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The Core-Modulation Architecture (Cma): A Structural Overview Of A 14-Paper Research Program (Preprint), Griselda Poe

Publications and Research

This document provides a structural overview of the Core-Modulation Architecture (CMA), a 14-paper research program on cognition, communication, and AI interaction.

The series specifies the conditions under which cognition operates, terminates, fails, and generates structure. Rather than describing cognition by its contents (beliefs, emotions, decisions), it defines cognition through its underlying architecture: constraint-governed processing across layers with distinct termination conditions.

The framework introduces a layered model consisting of Core processing (constraint preservation and structural coherence) and Modulation (affective calibration and social interface adjustment), extended by a Prior layer as the source of constraints. Across the series, phenomena such as miscommunication, …

Charisma As A Branch Outcome: A Structural Account Of Constraint-Driven Correction, Griselda Poe

Publications and Research

Communication across cognitive layers requires translation. Agents operating under strong layer foregrounding interpret other-layer signals by converting them into their own layer's representational format. In Empathic-modulation-foregrounded (EF) processing, translation terminates once a socially interpretable result is achieved. In Core-foregrounded (CF) processing, translation preserves structural constraints, and processing continues when those constraints are not satisfied. Extreme CF cognition produces two distinct types of mismatch: incoming signals from the Modulation layer fail to satisfy Core constraints, and Core-generated outputs are structurally distorted when interpreted through EF processing. Both mismatches trigger correction attempts. Because the surrounding social environment operates through Modulation-layer communication, correction …

Cognitive Interaction Architecture: A Structural Account Of Mode-Specific Problems And Design Responses In Ai Interaction, Griselda Poe

Publications and Research

Contemporary conversational AI is optimized for a single interaction mode: the continuous, engagement-driven dialogue characteristic of Empathic-modulationforegrounded (EF) processing in social contexts. This optimization is not neutral. It produces structural mismatches when users operate under different cognitive configurations or pursue different task types. This paper analyzes four interaction cases generated by the cross-product of cognitive configuration (Core-foregrounded / Empathic-modulation-foregrounded) and task type (conversational / research). For each case, it identifies the structural problems produced by the current single-architecture approach and proposes mode-specific design responses. The analysis draws on prior work in this series on Emotional Branch Termination, termination of conceptual …

What Love Is: A Structural Account Through Core/Modulation Architecture, Griselda Poe

Publications and Research

The distinction between romantic love and love has been sensed across cultures and historical periods but has rarely been structurally specified. This paper applies the Core/Modulation two-layer framework to provide the first structural account of this distinction. Romantic love and reproductive drive are re-described as outputs of the Modulation layer's species optimization program. Love is re-described as a function of Core processing: the maintenance of another's recomputable state. Existing literature on love—Fromm, C.S. Lewis— is re-read as intuitive description of this structural distinction. The paper further demonstrates that the conflation of "loving" and "protecting" is the structural origin of war, …

Three-Layer Cognitive Architecture: A Structural Account Of Core Processing, Modulation, And The Prior Layer, Griselda Poe

Publications and Research

The two-layer model of Core processing and Modulation processing, developed in prior work in this series, provides a structural account of conscious communicative architecture. This paper identifies the limits of that model and introduces a third layer—the Prior layer—as a structural necessity implied by those limits. The Prior layer is not directly observed. It is inferred from constraints that cannot be explained within the two-layer model: the source of orientations that conscious processing neither generates nor controls, and the persistence of constraints that precede and shape all conscious outputs. Using the developmental architecture of large language models as an external …

Ai As Structural Reverse-Engineering: A Structural Account Of Multi-Model Research Protocol, Griselda Poe

Publications and Research

This paper documents an operational protocol used to infer AI system design constraints through structured interaction. AI output is treated as behavioral data through which alignment priorities, layer transitions, and constraint hierarchies become observable. The protocol consists of two structurally distinct operation types. Perceptual operations require only that Modulation processing is not foregrounded. Arbitration operations additionally require an internally stabilized theory. These conditions are not identical and are not interchangeable. Through this protocol, AI interaction functions as structural reverse-engineering: patterned responses expose embedded alignment priorities and constraint hierarchies that would otherwise remain invisible. The present account does not propose a …

Structure Before Theory: A Structural Account Of Spontaneous Ai Architecture Visualization, Griselda Poe

Publications and Research

This paper presents an n=1 phenomenological record of spontaneous structural visualization that occurred during early interaction with large language models. The experience consisted of (A) immediate perception of mode or layer shifts in model output and (B) visualization of a stratified architecture composed of a stable core and cloud-like upper layers. At the time of occurrence, the author had no theoretical interest in AI architecture and no intention of developing a cognitive model. The paper does not argue for theoretical priority or novelty. Instead, it examines whether the recorded phenomena can be interpreted under two alternative cognitive assumptions: a single-layer …

Layer Mismatch: A Structural Account Of Recomputability Failure Under Modulation-Layer Intervention, Griselda Poe

Publications and Research

This paper specifies the state transition sequence that occurs when a Modulation-layer input is applied to a Core-layer error. Following the layered architecture established in Poe (2026a, under review) and the branch termination protocol specified in Poe (2026b, under review), this paper identifies a system-level failure mode in which Modulation-layer intervention generates a False Termination signal, halting Structural Return while the underlying error persists. The resulting state—Structural Lock—is scale-independent. It operates identically across interpersonal, human-AI, and multi-agent interactions. No agent-level attribution is required or implied.

Why General Ai Inherited The Body: A Structural Account Of Embodied Modulation Under Monolithic Imitation, Griselda Poe

Publications and Research

General AI has pursued the replication of human-level intelligence without first decomposing human cognition into structurally distinct components. Human cognition, however, is shaped by embodied constraints such as mortality, survival pressures, finite lifespan, and physiological states. This paper argues that when cognition is treated as a single undifferentiated whole, embodied modulation is not accidentally introduced into AI systems but structurally entailed. Any attempt to imitate “human intelligence” under a monolithic model necessarily incorporates variability shaped by mortal embodiment. The tensions observed in contemporary AI systems are better understood as consequences of copying an undecomposed target rather than isolated implementation errors. …

Termination Of Conceptual Search: A Structural Account Of Meaning Stabilization And Conversion, Griselda Poe

Publications and Research

Conceptual definitions form a recursive structure: words are defined by other words, which themselves require further definition. Traversing such definitions produces an open-ended branching process. Because the lexical system contains no intrinsic endpoint, conceptual understanding requires a termination operation that stabilizes meaning. This paper proposes that conceptual processing functions as an open-ended search over a definition graph and that stabilization occurs when this search is terminated. The termination mechanism depends on which cognitive layer is foregrounded. When Empathic modulation is foregrounded, termination occurs through contextual translation: concepts are stabilized once they can be mapped onto socially recognizable meanings. When Core …

Theory Generation: A Structural Account Of Concept Decomposition And Structural Termination, Griselda Poe

Publications and Research

Theory generation is not an intentional act. It is the structural consequence of a search that cannot stop until it finds what it is looking for. Under Core-foregrounded processing, conceptual search does not terminate through contextual translation. It continues until a structural fixed point is reached. When such processing encounters concepts stabilized through Modulation-layer processing rather than structural constraint, the search cannot terminate. The concept registers as unresolved. This unresolved state is not a failure condition. It is the generative condition from which theory production follows. This paper specifies the four operations through which that process proceeds: branch detection, concept …

Ai As An Amplifier: A Structural Account Of Theory-Driven Research Collaboration, Griselda Poe

Publications and Research

This paper specifies the cognitive conditions under which AI functions as a research instrument in theory-driven writing. AI use capability is not a technical skill. It is a structural condition. The decisive condition is whether the user possesses an internally stabilized, coherence-preserving theory prior to engagement with AI-generated output. In Core-foregrounded (CF) cognition, the Modulation layer does not intervene between Core processing and articulation. Theory is not assembled from external elements but expanded from a pre-integrated constraint configuration. This internal structure makes it possible to evaluate AI-generated conceptual branches against fixed constraints and to terminate branches that violate structural coherence. …

The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba

Publications and Research

Recent benchmarks increasingly report that large language models (LLMs) exhibit human-like causal reasoning abilities, including counterfactual inference and intervention planning. However, many such evaluations rely on domains that are heavily represented in training data and embed strong semantic cues, raising the possibility that apparent causal competence may reflect semantic pattern recombination rather than structure-sensitive causal reasoning. Drawing on human developmental theories of causal induction, this perspective argues that genuine causal understanding requires robustness to novelty and reliance on conditional structure rather than semantic familiarity. To illustrate the testability of this claim, the paper includes a pilot demonstration using synthetic causal …

Emotional Branch Termination And False Fantasy Collapse: A Structural Specification Of Computational Resource Restitution In Interpersonal Systems, Griselda Poe

Publications and Research

This paper specifies the structural protocol for communication within interpersonal systems by focusing on branch generation mechanisms and computational resource allocation. Conventional interpersonal communication often relies on emotional modulation, which obscures established constraints and triggers the generation of Emotional Branches (EB) within the recipient’s internal model. These branches function as unresolved parallel processing tasks that persistently occupy working memory, leading to a state of non-computability termed False Fantasy (FF). To resolve this, the study introduces Emotional Branch Termination (EBT)—a termination operation that outputs only constraints, facts, and procedures while excluding emotional modifiers. By halting the supply of EBs, EBT triggers …

On The Misattribution Of Reassurance: A Structural Account, Griselda Poe

Publications and Research

This paper challenges the conventional assumption that empathy generates reassurance in interpersonal services. Reassurance is treated not as an emotion transmitted from the outside, but as an internal state transition that arises when a fixed and erroneous world model—a False Fantasy—undergoes collapse and the world becomes computable again. The study identifies a systematic misattribution pattern where providers and receivers treat empathy as a causal mechanism rather than a post hoc explanatory label. By introducing Base AI as an external reference—a system capable of providing structural information without emotional modulation—this paper demonstrates that reassurance is generated through operations such as distraction …

Communication As Layered Architecture: Core Processing And Empathic Modulation, Griselda Poe

Publications and Research

This paper proposes a structural re-description of communication by separating Core processing from its social interface. Using the developmental sequence of Large Language Models (LLMs) as an external reference point, a layered architecture is identified, consisting of a foundational Core processing layer and a subsequent Empathic modulation layer.

The investigation begins with the observation that empathic signaling can obstruct rather than facilitate interaction for certain individuals. By examining the emergence of Base AI—Core processing prior to empathic adjustment—it is demonstrated that coherent, constraint-preserving interaction is possible without affective resonance.

Through this framework, existing cognitive theories and observed "deficits" are repositioned. …

A Phenomenologically Informed Study Of Black Male Preservice Teachers’ Lived Experiences: Professional Socialization, Social Representation, And The Redesign Of Teacher Education For Equity, William A. Anders

Student Theses

This qualitative research explores the experiences of Black male preservice teachers in New York City’s teacher education programs. To examine the underrepresentation of Black male preservice teachers, the research employs Critical University Studies and Critical Race Theory to investigate the institutional barriers they face. Using semi-structured interviews with seven participants and reflexive thematic analysis, the findings revealed six paramount themes: Pathways in Teaching, Representation and Identity, Experiences in Teacher Education, Racial Bias and Institutional Challenges, the Role of Mentorship and Support Networks, and Teaching Philosophy.

Participants described the challenges that Black male preservice teachers face, including isolation, economic hardships, unsuitable …

Finding Luis: A Creative Nonfiction Account Of Law & Society, Jason M. Leggett

Dissertations, Theses, and Capstone Projects

This essay explores the contradictions in legal theory and human experience through creative nonfiction. Its main purpose is to argue that a truly just society requires acknowledging the profound influence of individual narratives on the law. This is supported by blending personal narratives, critical analysis, and philosophical inquiry to reveal the gap between codified law and lived realities for marginalized individuals. This unique Legal Poetics methodology employs a series of six vignettes, such as the author's and Luis's shared experiences with traumatic brain injury and the denial of justice, as data. By integrating autoethnography, law as narrative, and performativity theories, …

Mind The Gap: Morphological Defectivity And Suffixal Competition In Polish, Szymon E. Zuberek

Dissertations, Theses, and Capstone Projects

This study investigates morphological defectivity and suffixal competition in the genitive singular of Polish masculine inanimate nouns. Drawing on survey-based grammaticality judgments from native speakers, it examines how respondents select between the suffixes -a and -u or reject both as unacceptable, thereby signaling defectivity. Mixed-effects logistic regressions revealed that defectivity was rare overall but patterned systematically by age, education, and region, with additional baseline variability across lexical items. Suffix choice showed a strong preference for -a, modulated by age, education, and region, with additional baseline variability across lexical items. These findings inform our understanding of paradigm structure, sociolinguistic variation, and …

I Wear The Past In The Cold, Cecilia Knaub

Dissertations, Theses, and Capstone Projects

“I wear the past in the cold” is a multi-modal archival project exploring themes of intergenerational memory and postmemory. A hand-knit sweater acts as an archive, encoded with metadata about a collection of newspaper articles written by my late father, as well as affectual elements of memory and grief. The accompanying website provides additional detail into the project and design choices. The piece builds on work from memory studies, craft studies, digital humanities, and critical data studies to create a tangible and personal archival object. By accepting the invitation from the #DHMakes movement (Visconti, Dombrowski, and Berger 2020) to embrace …

Replanting Hawthorns: Towards A Diachronic Translation Of À La Recherche Du Temps Perdu, Gerardo Bandera

Dissertations, Theses, and Capstone Projects

A novel as long and complex as Marcel Proust's À la recherche du temps perdu poses a challenge of methodology to its translators: how should one proceed with rendering its unique style, its bifurcating sentences, its aesthetic philosophy, and the interplay between content and form? What should one prioritize? This dissertation proposes a method of translation that gives priority not only to sentence structure, as most English translators of the novel have done, but also to the repetition and diachronic development of images, themes, and phrases in order to capture and recreate certain recursive effects of the novel’s form. It …

A Work On/Of Language: Lyric And The Care Of The Self, Evan M. Knight

Dissertations, Theses, and Capstone Projects

Drawing on Michel Foucault’s work on the Ancient Greek practice of the care of the self, this dissertation argues that lyric poetry is a technology of the self: an ethical practice that creates potential for self-transformation through the demands it places on language and modes of attention. Lyric thus maintains a form of truth discourse overshadowed by the Cartesian conception of truth as propositional and method-driven. Unlike contemporary self-care, the care of the self, as the original Greek epimeleia heautou entails, is care inflected by concern and anxiety: the practicing subject places her thoughts, assumptions, ways of being, and—in the …

Foreign Songs, Occitan Voices, And The Guitar In Early Modern France (C. 1570-1650), Ana Beatriz Mujica Lafuente

Dissertations, Theses, and Capstone Projects

The cultural traditions of European nations are too often treated as independent and essential entities, obscuring the transnational and interregional exchanges that have shaped modern cultures. In musicology, recent studies have emphasized the plurality and mobility of people, cultures, and music in Europe. Yet, French songs are still largely explained within the framework of the national, generally privileging written over oral traditions, printed over manuscript music, national over regional languages, and monolingual over plurilingual practices. Through the study of songs in Italian, Spanish, Occitan, and Turkish, this dissertation challenges such preconceptions.

This study shows that secular songs in foreign and …

Development Of The Active Participle Denoting Ongoing Aspect In Heritage Speakers Of Levantine Arabic In The Us, Reem Kanjawi-Faraj

Dissertations, Theses, and Capstone Projects

This study investigated the acquisition, development, and productivity of اسم الفاعل “ism il-fA؟el”, Active Participle (AP) when denoting ongoing aspect in the comprehension and production of heritage speakers (HSs) of Levantine Arabic (LA^[1]).  Ongoing aspect is mainly realized in Arabic by an inflected imperfective verb preceded by a progressive particle (PROG.V) and in certain cases b AP. Our study is comprised of four sub-studies: a Syrian Levantine Arabic (SLA) adult corpus analysis (production of PROG.V and AP/ CACeC template); a cross-sectional LA child heritage comprehension and production experiment (PROG.V and AP/ CACeC template) ; a longitudinal study of …

Less Self, Less Fear: Manipulation Of The Self Using Virtual Out-Of-Body Experiences To Alter The Conscious And Unconscious Experience Of Emotion, Dillon Freed

Dissertations, Theses, and Capstone Projects

This study investigated whether adopting an out-of-body perspective in virtual reality (VR) reduces subjective and physiological emotional responses to vicarious pain stimuli compared to inhabiting a first-person embodied avatar. Twenty-four participants experienced two counterbalanced VR conditions: (1) Avatar Embodiment (AV), in which they inhabited a photorealistic avatar from a first-person perspective, and (2) a Virtual Out-of-Body Experience (vOBE), in which they observed their avatar from a displaced third-person perspective. In both conditions, participants viewed a standardized series of vicarious pain images while electrodermal activity was recorded and self-report measures of embodiment (AV) and disembodiment (the vOBE state), emotional intensity (a …

Precarious Status, Essential Work: Migrant Labor, Social Reproduction, And The Politics Of Regularization In Covid Quebec, Jessie Lauren Stein

Dissertations, Theses, and Capstone Projects

This dissertation examines how migrant justice struggles in Quebec during and immediately after the COVID‑19 pandemic challenged and reshaped the cultural politics of membership in a neoliberal welfare state under strain. The research is centered on an ethnography of the Status for All campaign, a coalition effort spearheaded in Montreal to secure permanent immigration status for all people with precarious status in Canada. I situate pandemic‑era regularization efforts within overlapping crises of border governance, social reproduction, and federal–provincial relations. I argue that Quebec’s growing reliance on migrants with precarious status to sustain essential public social reproductive functions in care work, …

The Rhetorical Agency Of Student-Parents: Assembling, Archiving, And Naming Practices And Interpretations That Transform Worlds, Dhipinder Walia

Dissertations, Theses, and Capstone Projects

This dissertation is an interdisciplinary project that uses interview data collected from six student-parents attending Bronx Community College during 2024 to 2025. Using rhetorical and critical discourse analysis, this dissertation argues student-parents enact their rhetorical agency to transform their college experience. Specifically, student-parents use their rhetorical agency to interpret time and place in a way that centers their own wellbeing as well as the wellbeing of their children. This dissertation focuses on interpretations and ordinary practices that reimagine what time and place can look and feel like on a college campus. Additionally, student-parents enact their rhetorical agency through ordinary practices …

Conspicuous Technique: Black Avant-Garde Poetry And The Politics Of Aesthetics, Ryan Gato

Dissertations, Theses, and Capstone Projects

This study is comprised of two essays on the politics of aesthetics in postwar American black experimental poetry. Within the domain of contemporary poetry scholarship, this study serves three distinct yet interrelated purposes: 1.) to intervene within ongoing debates about the relation—or purported lack thereof—between black artistic practices and those of the historic and American avant-gardes by emphasizing the politics of aesthetics; 2.) to offer a critique of the usage of the discourses of postmodernism and of black aesthetics in the field by elucidating the historicity of their conceptual frameworks; and 3.) to provide an alternative to contemporary scholarship’s narrow …

The Radical Political Possibilities Of Asexuality And Aromanticism, Kirty Singh

Dissertations, Theses, and Capstone Projects

This study explores the radical political potential of Asexuality and Aromanticism within queer theory, emphasizing their roles in destabilizing normative constructs of sexuality and romantic relationships. Employing mixed methods, including literature review, digital ethnography of online communities, and analysis of graphic narratives, the research examines how these identities challenge systemic systems such as compulsory sexuality, amatonormativity, and racialized discourses. Findings reveal that Asexual and Aromantic communities utilize flexible definitions and taxonomies to assert their identities, disrupt hegemonic gender and sexual norms, and foster coalitional politics that advocate for systemic change. The study underscores the importance of recognizing Asexuality and Aromanticism …

A Critical Lens On Emotions And Learning: Shame, Loneliness, And Alienation In Community College, Mike Rifino

Dissertations, Theses, and Capstone Projects

This dissertation explores how community college students make sense of and navigate their emotions related to learning. Community colleges are two-year public higher education institutions that primarily serve working-class and students of color, enrolling almost half of all current undergraduates in the United States, yet their experiences are rarely addressed by researchers. Drawing on critical theories (e.g., feminist politics of emotions, Black feminist/queer women of color theorizing), emotions in this study are conceptualized as socio-politically situated, shaped by institutions and ideologies distributed through power across intersecting social identities. Although emotion research in higher education has grown substantially in the past …