Token Economics and Serialisation Strategy: Evaluating TOON for Enterprise LLM Integration

By Bhumika Udani When benchmark data revealed that Token-Oriented Object Notation (TOON) achieved 73.9% accuracy on LLM data retrieval tasks while using 39.6% fewer tokens than JSON, it became clear that the serialisation format represents […]

Today’s Data Architect: Too Narrow, Too Late, and Nowhere Near the Data That Matters

By Prabhakar V Enterprises loudly claim they are “data-driven.” They invest in AI dashboards, cloud warehouses, data lakes, and automation. Yet the most critical truth remains ignored: Most Data Architects operate far downstream—long after data is [……

Architecting Intelligence: A Strategic Framework for LLM Fine-Tuning at Scale

By Bala Kalavala, Chief Architect & Technology Evangelist The evolution of enterprise AI: Understanding the maturity curve When ChatGPT emerged in late 2022, it democratized access to sophisticated AI capabilities overnight. Suddenly, any organizat…

BITS & BYTES : The Foundational Lens for Enterprise Transformation

By Rajeev Prashar (Editor’s Note: This article represents part five of an ongoing series. Part one, appeared on August 18, entitled “The Unavoidable ‘SCREAM’: Why Enterprise Architecture Must Transform for the Organization of Tomorrow“,  introduced the…

LLM-Driven Brain Computer Interfaces and Their Transformative Impact on BFSI

By Dr. Magesh Kasthuri Brain Computer Interfaces (BCIs) have ushered in a new era of human-machine interaction, enabling direct communication between the brain and external devices. As Artificial Intelligence advances, Large Language Models (LLMs)—such…