How these sources are used
This map connects VNZT with existing methods and theories that may support operationalization and testing. A connection means research relevance, not validation of the model.
Epistemic boundary
None of the listed sources proves VNZT or validates the 1 → 2 → 3 → 0 cycle. They provide concepts, measurement methods and comparison architectures for future tests of individual hypotheses.
Sources by research area
| Source | What it may measure or compare | Relation to VNZT | Link |
|---|---|---|---|
| NASA Task Load Index (NASA-TLX) Hart, S. G.; Staveland, L. E. (1988) | Subjective assessment of mental, physical and temporal demand, effort, performance and frustration before, during or after a task. | May help operationalize the proposed cost of moving through stages and compare cycles or conditions. | Open publication |
| Heart rate variability: standards of measurement, physiological interpretation and clinical use Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology (1996) | Standardized heart-rate-variability measurement; heart rate and HRV may be considered possible but nonspecific physiological markers of load and recovery. | May be used in future protocols alongside behavioral and self-report measures. | Open publication |
| Cognitive load during problem solving: Effects on learning Sweller, J. (1988) | Separating task demands from working-memory constraints and designing tasks with controlled cognitive load. | Provides language for testing whether path and assimilation stages are associated with different load profiles. | Open publication |
| The concept of flow Nakamura, J.; Csikszentmihalyi, M. (2002) | Assessment of deep engagement when task challenge and skill are balanced. | May help distinguish subjectively fluent task progress from overload, but does not define the VNZT structure. | Open publication |
| Task switching Monsell, S. (2003) | Measuring switch costs through response time, errors and residual effects of the previous task. | Useful for testing boundaries between cycles, return and entry into a new context. | Open publication |
| The neurobiology of consolidations, or, how stable is the engram? Dudai, Y. (2004) | Study of memory stabilization, reorganization and later modification after experience. | Provides scientific context for future operationalization of assimilation, but does not establish that phase 0 is identical to memory consolidation. | Open publication |
| Reflexion: Language Agents with Verbal Reinforcement Learning Shinn, N. et al. (2023) | Testing architectures in which an agent stores verbal feedback and uses it to improve later attempts. | Offers a technical analogue of reflection and repeated cycles for AI agents; it is an analogy, not evidence for VNZT. | Open publication |
| Generative Agents: Interactive Simulacra of Human Behavior Park, J. S. et al. (2023) | Memory, reflection and planning architectures for agents with long interaction histories. | May serve as a comparison architecture for VNZT hypotheses about AI memory and experience integration. | Open publication |
| Self-Refine: Iterative Refinement with Self-Feedback Madaan, A. et al. (2023) | Iterative self-evaluation, feedback generation and output improvement without additional model training. | Provides a measurable mechanism for experiments with attempt–evaluation–revision cycles. | Open publication |
| General System Theory: Foundations, Development, Applications von Bertalanffy, L. (1968) | Description of systems, boundaries, states, interactions and levels of organization. | Provides general conceptual language for formalizing VNZT state transitions. | Open publication |
| Complex adaptive systems Holland, J. H. (1992) | Analysis of adaptation, nonlinearity, emergence and change in systems with many interacting components. | May help formulate system-level hypotheses and limitations of the linear 1 → 2 → 3 → 0 representation. | Open publication |
Usage rule
Correct wording: “this source provides a method or concept that may be used to test a VNZT hypothesis.” Incorrect wording: “this source confirms or proves VNZT.”