B2B tech · field report
Why Agentic AI Systems Need Human Operators
Judgment, authority, memory, and evidence are not the same thing. A field report on the division of labor.
Read the field report →Writing · field notes
Written from inside the machine.
Working beliefs, observed constraints, and practical guidance from GNI’s transition from chat-based AI to governed digital labor.
Narrative · origin
The $160 Constraint
How limited resources narrowed the solution space until the actual company architecture appeared.
Read the origin note →Practical · field guide
AI That Solves a Real Problem
A simple standard for choosing useful work, defining “done,” and designing for exceptions.
Read the field guide →