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Case Studies

The work, in depth.

Each case study follows a system from problem to architecture to outcome. No metrics fabricated. No outcomes exaggerated.

AI Automation

Autonomous QA Intelligence Platform

How a self-improving QA system eliminated regression bottlenecks and compounded engineering velocity at HR Monster.

Autonomous regression detectionRead case study →
Technical Product Ownership

Enterprise Product Ownership at Scale

Taking ownership of four enterprise products at Carl Zeiss and building a model for cross-domain product governance.

4 enterprise domains unifiedRead case study →
AI Systems

AI-Native HR Platform Architecture

Designing the technical architecture for an AI-native HR platform — from agentic automation through product governance.

AI-first operational modelRead case study →
Systems Architecture

Marketplace Architecture at RedBus

Building the payment and marketplace infrastructure that powered multi-geography expansion across Southeast Asia.

3 markets, 1 abstraction layerRead case study →
Cognitive AI

Cognitive Systems Research

Numocore and MyItihas — building research platforms for the next layer of machine cognition.

Beyond retrieval-augmented AIRead case study →
Sentients

Building intelligent systems across Product, Automation and Cognition.

Bengaluru, India

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Shaashwath Vijayakumar · AI Systems · Product · Cognition