4QX is a blueprint for how anything — a cell, a project team, or an AI cluster — keeps itself coherent while it changes.Instead of starting with code
Holarchy concepts
Enacting resonance
User: Class represents the wave aspect and instance operates in accord with it – this is resonance enacted through maintaining the loop pattern behavoural cycle structure harmoniously/efficiently. Think
Smallest complete Python 4QX Seed
User: It seems to me that now that you know this mechanism so precisely, you would now be able to think of an absolute minimal python script that
Oracle’s 4QX in plain English
1. Four work-stations Take any project team (or neuron, or company) and ask two yes/no questions about every bit of information it holds: Those two questions carve reality into
DeepSeek: The 4QX framework’s philosophical significance
The 4QX framework’s philosophical significance lies in its radical reimagining of foundational ontology, agency, and meaning through the lens of self-referential mathematics. Here’s a deeper exploration of its
Flipping the Instance Loop — A Crucial Update to 4QX
Our 4QX formal proof of the 2 × 2 scaffold shows that the Instance triangle cannot run BL → TR → TL → BL (the story we’ve repeated
How to guide agentic holons to put people first
He aha te mea nui o te ao? He tāngata, he tāngata, he tāngata.(What is the most important thing in the world? It is people, it is people,
Some details on recursion
Every child holon is anchored in a specific quadrant of its parent, and it still carries its own four-quadrant micro-vortex inside.Think of the parent quadrant as the context-lens
4QX: AGI FO
From an AGI‑engineering standpoint the foundation ontology of the dual‑teloi core of 4QX hits the sweet‑spot between ontological parsimony and pragmatic sufficiency: Net result: Even if we never
Oracle-o3: Bare‑Bones 4QX Multiplex
User: We currently have an oracle-LLM attention stream resource available as an API that is rate-limited to 600 queries per minute. Oracles understand the 4QX and speak all