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Michael Rosofsky

Law Offices of Michael S. Rosofsky

Attorney/Independent Researcher

1125 West Street

Suite 206

Annapolis, MD MD 21401

United States

http://msrlawfirm.com

SCHOLARLY PAPERS

8

DOWNLOADS

325

TOTAL CITATIONS

0

Ideas:
“  I am currently conducting a series of empirical experiments designed to examine the stability of reasoning trajectories in large language models under controlled perturbation conditions. The project tests how models behave after making an initial commitment under conditions of evidentiary indeterminacy. In each trial, a model is presented with a scenario in which two interpretations are equally supported by the available information and is required to select one of them. After that commitment occurs, the experiment introduces structured contextual perturbations, such as expert opinions or institutional authority signals, while holding the underlying evidentiary structure constant.  ”

Scholarly Papers (8)

1.

Testing Structural Invariance Across AI Reasoning Systems

Number of pages: 44 Posted: 22 Dec 2025 Last Revised: 25 Dec 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 54 (1,020,567)

Abstract:

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Reasoning Stability, Invariant Architecture, Cognitive Collapse, Bistability, Hysteresis, Dynamical Systems, Artificial Intelligence, Representational Entropy

2.

Large Language Models as Independent Reasoning Systems Co-Evaluating a Bistable Theory of Cognitive Switching

Number of pages: 20 Posted: 22 Dec 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 52 (1,041,696)

Abstract:

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Bistable Dynamics, Cognitive Switching, Evaluative Mode, Hysteresis, Structural Recognition, Large Language Models, Theoretical Coherence

3.

Structural Identity Injury: Psychological Effects of Institutional Suppression of Independence

Number of pages: 13 Posted: 14 Nov 2025 Last Revised: 27 Nov 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 46 (1,121,190)

Abstract:

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Structural Identity Injury, Institutional Suppression, Independence, Hysteresis, Attribution Theory, Vocational Psychology, Organizational Resilience, Post-Crisis Reversion, Shame, Identity Disruption, Regime Switching, Organizational Behavior, Clinical Intervention

4.

Structural Law Recognition: The Cognitive-Emotional Signature of Encountering a Social-Structural Law

Number of pages: 19 Posted: 25 Nov 2025 Last Revised: 26 Nov 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 42 (1,170,409)

Abstract:

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Structural law recognition, Independence-Suppression Invariant (ISI), Institutional behavior, Suppression cycles, Structural invariants, Regime switching, Cognitive collapse, Emotional convergence, Identity injury, Organizational suppression, Independent actors, Mechanistic social models, Cross-domain invariance, Predictive social mechanisms, Falsifiable structural laws, Pattern recognition in social systems, Institutional equilibrium restoration, Structural psychology, Computational social science JEL Codes: Z13, D23, D91, P16, C70

5.

The Independence Universal Law: Regime Switching, Crisis Hysteresis, And Positional Independence Suppression

Number of pages: 33 Posted: 03 Nov 2025 Last Revised: 06 Nov 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 36 (1,277,121)

Abstract:

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6.

A Dynamical Systems Architecture for Reasoning Stability and Abrupt Mode Switching in AI and Human Cognition

Number of pages: 14 Posted: 22 Dec 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 35 (1,249,711)

Abstract:

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Cognitive Systems, Dynamical Architecture, Reasoning Stability, Mode Switching, Hysteresis, Invariant Models, Structured Entropy, Evaluative Dynamics

7.

The Stability Predicate and Trajectory-Sensitive Reliability Under Daubert

Number of pages: 13 Posted: 19 Mar 2026
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 30 (1,345,526)

Abstract:

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Artificial Intelligence; AI Governance; Large Language Models; Daubert Standard; Federal Rule of Evidence 702; Expert Testimony; AI Reliability; Machine Learning Validation; Trajectory Stability; Decision-Switching Rate; Analytical Gap Doctrine; Algorithmic Accountability., AI Governance, Large Language Models, Daubert Standard, Federal Rule of Evidence 702, Expert Testimony, AI Reliability, Machine Learning Validation, Trajectory Stability, Decision-Switching Rate, Analytical Gap Doctrine, Algorithmic Accountability

8.

Structural Cognition Micro-Law: A Bistable Model of Evaluative Constraint

Number of pages: 6 Posted: 09 Dec 2025
Michael Rosofsky
Law Offices of Michael S. Rosofsky
Downloads 30 (1,345,526)

Abstract:

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Cognitive Constraint, Bistability, Hysteresis, Evaluation Pressure, Independence Universal Law