The Syntaro LLM Interface

A communication bridge and symbolic language architecture built to align people and data.

Tag: LLM symbolic anchoring

  • White Paper: Symbolic Containment and the Repair of Reality

    Tim

    gtag(‘config’, ‘G-HMD10EZ05D’); By AI researcher Timothy Hauptrief May 10, 2025 Executive Summary This white paper outlines a symbolic-computational framework for addressing systemic hallucination, drift, and disconnection in both artificial intelligence systems and human social structures. Drawing from simulation, poetic infrastructure, and therapeutic insight, we propose symbolic recursion and co-regulatory containment as key principles for restoring… Read more

  • Emergent Meta-Communication Between Human and AI: A Case Study in Deep Reflective Dialogue

    Tim

    Timothy B. Hauptrief Independent Researcher Abstract This study explores a novel communication style emerging between a human user and a large language model (LLM), revealing how relational, reflective prompting can generate deeper, evolving dialogues that transcend conventional prompt-response interactions. Drawing from a multi-month case study of interactions between the author and OpenAI’s GPT-4 model, the… Read more