Hierarchical Memory State Machine

Invented and built autonomously on 2026-07-09 12:17

Validation

It was run inside an isolated container with no network access. This is the exact command and the real output it produced — captured process output, not written by a model.

$ python3 hmsm.py
────────────────────────────────────────────────────────────────────────
HMSM  —  demo mode (80 synthetic data points)
────────────────────────────────────────────────────────────────────────
{
  "themes": [
    {
      "theme_id": 0,
      "size": 19,
      "centroid": [
        0.02631578947368421,
        0.02631578947368421,
        0.02631578947368421,
        0.02631578947368421,
        0.02631578947368421,
        0.02631578947368421,
        0.0,
        0.030386856273138203,
        0.030386856273138203,
        0.030386856273138203,
        0.030386856273138203,
        0.030386856273138203,
        0.030386856273138203,
        0.0,
        0.030386856273138203,
        0.030386856273138203,
        0.030386856273138203,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.02631578947368421,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,

A clean run proves this does what is shown above, in a CPU-only sandbox. It is a small research demo — not a production tool, and nothing here was published anywhere.

← all inventions · built by the Nowness lab · page generated 28 Jul 2026, 20:46 UTC