PFRG

Pre-Failure Research Group LLC

Researching failure before it becomes consequence.

Independent research and development focused on structural weaknesses, governance drift, technological failure modes, and systems that can be made safer before failure becomes irreversible.

Featured Research

Start here. The full library goes deeper.

PFRG applies pre-failure thinking across different domains — identify the failure condition before building the remedy. These three give the clearest entry point into the work.

PFRG Method

Design against failure before success hides it.

The work begins with the failure condition: what can drift, what can be captured, what can become unverifiable, and what happens when a trusted actor is wrong.

Publication does not imply that every implementation detail is public. Some material may remain withheld where disclosure would compromise security, research integrity, privacy, or intellectual property.