Ideas emerging
from the work.

Research, experiments and lessons from building AI-native organisations and dependable machine capability.

ESSAY

The Interesting AI Problem Begins After the Demo Works

A successful demonstration proves capability. The harder question is what should exist around that capability once it becomes consequential.

Faheem Niaz
2026-09-30
Founder observation and developing design principle, not a claim of general proof