Papers
We publish technical reports with claim audits and reproducible benchmark artifacts attached. Links will appear as artifacts become public.
- Awaiting endorsement
Bitemporal Honesty: A Ledger and Causal Benchmark for Institutional World Models
The first technical report. Establishes the local bitemporal ledger, a seedable ground-truth causal benchmark, and the decision-time honesty boundary for institutional world-model training.
- Review-ready draft
Causally Structured Latent World Models
Adds decision-time causal panels, discovery baselines, fitted structural causal model intervention and counterfactual queries, and a one-step intervention-ranking probe on a synthetic institution with a known structural causal model. Includes a multi-seed aggregate, a revision-stress diagnostic, and a sample-size ablation.