What question did this study set out to answer?

This project aims to explore a new computational architecture that shifts processing from digital to analog wavefront interference.

June 4, 2026Open Access

ADAM-PentaD (QNexus): A Sovereign Complex-Spectral Wavefront Accelerator with Clifford-Algebra Compiler for Cognitively-Immune LLM Inference | RESEARCH HYPOTHESIS | wAI~wErrors, please focus on the "vector"=vision | NO HDL --- ONLY CONCEPT

Key Points

This project aims to explore a new computational architecture that shifts processing from digital to analog wavefront interference.
Utilizes tri-core photonic-analog hybrid architecture for token processing.
Implements Kirchhoff/Ohm summation to optimize matrix-vector multiplications.
Incorporates physical Byzantine Fault Tolerance to manage discrepancies in distributed pre-training.
Achieves an operational energy drop to ∼10−6–10−5 Wh per token, significantly lower than conventional methods.
Eliminates Joule heating by preventing operational water dissipation in the photonic mesh.
Enables self-calibrating phase coherence across long-distance fiber optic connections.

Abstract

Dear Colleagues, This is an open invitation to academic and independent research groups specializing in silicon photonics, materials science, hardware architecture, and geometric mathematics to investigate and validate a non-von Neumann computational hypothesis: The ADAM-PentaD (QNexus) Architecture. The underlying framework shifts the computational complexity of Transformer (LLM/VLM) token processing entirely from digital transistor switching matrices to continuous wavefront interference and analog physical relaxation. Key Comparative Metrics Hypothesis Baseline Substrate Claude is more conservative in its assessments, while Qwen falls somewhere in the middle. Kind regards, -- Dr. Artiom KovnatskyData Engineer | AI Systems Architect | Founder — SVE Mirror GitLab CodeBergwww.artiomkovnatsky.com https://x.com/ArtiomKovnatsky License: Released under the S.V.E. Meta-License v4.0 (share-alike).Repository: https://codeberg.org/skovnats/SVE-Systemic-Verification-EngineeringContact: artiomkovnatsky@pm.me | ORCID: 0009-0002-1230-1639 «Воевать не числом, а умением». (c)

ADAM-PentaD (QNexus): A Sovereign Complex-Spectral Wavefront Accelerator with Clifford-Algebra Compiler for Cognitively-Immune LLM Inference | RESEARCH HYPOTHESIS | wAI~wErrors, please focus on the "vector"=vision | NO HDL --- ONLY CONCEPT

Key Points

Abstract

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ADAM-PentaD (QNexus): A Sovereign Complex-Spectral Wavefront Accelerator with Clifford-Algebra Compiler for Cognitively-Immune LLM Inference | RESEARCH ***HYPOTHESIS*** | wAI~wErrors, please focus on the "vector"=vision | NO HDL --- ONLY CONCEPT

Key Points

Abstract

Cite This Study

Also Consider

Also Consider

ADAM-PentaD (QNexus): A Sovereign Complex-Spectral Wavefront Accelerator with Clifford-Algebra Compiler for Cognitively-Immune LLM Inference | RESEARCH HYPOTHESIS | wAI~wErrors, please focus on the "vector"=vision | NO HDL --- ONLY CONCEPT