Traditional tools like Security Engineering, Trust & Safety, SRE, Compliance, and UX were not designed to protect system-level integrity from design onward.
Deterrent systems function emerges to identify new attack surfaces due to speed and volume, design friction to prevent fragility, and address emergent harms across AI, automation, and user interactions.
This function aims to make systems legible during failures or abuse, act as a bridge between Ops, Product, Security, and Design teams, and elevate infrastructure-level user trust as a measurable concern.
Deterrent systems work involves preventing cascading errors in AI systems, mapping vulnerability points in complex workflows, studying how automation affects compliance, and addressing long-tail systemic harms caused by fast-paced systems.