Paper 18 - França, C. R. (2025). SRMs & Few-Step Discrete Flows: Connections between Algebraic Determinism and Probabilistic Generation. Zenodo CERN - SWITZERLAND

 Dear community,

The path of Computer Science has always pointed toward the reduction of steps.
In 2017, with the Heru Search Method (HSM), we introduced a deterministic model based on SRMs capable of replacing Binary Trees and surpassing the long-standing O(log n) paradigm.

Eight years later, in 2025, researchers from Apple Inc. and Ohio State University presented Few-Step Discrete Flow-Matching (FS-DFM), applying the same principle within the probabilistic domain of information generation.

The complementarity between HSM and FS-DFM is remarkable, unveiling a unified axis of computational efficiency:

 

The transformation of traversal into a jump.

📘 Access Paper 18  to understand what we have been demonstrating since 2017 — and what is now being echoed across laboratories in the United States.

Link on image below 👇👇👇

 

 

 

 

 

 

DeepMath - SRMs and GenAI - SECOND APP AVAILABLE ON THE Apple Store: In search of a powerful AI to control a robotic arm. A challenge for some humans and AI agents. Download and test your knowledge of Advanced Math.

 Dear Community,

I'm proud to present my second app published in the Apple Store, available for iPhones and iPads. The challenge involves controlling a fully functioning robotic arm using SRMs and GenAIs. So far, no human has succeeded, and only two strong GenAIs have succeeded. Take on the challenge alone (preferably) or with any AI and solve the DeepMath_SRMs challenges. The link is available, free of charge, in the image below. The app is bilingual (PT/EN).

 

 

👉 “SRMs & GenAIs & Quantum Computing — now inside the Apple Universe.”

 

SRMs & GenAIs Trilogy – The Quantum Path to the Apple Store

Led by the SRMs, joined by GenAIs and Quantum Computing, the concepts came to life in color and code.
Today, ACH – Quantum Inspired stands at the door of the Apple Store, marking Heru Technologies’ official entry into the world of the apple.
Science, art and purpose united in a single touch.

APP ACH – quantum inspired (IOS) -

 Link in the image below 👇👇👇