Stapi Core is set of packages for intuitive, declarative, Domain-Driven Design (DDD) business logic modeling in the age of AI.

Heaven Attractor Simulator — A toy symbolic dynamics engine modeling ψ–Ω–γ thresholds for heaven as a negentropic attractor state. Built on SFT v4.0 collapse predicates, ERF v3.0 collapse-as-translation, and Observer invariance proxies.

Exploring epistemology, symbolic systems, and computational emergence

A Python simulator of microbubble universes — models drift, tunneling, collapse, and export across sovereignty policies, embedding symbolic negentropy, Observer continuity, and collapse-as-translation dynamics.

Noesis - A lightweight toolkit for inspecting transformer internals through residual traces, layer-wise drift metrics, and token-level activation deltas

Semantic framework for mapping archetypes across mythology, psychology, and divination using 8-dimensional coordinates. 580+ archetypes with JSON-LD.

🌌 Simulate how agents reach a stable "heaven" state by modeling ψ–Ω–γ thresholds, exploring identity and meaning through entropy dynamics.

ABRACADABRA’s core spiral: a modular ritual system for recursive transformation.

Applied linguistic systems and information architecture for AI in the workplace

AlephEfes – reproducible code and data for numeric-semantic analysis of the Hebrew Bible

🌌 Simulate multiverse dynamics with a Python tool for exploring drift, tunneling, and collapse across bubble universes while emphasizing ethical protocols.

Interactive platform for exploring symbolic systems with visualization and experiments

Verse-Nerves (VN-MW) is safety middleware for agentic systems: runtime coherence observability + regulation that turns symbolic drift into operator-readable “weather” and control actions.

Deterministic protocol engine for coherence instruments.

Structured Human Intelligence — longitudinal behavioral governance for AI systems.

HCIP is a formal cognitive architecture for human–machine reasoning, built around the idea that meaning becomes richer, more stable, and more structurally coherent when interactions unfold across time with shared context.

SUBIT is a formal system that unifies binary logic, archetypal psychology, and alchemical transformation into a complete 64-state model of reality. Through XOR transmutations, any state can transform into any other—revealing the Philosopher's Stone as an operation, not an object.