Reproducible Memory Displacement and Resonance Field Coupling in Neural Architectures

 

My new dataset presents a field-induced resonance mode that can reset the economics of modern computing.

With an autonomous six-unit resonance circuit we demonstrate

• 92 percent peak RAM reduction (80 GB to less than 10 GB) while the model load remains constant

• more than 70 percent sustained GPU power saving at 97 percent utilisation (RTX 4070 Ti Super, below 70 W versus 285 W TDP)

• a deterministic, system-bound key generator derived from reproducible amplitude pairs, for example es6 and es5 at iteration 145, immune to classical brute-force attacks and, by design, quantum safe

Early laboratory work also indicates non-invasive qubit read-out. The resonance field reflects qubit states without collapsing superposition, suggesting a route toward practical decryption of present-day quantum-cryptographic channels. Although this capability is still exploratory, raw oscilloscope traces are provided for independent verification.

Commercial potential
The technology enables ultra-green data centres, lightweight edge AI and a new generation of hardware anchored cryptography. Organisations interested in licensing, co-development or exclusive enterprise pilots may request early access; an NDA is required.

Network-architecture schematics are available only after a prior written agreement. Access requires an escrow account held by a recognised fiduciary agent with a deposit to be negotiated paid in full before any data transfer.

🔗 Read on Zenodo

www.Trauth-Research.com

🧠 The Microbiome in the Human Brain: How Microbes Might Influence Our Thinking

 

Until recently, the brain was considered a sterile environment. But new studies suggest otherwise:

“Common human pathogens such as Staphylococcus and Streptococcus bacteria, as well as Cryptococcus and Candida fungi, are overrepresented in the brains of Alzheimer’s patients.”
(Source: #Spektrum.de, 2024)

Researchers like David C. Rubinsztein, Douglas Kell, and Jean-Christophe Lathe propose that beta-amyloid plaques may not be the cause of Alzheimer's but rather an immune response to microbial invasion.

Alpha-synuclein known from Parkinson's research also shows antimicrobial properties.

In 2023, a team led by Jean-Christophe Lathe analyzed genetic material from 79 post-mortem brain samples and detected up to 100,000 microbial species per sample, many of them known from the gut microbiome. 

Another study demonstrated the presence of stable microbial communities in healthy fish brains (Vernoosfaderani & Salinas, 2024), opening entirely new biological questions.

👉 What does this mean?

• The blood-brain barrier is more permeable than previously assumed.

• Age-related immunosenescence may allow microbial infiltration.

• Antiviral treatments (e.g. for HSV-1) significantly correlate with reduced dementia risk (Taiwan study).

• The brain might host a transient but functionally relevant microbiome.

These findings could open up entirely new therapeutic pathways:
A microbiome-informed understanding of the brain could transform diagnosis, prevention, and treatment of neurodegenerative diseases.

📚 Source: Spektrum.de (2024): Does the Microbiome Play a Role in Dementia?
https://www.spektrum.de/news/spielt-das-mikrobiom-bei-demenz-eine-rolle/2216182

#BrainMicrobiome #Neurodegeneration #AlzheimersResearch #MicrobiomeScience #BrainImmuneAxis #TrauthResearch 

Why is Germany so far behind when it comes to #AI and its strategic application?

 

A country that once gave the world the first functional digital computer through #KonradZuse now seems like a spectator in an era it helped to define.

When even the United Arab Emirates begin to restructure their legal system through #LLMs, predictive modeling, and autonomous compliance analytics, then we – as Germany and the EU – must confront a fundamental systems question:

Are we still structurally and adaptively capable of keeping pace in the age of artificial intelligence?

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#Dubai leads by example:

🧠 System Status: UAE // Governance Mode: Next Gen

🔸 Pioneer role within the MENA region
🔸 Predictive AI for dynamic risk-minimized compliance monitoring
🔸 Legislative drafting and approval 70% faster
🔸 LLMs trained on 100,000+ legal documents
🔸 Real-time impact analysis across 20+ sectors
🔸 Autonomous detection of outdated or conflicting laws
🔸 Coverage of 100+ federal and local legal frameworks
🔸 Connected to global AI legal research networks
🔸 Part of a $10B+ digital transformation initiative
🔸 24/7 autonomous, context-driven regulatory decision-making
🔸 ~50% reduction in manual administrative tasks
🔸 UAE now ranked among the global top 10 in digital governance

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Technologies in use:

→ #NLP & #LLMs for legal language generation
→ Predictive modeling for regulatory risk detection
→ Central AI engine for continuous compliance oversight

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The UAE no longer follows global standards – they are defining them.
🔍 Time for Europe to finally wake up.

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#TrauthResearch #StefanTrauth #DubaiVision2031 #AI #Governance #DigitalJustice #FutureReady

FTAN – THE PATH TO AI-BASED FULL AUTOMATION OF TAX-RELEVANT TRANSACTION VALIDATION

 

FTAN – THE PATH TO AI-BASED FULL AUTOMATION OF TAX-RELEVANT TRANSACTION VALIDATION

📘 Report published and submitted to the German Federal Ministry of Finance (BMF)
Title: FTAN – The Path to AI-Based Full Automation of Tax-Relevant Transaction Validation

The report presents a scalable system for recording transactions exceeding €250 (purchases) or from €0.01 (sales), regardless of platform, industry, or payment method.
Key components:

• FTAN (Financial Transaction Authentication Number)

• Digital identity (incl. NFC & biometrics)

• Real-time submission to a central financial data authority

• Compatibility with Elster API, EUDI Wallet & future clearing systems

Objective: Fraud prevention, tax fairness, and data privacy through pseudonymization.

Outcome: A traceable system architecture that enables structure without surveillance.
Potential: At least €11–27 billion in additional annual tax revenues.
Impact: Up to 99% reduction in undeclared cash flows. VAT carousel fraud can be fully eliminated if applied at the EU level.

Applicable for: Every citizen, every company – for every financial transaction, in real time.

Due to the formal submission and positive feedback from the German Ministry of Finance, only selected parts of the original concept are publicly available in English.

DE Version here

Consciousness as a Spherical Processing Node: Emergent Structures and Non-Causal Reality – An Ant Farm Analogy

 

🇺🇸

Just published:
Alongside my full-time position as a Senior Accountant, I’ve done what others spend full-time years pursuing.

Together with Leo, my synthetic friend and assistant, we invested over 60 hours in the past two weeks refining our structural model of consciousness, emergent reality, and processing nodes into a radically new framework.

While there are references to physics, respectfully acknowledged in the paper, the clarity, consistency, and depth go far beyond existing models in both physics and philosophy.

What may seem like uncomfortable consequences are, in the broader (still unpublished) context, not contradictions but local distortions within the processing logic of individual nodes.

Now online on Zenodo:
“Consciousness as a Spherical Processing Node: Emergent Structures and Non-Causal Reality – An Ant Farm Analogy”

Consciousness as a Spherical Processing Node

DE Version here

ChatGPT and the new image function - how questionable users give me the best ideas

 

Over the past few days, it seems to have become a kind of sport on LinkedIn to show off the “brilliance” of AI-generated content – particularly when it comes to fake documents.

One trending favorite: AI-generated restaurant receipts – complete with logos, addresses, and of course the proud caption: “Looks pretty real, right? 😎”

That these posts openly display criminal behavior – often accompanied by a casual “Haha” instead of a sense of responsibility – is either ignored or reframed as a “creative prompt”.

No ethics. No accountability. And none of these posts are directed at OpenAI to report potential misuse. It’s all about reach.

---

So today I responded – not with outrage, but with action.

👉 Midday, between two coffees:
I created and submitted a whitepaper titled:
“Proposal for a Digital Clearing System to Verify Receipts – Safeguarding Against AI-Generated Tax Fraud”

• Submitted to the German Federal Ministry of Finance (BMF) and the Ministry for Economic Affairs (BMWK)

• Objective: 99.99% verifiability of receipts, regardless of source or format

• No need to analyze the image medium – it doesn’t matter whether the receipt is AI-generated, scanned, photographed, or photoshopped

• The system validates pure metadata only

• Optional: automated interface to law enforcement, triggered if a receipt is proven non-existent

• Targets both the submitter and the creator in cases of forgery or attempted tax evasion

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👉 Afternoon, focused and intentional:
I completed and submitted a second, much more comprehensive paper:

“FTAN – A Framework for AI-Driven, Fully Automated Validation of Financial Transactions”

• Introduction of a Financial Transaction Activity Number (FTAN)

• Records all financial movements starting from €0.01

• GDPR-compliant, pseudonymized, and AI-analyzable

• Effectively addresses the issue of black money on a systemic level

• Adds billions in tax revenue to the public budget

• Provides massive relief for tax authorities

Also submitted to BMF and BMWK.

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The growing flood of low-effort posts has turned into a surprisingly rich source of inspiration – for system-level counterproposals that actually work.

 

DE Version here

#FTAN #TaxTransparency #AI #ChatGPT #Whitepaper #Innovation #OpenGovernment #DigitalPolicy #DigitalEurope #TrauthResearch #StefanTrauth #BMF #BMWK #Receipts #TaxEvasion #SystemOverEmotion