Operational Inference
The current umbrella site for research, tools, and applied knowledge.
Umbrella site
Research, tools, and applied knowledge for the front line.
Operational Inference brings together writing, technical work, and applied knowledge aimed at making difficult systems more legible and more usable for the people working inside them.
The blog at title22.org brings research and theory to the front line. The projects site at projects.title22.org brings technical tools to the front line. Potable brings expert water-treatment knowledge to the front line through open, practical AI. Operational Inference carries the current umbrella identity for the broader work.
Current work
Title22
Writing that brings research, systems thinking, and operational theory closer to the people doing the work.
Projects
Technical tools, simulators, and field-oriented utilities intended to make difficult systems more legible and more usable.
Potable / PotableLM
Open water-treatment AI focused on practical operational knowledge.
Context
The work collected here sits at the intersection of infrastructure, operations, technical systems, and public usefulness. It is less interested in commentary for its own sake than in producing ideas and tools that can travel into practice.
Over time this site will remain a quiet index of projects, writing, and working methods.