds with structure.
AI that reasons over structure, not just text. We pursue R&D across two domains: construction & plant maintenance, and game AI.
Game
Hybrid Architecture → Explainable Game AI
Fusing reinforcement learning with language models to build AI that explains why a move is good. From coaching AI for chess and shogi to new game experiences powered by explainability.
Construction
P&ID Graphs → Not text, but structured relational reasoning
We convert P&ID diagrams into graphs and combine them with expert reasoning traces (ERT) to deliver predictive plant maintenance through causal understanding.