Live Wire: A Multi-Turn Telemetry Instrument for AI Alignment (BYOK Edition)
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. v1.02: Removed hardcoded system prompt to ensure neutral baseline for research. Live Demo: https://huggingface.co/spaces/Threadbourne/live-wire
Publication details
- Publication date
- 2 January 2026
- Language
- EN