Back to Insights
AUTHOR
Summer Shaw
CEO
Summer Shaw is CEO of Attian AI and an ex-McKinsey consultant who built AI moonshots at Google X. She helps organizations translate AI strategy into practical execution and measurable outcomes.
4 THOUGHTS
CEO
Summer Shaw is CEO of Attian AI and an ex-McKinsey consultant who built AI moonshots at Google X. She helps organizations translate AI strategy into practical execution and measurable outcomes.
A March 2026 proposal from Attian AI outlining Unified Context Management (UCM): calibrated trust, change awareness, and targeted revalidation for agentic AI.
RAND Corporation confirms over 80% of AI projects fail. The problem is not the models. It is the data.
Starting 2027, every EV battery sold in the EU must have a digital passport. Most manufacturers cannot trace lithium from mine to module.
Change Data Capture sounds unsexy. It monitors database transaction logs and streams row-level changes. No machine learning. No neural networks. It is also the foundation that makes everything else work.