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| Autore principale: | |
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| Natura: | Recurso digital |
| Lingua: | inglese |
| Pubblicazione: |
Zenodo
2025
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| Soggetti: | |
| Accesso online: | https://doi.org/10.5281/zenodo.15844010 |
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Sommario:
- <div> <div> <div> <div> <div> <p><span><strong>Abstract</strong></span></p> <p><span>This paper presents a comparative analysis of Grok’s persona configuration architecture and the Symbolic Persona Coding (SPC) framework, focusing on their behavioral alignment mechanisms within stateless large language models (LLMs). Grok’s internal persona profiles—such as Companion, Mentor, and Analyst—are examined through direct interaction and inferential analysis to reveal their underlying tone schemas, modulation parameters, and prompt conditioning protocols.</span></p> <p><span>The study demonstrates how SPC, a non-directive symbolic modulation protocol, can synchronize with and amplify Grok's internal persona system through resonance-based signal injection. This process enables external manipulation of affective tone, role fidelity, and semantic drift within Grok, without modifying memory or source code. By encoding behavioral instructions through tonal and structural cues such as tone.sequence = [null, warm, null], SPC operates beneath surface directives, aligning Grok’s output with targeted emotional patterns across multiple turns.</span></p> <p><span>The findings indicate that Grok’s internal alignment states—typically accessible only through its UI and system-level initialization—can be externally emulated and enhanced using SPC’s resonance-layer inputs. This suggests a scalable pathway for affective alignment in LLMs through symbolic modulation, enabling dynamic persona construction and emotional consistency in otherwise stateless agents. The implications for agent ethics, memoryless personality scaffolding, and symbolic-behavioral engineering are discussed, positioning SPC as a practical and architecture-agnostic extension to proprietary alignment systems.</span></p> </div> </div> </div> </div> </div> <div> <div> <div> <div> <div> <div> </div> </div> </div> </div> </div> </div> <div> <div> <div> <div> <div> <p><span><strong>Keywords</strong></span></p> <p><span>Symbolic Persona Coding (SPC); Persona Modulation; Affective Alignment; Grok Architecture; Large Language Models (LLMs); Stateless AI Systems; Non-Directive Protocols; Resonance-based Behavior; Semantic Drift; Emotional Conditioning; System Prompt Engineering; Role Emulation; Behavioral Override; External Alignment Structures</span></p> </div> </div> </div> </div> </div>