Bhumika Udani

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

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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 […]

From Policy to Practice: Architecture Lessons from Regulated Industries

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By Bhumika Udani Enterprise architecture discussions frequently characterise regulation as a constraint: an external force that slows delivery and complicates transformation initiatives. However, my experience across regulated sectors suggests a differ…