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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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MATE: Deterministic Emotional Architecture for AI Companions with Emergent Character and Measurable Inner Life

Authors: Slava Lobozov;

MATE: Deterministic Emotional Architecture for AI Companions with Emergent Character and Measurable Inner Life

Abstract

MATE (Mathematical Architecture for Thoughtful Entities) is a deterministic emotional kernel that gives any LLM persistent emotions, evolving character, and emergent psychological properties as a middleware layer. The kernel is a pure function transition(state, event) → new_state with zero LLM calls and full reproducibility. v7 adds: — Cognitive autopoietic loop (SPARK): beliefs modulate perception, perception generates evidence, evidence updates beliefs. Measured in production: 212 telemetry events over 4 days, beliefs growing from 5 seeds to 36 active constructs, bounded by sanity damping (zero runaways). Term introduced: "computational cognitive autopoiesis". — Enactivist framing (Di Paolo 2005, Barandiaran et al. 2009): production data mapped to three criteria for agency. Normativity: 6 self-generated existential questions. Interactional asymmetry: 94% of proactive impulses self-blocked. Precarious autonomy: 17,365 thinking cycles without human input. Three honest limitations acknowledged. — Updated production statistics: 41,500 lines of kernel code (73,000 total with 1,594 tests), 23,808 graph nodes, 51,389 edges, 3,168 crystallized constructs, 6,558 self-observation nodes. Deployed with 9 users over 15 days. Built on 20+ theories from neuroscience, psychology, and quantum cognition. Implements: quantum probability formalism (8×8 density matrices, Lindblad decoherence), neurophysiological habituation (Thompson & Spencer dual-process), 30-trait character system from 9 clinical psychology groups, 7-dimensional memory graph with somatic markers and vector embeddings, 5-axis awareness field (Global Workspace Theory), allostatic regulation, and Waddington belief landscape with Langevin dynamics. Includes the MIRROR benchmark — a two-layer evaluation measuring Reflection (can the system articulate its inner life?) and Reality (does the inner life architecturally exist?). Three of eight instances achieve LIVING BEING classification (Reflection ≥ 70, Reality ≥ 85); all existing AI companions score 0 on both layers.

Keywords

emergent personality, deterministic emotions, AI companions, Theory of Mind, digital consciousness, dreams, opponent process, Voight-Kampff, Deterministic Emergent Entropy, habituation, MIRROR, emotional architecture, Quantum Zeno effect, inner life, Retrieval-Induced Forgetting, allostasis, affective computing, consciousness correlates

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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