cancel
Showing results for 
Search instead for 
Did you mean: 
MVP Articles
This page brings together externally published articles written by our MVPs. Discover expert perspectives, real-world guidance, and community contributions from leaders across the ecosystem.
cancel
Showing results for 
Search instead for 
Did you mean: 

From General Intelligence to Specific Intelligence: Context, Ontology, and the Enterprise AI Layer

Sudhir_G
Databricks MVP

I watched Databricks CEO, Ali Ghodsi’s interview on Mad Money, with Jim Cramer, and was inspired by a point that aligns closely with what we hear from clients every day: “AI doesn’t have an intelligence problem. It has a context problem.”

That is exactly the enterprise challenge: how do we make AI understand the specific context of our business?

A foundation model may understand the word revenue, but does it know how your company defines it? Does it know the certified source, the metric logic, the fiscal calendar, the region hierarchy, and the governance rules?

That is where ontology and semantic layers become critical.

In my latest blog, I explore how context turns general intelligence into specific intelligence, and why technologies like Databricks Genie, Agent Bricks, DSPy, and Recursive Language Models matter for enterprise AI.

The future of AI is not just better models. It is better context.

0 REPLIES 0