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March 24, 20260 citationsOpen Access

SOSA-State: Formal State Model for Deterministic Execution in LLM Systems

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MBMichele Bottino

Key Points

  • This work aims to formalize the state model of the SOSA framework for deterministic text generation in large language models.
  • Defined a deterministic finite-state machine governing various states of text generation.
  • Outlined key operational states: Position, Pre-Control, Generation, Validation, and Delivery.
  • Established input, output, and transition constraints within each state.
  • Introduced a controlled validation loop to enhance accuracy.
  • Confirmed deterministic execution within the SOSA framework.
  • Prohibited branching and backward transitions in the model.
  • Demonstrated structural consistency and mathematical robustness of the framework.

Abstract

This work formalizes the state model underlying the SOSA (System Operating Writing Assistant) framework. It defines the system as a deterministic finite-state machine governing text generation in Large Language Models through a fixed sequence of operational states: Position, Pre-Control, Generation, Validation, and Delivery. Each state is defined by explicit input, output, and transition constraints. The model enforces deterministic execution, prohibits branching and backward transitions, and introduces a controlled validation loop. This paper provides the formal execution backbone of the SOSA framework and establishes its mathematical and structural consistency.

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Cite This Study

Michele Bottino (2026) studied this question.

synapsesocial.com/papers/69c229a5aeb5a845df0d4766https://doi.org/10.5281/zenodo.19159262
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