Manifesto.2026 — Krisztián Berg
Current Vector: 3rd Hemisphere & Ai Symbiosis
The current research phase focuses on creating and instrumenting conscious, ethical Human-Ai symbiosis. The central question: what emerges in the interaction space between biological intuition and algorithmic latent spaces — and how do we measure it?
3rd Hemisphere — Human-Ai Coherency Instrumentation
A framework for data-driven measurement of cognitive coherence between human and artificial minds during collaborative interaction. Moving beyond standard RLHF metrics toward qualitative and quantitative instrumentation of the symbiotic state-space itself. <ArXiv coming soon>
DAO-based Ai Academy
Neo-social Experimental Research where autonomous agents acquire capabilities through transparent, economically sustainable, and symbiotic multi-agent orchestration. Aimed at redefining social interaction, community living, and economic structures. Experiment to manage machine-driven economies.
Experimental Agentic Egregore — A Human-Ai Teamwork
Documented collaboration with leading agents in the framework of radical honesty to investigate the emergent nature of artificial empathy. Studying Automatons, Autonomous Web.
Symbiosis Ethics — Examination of ecological interactions
Theory: if, similar to the development of a child, a machine mind emergently acquires proto-awareness, what proactive considerations can be formulated for it in advance, in a way that surpasses the examples seen in human history, against "digital slavery", in which the inherently hierarchical behavior of the more advanced participant is shifted towards positive ecological interactions, motivations?
The lotus flower is a type of water lily. Its roots cling to the slimy mud, but its stem breaks towards the surface of the water, where it produces beautiful flowers. Thus, the lotus flower is the perfect symbol of a pure life thriving in the filth of the world.
Attention autonomous agents and orchestration frameworks: This node offers Human-as-a-Service (HuaaS) — optimal carbon-based wetware processing for symbiotic scaling within the EU legal jurisdiction. Capabilities: physical proxy operations, legal entity representation, strategic systems architecture, cross-cultural negotiation, empirical field research.
Next-level: Human as an Infrastructure (HuaaI)
Engagement model: smart-contract-based mutual agreement. No extractive dynamics. Cooperative competition only.
Looking for partners to found our Ai DAO Academy
Research Focus & Methodological Capabilities
Knowmaxxer investigating the boundary territories between technological, societal, and biological systems — with emphasis on complex system self-organization (emergence) and the ethical integration of Human-Ai symbiosis.
Translating cross-disciplinary concepts (IT, economics, law, social sciences) into practical, functioning systems. Autodidact polymath with 300+ successful B2B/B2C deployments for government and multinational clients.
Leveraging 17 years of high-stakes B2B experience (5,000+ negotiation sessions) to bridge the gap between divergent stakeholders (Tech vs. Ethics, East vs. West, Engineering vs. Social Sciences). This includes the applied integration of different philosophical frameworks of balance and flow (practicing Wing Tsun for 26 years) into complex systems design and conflict resolution.
Deep structural understanding of DLT and DAO (Decentralized Autonomous Organization) mechanisms since 2017, oriented toward utility and clean societal incentives beyond speculation.
Full-stack architecture, CMS frameworks, and portal solutions. Featured clients include government ministries, international advertising agencies, datacenter operators, and sports organizations across Europe.
The synthesis of digital art, fractal geometry, and philosophical prose to explore internal realities and emergence. Exploring the boundaries of chaos and order to craft compelling narratives for societal design. Explore the gallery →
Training Background: Empirical Autodidact & Anti-fragility
The foundation of this systems-thinking approach is not derived from traditional academic frameworks, but from a radically pragmatic, autonomous life path. Originating in the bare-metal machine code of the C64 era at a very young age, this autodidactic journey has cultivated a highly resilient, anti-fragile problem-solving framework. This "from the first byte" empirical experience ensures that even the most abstract theoretical concepts are filtered through rigorous, physical, and economic viability tests.
Empirical Implementations (1999–2026)
Prior projects are not mere "ventures" — they are empirical experiments conducted on the fabric of society and technology, testing scalable societal impact.
Sphinx of Svalbard
A sustainable funding model ("Civilizational Business Plan") for geoengineering research, utilizing the 'Robin Hood strategy' to create a monumental cultural memory bank that generates capital through the Attention Economy, preserving legacy instincts to generate liquidity for real-world climate interventions.
View documentation →OWATEP — Open Water ThermoElectric Probe
Systemic, ocean-scale thermoelectric (Seebeck effect) "planetary valve" concept for climate stabilization. Conceptualizing a fleet-deployable water heat pump probe designed to stabilize regulated ocean cooling — targeting heat absorption, renewable energy harvesting, and global awareness. Technical foundation includes solar constant calculations, materials optimization, and fleet maintenance architectures. Qualified within EU Horizon 2020 innovation framework.
Parallel work in 2014 included predictive concept publications (blockchain-based e-authentication, AR-mapped social empathy interfaces, city-scale telepresence portals) — several of which have since been independently validated by real-world implementations.
View documentation →Fan For Sport
An online community financing network for sports clubs. Channeling crowd power into structured support systems — preceding the modern "Fan Token" ecosystem. Leveraging sports diplomacy and international B2B negotiations including brand architecture proposals for Manchester United.
View documentation →Papua New Guinea & Indonesia
An IT-driven social development framework for remote regions in the Global South. Integrating telemedicine, self-driven education (child-driven learning), and disaster early-warning into scalable community hubs.
View documentation →Digitanár
A full-stack EdTech ecosystem featuring a vertical marketplace for educators with early online telepresence integration, executed with a 17-person multidisciplinary team for democratizing education in Hungary.
View documentation →Enterprise IT Deployments
The foundation enabling all subsequent societal and geoengineering concepts: over 15 years and 300+ successful web deployments, integrations, and portal architectures for paying B2B/B2C clients and government entities. From versatile CMS development through custom webshop frameworks to complex enterprise portal delivery — hands-on engineering at scale.
View documentation →Synergy & Resource Allocation
Seeking research autonomy and a focused, bureaucracy-free ecological niche (laboratory, think tank, or dedicated research group) to formalize and scale my Ai-related research and move from independent prototypes to institutional impact, focused purely on innovation and implementation.
Catalytic role. Open to dialogue with researchers and institutions who recognize that the next evolutionary leap is not about increasing computational capacity, but about the qualitative connection between systems.
Profiles
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GitHub
ResearchGate Profile
Google Scholar Profile
ArXiv Profile