Notes on reliable AI.

What is the AI context layer?

FIELD GUIDE · 8 min read

Models keep getting smarter. The context they run on does not. A field guide to the AI context layer, what it is, why enterprise AI fails without it, and what it is actually made of.

Why every enterprise AI pilot fails

PERSPECTIVE · 4 min read

The failure is not in the model. It is in the missing context layer that every enterprise AI deployment needs in order to succeed in production.

India's GCCs hold the rarest AI training data

RESEARCH · 4 min read

Global Capability Centers process the world's enterprise workflows. That data is the rarest dataset in AI, and no one is capturing it systematically.