Features
Temporal Graph Network (TGN) for non-linear causality
Branching timeline generation with causal diffraction
Alternate history modeling from any historical event
Future scenario simulation with probabilistic outcomes
Cause-effect cascade visualization across timescales
Agent-based societal modeling with hierarchical cognition
Cultural meme propagation via network contagion
Resource and energy economics tracking
Retrocausal analysis to identify earliest divergence points
Temporal compression and expansion across centuries
Multilingual output for logs and narratives
Event-driven perturbation system for what-if analysis
Open-source codebase on GitHub
Community-driven development
Scales from laptop to distributed clusters
Pact: formal coordination language for multi-agent trust
ExoPredicator: abstract world models for robot planning
AutumnBench: world model learning benchmark with human baselines
Agent-built unverified JS-to-WASM compiler (93k lines)
Open research publication and datasets
Fellowships and partnership programs
Challenge-driven project framework
MARA protocol for world model discovery
Modular AI system architecture
