Research & publications
Research &
publications.
His independent writing examines enterprise AI, data quality, and accountability, drawing connections between legal reasoning and the design of AI systems.
Working paper · Posted January 9, 2026
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.
- Written
- December 11, 2025
- Repository
- SSRN
Listed as an SSRN working paper; no claim of peer review or journal publication is made. This research is independent and does not represent an employer’s position.
Research identity
Research is published under the name Matthan Bird. His ORCID iD is 0009-0007-4598-3679.
For the current publication record and versions, use the SSRN author profile.