ME / INDEPENDENT RESEARCH

Research note in development

When the Test Bench Gets a Copilot

Exploring how AI might change judgment, roles, workflow, and evidence in software quality

Author
Eric C. Mumford eric@mumfordengineering.com https://www.linkedin.com/in/eric-mumford/
Research type
Evidence synthesis
Author-declared date
. Supplied from personal recollection; the full text remains in development.
Availability
In development

Introduction

AI may change how tests are written, what quality practitioners examine, and how they justify decisions. This developing research note examines those possible shifts in cognition, roles, workflow, and evidence. Its search strategy and source-selection record are still being reconstructed.

Research state

This is a research note in development. A complete manuscript is not yet public, and the summary must not be read as a finished paper or validated conclusion.