Publications

Decisions, Not Models

The architectural decisions that separate production-grade engineering from experimental code.

Feb 16, 2026Kutluk Atalay

Beyond the Vector: Why Graph Neural Networks are the Strategic Choice for Enterprise Generative AI on GCP

Why GNNs beat flat vector search for enterprise GenAI: GraphRAG for multi-hop reasoning, plus MLOps on GCP with BigQuery Graph, TPU acceleration and Vertex AI.

Decisions, Not Models · Issue #1