About us

We didn't start with a theory. We started with an anomaly.

We were trying to survive with a marketplace. We found a metric that didn't exist. And when we applied it to larger structures, it explained things no one had measured before.

Mar 2024

Snipe

Snipe is born — an auction marketplace. Trying to survive, we began measuring how language models positioned us against the competition.

Oct 2025

The anomaly

Snipe goes to market. We run a semantic and entropic analysis of 700+ companies — heat maps, k-cluster, singularity analysis. Result: #17 among the most singular. Ranked ahead of major platforms with zero investment. But the market wasn't buying. Something didn't add up.

Oct 2025

The question

Why does that distance exist? If we were positioned legitimately... what happens when someone does it illegitimately? Who measures that distance? Who certifies it? No one.

2024

SPE Audit

Forensic integrity engine. Certifies the temporal integrity of any file — AI outputs, corporate documents, contracts — through cryptographically verifiable Forensic Capsules. One-click certification. US provisional patent.

speaudit.com
2025

SPE Trace

Semantic reality for organizations. Measures D(t) = |S(t) − R(t)|: the distance between what you say you are and what the market understands you to be.

spetrace.com
2025

The discovery

When we applied the same model to larger structures — not companies but systems — D(t) measured the gap between any dominant narrative and the underlying structural reality. The framework does not explain historical collapses: it measures semantic divergence patterns observable in any narrative structure.

2025

MCSH

The Human Semantic Field Model formalizes everything above. S(t) — structural reality. R(t) — narrative. D(t) — distance. V(t) = dD/dt — velocity. When V(t) is positive and accelerating, tension releases all at once. Always.

2026

Observatory

Systemic Fragility Observatory — public global systemic fragility monitor. 7-state Markov model. Monte Carlo n=10,000. 10 non-conventional indicators. Current diagnosis: S1' — Synthetic Bubble.

Enter the Observatory →

The fundamental equation

S(t)what the system actually is

R(t)what is said it is

D(t) = |S(t) − R(t)| — the distance between both

V(t) = dD/dt — the rate at which that distance grows

When V(t) is positive and accelerating, the system is accumulating tension that doesn't release gradually. It releases all at once. Always.

Why we haven't stopped

We are not academics seeking empirical validation. We are observers who found a real pattern and built the tools to measure it. That has consequences. We are exploring them.

Rubén Abella

Independent research in meaning dynamics,
AI auditing, and systemic fragility.