Back to Insights
AUTHOR

Paritosh Kulkarni

CTO

Paritosh is a founder, AI engineer, and research scientist with 6 peer-reviewed publications spanning applied AI, healthcare informatics, and catalysis. He founded Teal Omics (acquired by Grifols), built AI-driven neurological classification systems at Grifols/Alkahest, developed pediatric triage models at NewYork-Presbyterian, and has delivered enterprise AI consulting projects across healthcare, insurtech, and manufacturing. Paritosh holds an MS in Chemical Engineering (Data & Computational Sciences) from Columbia University and a BTech in Chemical Engineering with a Minor in Business Management from Manipal University.

4 THOUGHTS
Paritosh Kulkarni

Thoughts

ANALYSISMarch 2026

Unified Context Management (UCM): A Reference Architecture for Reliable Knowledge in Agentic AI

A March 2026 proposal from Attian AI outlining Unified Context Management (UCM): calibrated trust, change awareness, and targeted revalidation for agentic AI.

9 min read
ANALYSISJanuary 2026

Why 85% of Factory AI Pilots Die

RAND Corporation confirms over 80% of AI projects fail. The problem is not the models. It is the data.

8 min read
ANALYSISJanuary 2026

Battery Passport 2027: The Traceability Mandate

Starting 2027, every EV battery sold in the EU must have a digital passport. Most manufacturers cannot trace lithium from mine to module.

6 min read
THESISJanuary 2026

CDC: The Boring Technology That Actually Works

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.

7 min read