Open science (Zenodo DOI)
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
Open science (Zenodo DOI)
WhyLab
Don't just predict the future. Cause it.
Causal Decision Intelligence Engine powered by Multi-Agent Debate. 22-cell pipeline bridging Science
(causal inference) and Art (business decisions). Benchmark-validated on IHDP / ACIC / Jobs.
22
Pipeline
Cells
3
AI Agents
58+
Tests
1.164
IHDP √PEHE
Python
EconML
DoWhy
FastAPI
Next.js
LLM Debate
Active — v0.4
Neo Genesis Ontology
An operating graph for a one-person AI company
What happens when you treat a company as a queryable graph instead of scattered documents? 529 nodes
(meta 310 + business 219) with 100% provenance — every node and edge carries its source. OAG governed
execution, Foundry-style Object Sets, GraphRAG (HippoRAG + LightRAG). Provenance integrity gated by
daily cron — Cyc taught us "completeness" is anti-goal; reliability is the real target.
529
Nodes
100%
Provenance
20+12
Competency Q PASS
3
Store backends
PROV-O
OntoClean
DuckDB
Neo4j AuraDB
NetworkX
HippoRAG
LightRAG
FastMCP