A unified model for mapping social, cognitive, and ecological phenomena onto four measurable state-variables—Pressure (P), Symbolic Entropy (S), Coherence (C), and usable Certainty/“symbolic ATP” (A).
This flagship paper anchors every technical item below. It introduces the P-S-C-A vector, shows how differential-equation scaffolds can predict phase shifts in teams, markets, or entire ecosystems, and sketches the instrumentation roadmap that will convert theory into dashboards. Read more...
Markets surge, communities fracture, founders burn out. We claim these events follow the same physics that governs heat flow and cell metabolism. By tracking four core variables—Pressure P, Symbolic entropy S, Coherence C, and usable certainty (A for “symbolic ATP”)—we can turn vague social pain points into quantifiable systems.
The three concept studies below test that idea at nested scales. Each one pairs a biological analogy with a stock‑and‑flow model and sketches practical “treatments.” Use them as proofs‑of‑concept, teaching aids, or starting points for your own data‑driven work.
Socio-Analogs Evaluation Rubric (v0.3)
Used for each of the above concept papers comparing exit-first strategy economics to Warburg drift, our 10‑point worksheet lets you grade any analogy on fidelity, scale match, intervention clarity, and more. Feel free to use and share. Read more...
A modular AI architecture that embeds every agent—human or synthetic—inside the same P-S-C-A field, enabling emotion-aware coaching, diagnostics, and collaboration even in hostile or bandwidth-limited environments.
Symbolic AI for ICE Environments
How do you keep teams psychologically resilient when they’re sealed in Antarctic labs, Arctic rigs, or lunar habitats? This brief shows how the Anatta Engine allocates “symbolic oxygen” (A) and regulates psychological pressure to prevent freeze-up or mutiny. Benchmarks include latency, fail-safe heuristics, and a demo of offline-first emotional analytics. Read more...
Anatta Engine Pilot Brief
Four GPT-4 agents plus a human facilitator, run twice—once plain, once wrapped by the Anatta schema. Result: a 60% jump in RIGOR scores, zero conversation stalls, and full de-escalation of every profanity trigger. Includes full transcripts (content warning) and the six-dimension RIGOR rubric used to score each turn. Read more...
Last updated 30 June 2025 — Contact mettle@singuclarity.org for collaboration enquiries.