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

Enrique Encinas, and Alexander Refsum Jensenius

Proceedings of the International Conference on New Interfaces for Musical Expression

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.

Citation

Enrique Encinas, and Alexander Refsum Jensenius. 2026. The Perfect Wrong Note: Vyping and the Keyboard as Musical Interface for Human-LLM Interaction. Proceedings of the International Conference on New Interfaces for Musical Expression. DOI: 10.5281/zenodo.20784433 [PDF]

BibTeX Entry

@inproceedings{nime2026_142,
 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.},
 address = {London, United Kingdom},
 articleno = {142},
 author = {Enrique Encinas and Alexander Refsum Jensenius},
 booktitle = {Proceedings of the International Conference on New Interfaces for Musical Expression},
 doi = {10.5281/zenodo.20784433},
 editor = {Benedict Gaster and João Tragtenberg and Anna Xambó and Tom Mitchell},
 issn = {2220-4806},
 month = {June},
 note = {},
 numpages = {5},
 pages = {1158--1162},
 presentation-video = {https://youtu.be/cExfcr6yDRo},
 title = {The Perfect Wrong Note: Vyping and the Keyboard as Musical Interface for Human-LLM Interaction},
 track = {paper},
 url = {http://nime.org/proceedings/2026/nime2026_142.pdf},
 year = {2026}
}