The Perfect Wrong Note: Vyping and the Keyboard as Musical Interface for Human-LLM Interaction

enrique encinas; Alexander Refsum Jensenius

The Perfect Wrong Note: Vyping and the Keyboard as Musical Interface for Human-LLM Interaction
Image credit: enrique encinas; Alexander Refsum Jensenius

Abstract:

Human interaction with large language models (LLMs) is commonly framed as information exchange, optimized for efficiency and correctness. This paper proposes a different framing: keyboard-as-instrument, where typing to an LLM becomes a form of musical practice. Drawing on the lineage of keyboard instruments, the action–sound framework, and the aesthetics of failure in jazz improvisation and glitch music, the paper introduces vyping (typing without looking) as a technique that treats degraded input as an expressive gesture. When a person vypes, inter-onset intervals and keystroke dynamics carry embodied information that the LLM can integrate, in a process closer to musical comping (responsive accompaniment) than to improvisation proper. Three artifacts (ll00mtube, clix-vibe, and KeyMeter) illustrate this approach, making the temporal and sonic dimensions of typing visible and audible. The paper argues that typos can function as grace notes: productive deviations that open new directions. It proposes reverence (nuance, grace, and respect) as a design orientation for human-AI interaction, while acknowledging the discomfort of caring for a tool entangled with extractive labor and concentrated corporate power.