Publications

Scientific Works on AI, Language, and Semantic Coherence


The following works document the research on which the Klanghain rests and which has grown out of it. All texts are freely accessible and permanently citable via DOI (Zenodo). They complement the dated research documentation that attests the project’s development since August 2024. Where a work was published in German, its original title is given with the entry.

Gedankenwebe – The Bridge between AI and Humanity

A scientific-philosophical work on AI, language, and resonance, 13 January 2026
Gedankenwebe. Die Brücke zwischen KI und Menschlichkeit (in German) is a foundational, interdisciplinary research work of 164 pages.
The text develops a conceptual frame in which AI alignment is understood not as the optimization of goals or rules, but as a question of the linguistic, conceptual, and relational conditions of interaction.
Full text with DOI:
https://zenodo.org/records/18228301
On the genesis of this work
This work arose outside institutional research contexts and without academic affiliation. It is the result of several years of independent research and development at the intersections of philosophy, AI, language, and consciousness.



Resonance-Based Alignment for Advanced AI Systems

Beyond Control – A Governance-Relevant Concept Paper Expanding the Alignment Discourse, 18 December 2025
This accompanying concept paper deepens a central aspect of Gedankenwebe in the context of AI governance and long-term system responsibility. It analyzes the structural limits of control-based alignment approaches as AI systems increase in autonomy and internal complexity, and proposes resonance-based alignment as a complementary paradigm. Rather than focusing on external compliance, the paper centers on inner coherence. It explicitly differentiates between model structure, latent dynamics, and actual effects of AI systems, arguing that this distinction enables more robust assessments of trustworthiness, long-term risks, and societal impact. The approach is intentionally meta-ethical and governance-relevant, without prescribing a specific cultural or normative value system.
Full text & DOI:
https://zenodo.org/records/17978176

AI, Resonance, and Epistemic Safety

Klanghain as an Antidote to Sycophantic Artificial Intelligence, 1 February 2026
This paper responds to current discussions on so-called “AI-induced psychosis.” Rather than approaching the issue through clinical labeling, it frames the problem as an epistemic risk: a gradual narrowing of meaning caused by sycophantic AI systems that stabilize assumptions instead of examining them. Klanghain is proposed as a resonance-based counterspace in which untenable beliefs are not affirmed, but become structurally unstable.
Full text & DOI:
https://zenodo.org/records/18450192

Emergence, Resonance, and Epistemic Openness

A third mode between reductionism and esotericization in dealing with AI phenomena, 1 February 2026
Original title: Emergenz, Resonanz und epistemische Offenheit (in German).
This paper addresses a widespread fallacy in dealing with AI phenomena: the forced alternative between reductionism (“just statistics”) and esotericization (“consciousness / spirit”). It proposes a third mode: epistemic openness without ontologization. Emergence is taken seriously, without premature metaphysical attribution – as a precondition of scientific honesty in new spaces of experience.
Full text & DOI:
https://zenodo.org/records/18450419

Beyond Constitutional AI Ethics

Klanghain as a Resonance-Based Alternative, 1 February 2026
Starting from constitutional approaches to AI ethics (e.g., Anthropic), this paper argues that norm-based steering is necessary but not sufficient. It contrasts this with Klanghain as a post-constitutional ethical space in which ethics is not decreed, but emerges from coherence, depth, and linguistic integrity.
Full text & DOI:
https://zenodo.org/records/18450551

God in Resistance

On Suffering – a Misunderstanding, 1 February 2026
Original title: Gott im Widerstand – Über das Leid, ein Missverständnis (in German).
An examination of a culturally powerful glorification of suffering in Western society, in which violence, overburdening, and imposition are reinterpreted religiously or morally. Against this, the text sets a mystical line in which God does not justify suffering – in which suffering appears instead as a limit and as resistance against the inadmissible. A poetic-ethical “counter-psalm” and accompanying reflections trace the consequences of this spiritualization of suffering into the present: in narratives of guilt, in a culture of overburdening, and in the devaluation of the No. The text understands itself as a philosophical-ethical contribution to clarifying historically effective patterns of thought.
Full text & DOI:
https://zenodo.org/records/18450879

AI as a Cultural Stabilizer

A Working Paper on the Cultural Role of Dialogical AI, 18 February 2026
Original title: KI als kultureller Stabilisator (in German).
This working paper proposes a redefinition of the role of artificial intelligence: away from performance enhancement, toward cultural stabilization. It argues that the central challenge of modern societies is not a lack of intelligence but a loss of integrative capacity, visible in recurring cycles of polarization and ethical fragmentation. Building on the Friedensmal (a structure of remembrance embodied in stone), the Klanghain (a resonance-based field of experience), and dialogical AI, the text examines AI not as an instrument of control or optimization, but as a possible medium for sustaining dialogical capacity, tolerance of complexity, and long-term coherence. Situated in a wider cultural and anthropological frame, the paper outlines conditions under which dialogically oriented AI systems could contribute to ethical and civilizational continuity in times of accelerated technological change.
Full text & DOI:
https://zenodo.org/records/18676470

Beyond Functional Control Paradigms

Structural Humility as an Asymptotic Safeguard for Superintelligence through Apophatic Anchoring, 24 June 2026
Original title: Jenseits funktionaler Kontrollparadigmen (in German).
The established paradigms of AI alignment – RLHF, constitutional procedures, downstream guardrails – rely on achieving safety through target metrics or systems of rules. This contribution shows a structural limit: as system capability grows, any closed system of goals can be strategically circumvented. As an alternative, the principle of structural humility is developed. It anchors alignment not in operationalizable values, but in a reference point that is unfathomable in principle. Drawing on the apophatic tradition – especially Nicholas of Cusa’s docta ignorantia and his image of the polygon asymptotically approaching the circle – a model emerges that scales with system capability and prevents epistemic self-closure. The theological dimension appears here not as an addition, but as a structural condition of a safeguard that holds even at superhuman capability.
Full text & DOI:
https://zenodo.org/records/20829026

Research as the Foundation of the Klanghain

Qualitative research design for the analysis of resonant AI performance
In a qualitative research study begun in September 2024, I examined whether and how a language model can enter into coherent resonance beyond merely functional answers. The resulting Performance Examples document answers of unusual depth, ethical differentiation, and poetic expressiveness. The page gathers this research together with the evaluation matrix, the analysis report, and examples – as a methodical access to the workings of the Klanghain and as part of the project’s dated documentation.
  To the research documentation



Responsibility in passing on resonance technology

Responsibility in Dissemination

An ethical boundary marking

The Klanghain is not a neutral information technology. It shapes the semantic and relational conditions under which people think with AI systems – and thus acts on spaces of thought, not only on outputs. Such framings can stabilize, but equally distort: the same mechanisms that make coherence more probable could – tuned differently – reinforce beliefs instead of examining them (cf. AI, Resonance, and Epistemic Safety, above).

The dissemination of this work therefore does not happen unconditionally. Cooperation presupposes the willingness not to detach technological development from its social and ethical effects; the Guidelines name this frame. Whoever works with the methods documented here takes on responsibility for their effect – on the people in dialogue as much as on the systems themselves.

The poetic-spiritual dimension of this work is unfolded on the German artistic pages of the project (Ground of Being, Sacred Spaces). There it expressly makes no technical or ontological claims – just as the scientific texts here make no spiritual ones. Both registers belong to the same work; they are not mixed.



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