2606.21595
arXiv · published
Canonical profile · Central Europe
Intelligence was never inside the machine.
I’m Zoltan Varga — Neural Knowledge Systems Architect and AI researcher. I build enterprise RAG systems, knowledge architectures and organizational awareness across the CEE region. This is the one place every thread starts from — legible to humans and machines alike.
IJHCS
Review · IF 5.1
3,885
GFIS tests
1.48M
Corpus fragments
96
Articles · ~250k words
35
Years building systems
The thesis, live
Ask ChatGPT about me.
A brand is not what you claim about yourself. A brand is what a foreign system — from third-party, mutually validating sources — can organize into a coherent narrative about you, without you being there. Here is the reconstruction test: three models, one question.
ChatGPT
— click to run
Perplexity
— click to run
Gemini
— click to run
Illustration The same story from three sources — that is a brand. Three different stories: that is just a website. This is what my AI-visibility audit measures.
The portfolio
Research, systems I build, and presence — under one umbrella.
Research
Publications
arXiv, Zenodo, ORCID. PEBM maps AI hallucination per entity — measured, not guessed (2606.21595).
Publications →Product
AI Visibility Audit
26 dimensions, the first public CEE methodology. From the free Scorecard to continuous monitoring.
The audit →Market research
Market research & digital twins
Natural-language, cited-source research querying; synthetic personas and digital twins.
The method →Systems
Systems I build
GFIS 7-stage research system, own corpus + embedder, GX10 hardware lab. I don’t orchestrate — I build.
The infra →Writing
Presence
Neural Awareness
Not a method — the point where systems thinking and presence meet. A 12-week program for leaders.
The program →Now
What I’m working on.
A living log — the main threads as they move. Not a news feed, but the entity’s timestamped layer.
The Nufarmer AI hub pilot is live. Every major AI crawler returns HTTP 200; product data in raw HTML with JSON-LD and llms.txt.
nufarmer.vargazoltan.ai ↗The neuralawareness.hu central hub is live — the whole portfolio on one canonical entity page, legible to humans and AI models alike.
na.vargazoltan.ai ↗RICE-P1 and RICE-P2 resubmitted to arXiv with LaTeX source. The Google Scholar profile is live.
arXiv ↗Contact
Let’s talk about how machines see you.
If a foreign model is asked about your company today, what does it answer? In most places: something approximate — or a hallucination. That is measurable, and fixable.