AI consultant, researcher & recording artist

Matthan
Bird.

AI, research,
and music as XenoThan.

Applied AI and decision intelligence.
Independent writing and creative work.

Professional work.
Independent voice.

Matthan Bird is an AI consultant, data scientist, and writer whose work spans decision intelligence, AI governance, and conversational systems. He holds a Juris Doctor and is a U.S. Navy veteran. He writes and records music as XenoThan.

XenoThan is the recording and creative identity of Matthan Bird.

Explore XenoThan and the music

Published on SSRN

January 2026

AI governance
Data quality
Accountability

Independent research · SSRN working paper

Negligent Poisoned Environments: How Cumulative Input Negligence Undermines Enterprise AI

How can everyday documentation and feedback practices degrade the data an AI system depends on? This paper examines that question through data governance and the legal concept of negligence.

Professional

Applied AI and decision intelligence. The engineering and governance of useful systems.

Professional background

Projects & writing

Public software, research, and ideas put into practice.

Explore the projects

XenoThan

The creative side: music written and recorded under a different name.

Listen to the music