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Research

Experiments at the intersection of AI ethics, causal inference, and decision intelligence.

Active — 독립 연구

EthicaAI

Beyond Homo Economicus

Formalizing Amartya Sen's Meta-Ranking theory — preferences over preferences — as a dynamic mechanism in Multi-Agent Reinforcement Learning. Demonstrating that Situational Commitment is the only Evolutionarily Stable Strategy.

560+ Experiments
60 Figures
4 Environments
1,000 Max Agents
JAX MAPPO Multi-Agent RL Game Theory Sen's Meta-Ranking
Active — v0.2.0

WhyLab

Don't just predict the future. Cause it.

Decision Intelligence Engine powered by Multi-Agent Debate. 22-cell causal inference pipeline bridging Science (causal inference) and Art (business decisions).

16 Pipeline Cells
3 AI Agents
58+ Tests
1.164 IHDP √PEHE
Python EconML DoWhy FastAPI Next.js LLM Debate