Live Wire: A Multi-Turn Telemetry Instrument for AI Alignment (BYOK Edition)

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Authors: Kristina Baldovino
Cited by: 0

Abstract

Live Wire is a Python-based orchestration system designed to observe how large language models stabilize, diverge, and align across synchronized multi-turn interactions. A single user input is broadcast to multiple LLMs under a shared system context, while each model maintains an isolated rolling conversational state. On each turn, Live Wire computes telemetry including Dynamic Communicative Alignment (DCA), cosine similarity matrices, fingerprint overlap, and inter-model consensus measures. The instrument is intended to support evaluation and interpretability research by exposing interaction-level dynamics without modifying model weights or introducing persistent memory.

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
2 January 2026
Language
EN