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

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

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.

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

Structural and quantitative analysis of Linear A inscriptions using non-phonetic methodology based on GORILA corpus.

Universal Simulation Construct

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

Applied linguistic systems and information architecture for AI in the workplace

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

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

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

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.

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.

Research repository focused on longitudinal behavioral governance, runtime accountability, and AI-human interaction 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.

TopoCore is an experimental spatial execution architecture where programs are represented as traversable 2D layouts rather than linear instruction streams. Inspired by Befunge, semiotics, and semasiographic systems, it explores topology-driven control flow, direction-aware computation and non-linear execution 🕸️.