Live Applications & Dashboards
See the numbers in action — interactive phase-space maps, early-warning regime detection, and real-time societal stress trajectories. The CAMS framework isn't theory — it's a working tool.
Upload a dataset, select a society and time window, and watch the coordination phase space unfold. Mythic–Material decoupling (Λ(t) falling below ~0.45) often signals crisis years ahead.
Case Studies
A classic "telescope" benchmark: nodes blind-scored from ~1850–1865 show Helm coherence collapsing while Shield capacity surges — the classic stress-discharge pattern.
Ensemble scoring walkthrough:
Current dynamics: low US Helm coherence with extreme internal Stress, discharging through Shield. Iran shows higher deliberative abstraction and cross-layer coupling — better "conductivity" in shared abstractions.
Implication: asymmetric social cognition — US operating as "meta-animal" with fragmented brain-like firing.
Live Dashboards & Interactive Tools
The primary hosted tool — no login, no install. Upload any cleaned CSV or use the 32+ pre-loaded societies.
More interactive tools (Claude artifacts — no login):
All published research artefacts → Explore page
Fork or clone the repository and run any of these directly:
What Is Social Cognition?
Humans aren't isolated agents — we're neurons in a meta-animal brain. Societies coordinate through shared abstraction: high Abstraction scores enable long-range planning and alignment across layers.
Collapse isn't random — it's the loss of meta-animal mind coherence. CAMS quantifies this in reproducible numbers.
Try It Yourself
Score your own company, department, team, or community — the model is scale-invariant. Same 8 nodes, same formulas.
Fork the repo, add your dataset, submit a PR — open science accelerates discovery.