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Orange Caterpillar · Reflections

Thinking out loud.

Where we work through what AI is doing to work, to learning, and to the choices in front of India's next generation. A book in progress, and the long-form arguments behind what we build.

The Humanics, Mechanics and Valuenomics of AI

The AI wave is not coming. It is already inside the system.

Organisations are shifting from human-first to machine-first. Decisions are being made by models, workflows are running through agents, and the roles that built entire careers are being absorbed or quietly retired. This is not another technology cycle. It is a restructuring of how work happens, how value is created, and what makes a person relevant inside an organisation.

The book is a field guide for what comes next: for enterprises redesigning around intelligent systems, for professionals adapting as work reorganises beneath them, and for students entering a workforce where many of the old entry points are disappearing. Not a book about AI tools. A guide for staying relevant when intelligence itself becomes infrastructure.

Humanics. As machines execute more, humans must think better.

First-principles reasoning, problem framing, systems thinking, and the discipline of perpetual beta.

Mechanics. Understand how AI actually works.

How models know, learn, act, communicate and stay safe, and how agentic systems are reshaping the work itself.

Valuenomics. Activity is no longer value.

The new chain is clear: data to insight, insight to narrative, narrative to influence, influence to outcomes.

Authors

Samson David

Founder & CEO, Orange Caterpillar

A former Fortune 100 CXO who led operations of more than $20 billion, and a former AI-startup CEO. Now a board member and advisor at theAgenticOS.ai.

Sanjay Nambiar

Founder & CEO, theAgenticOS.ai

Thirty years building enterprise platforms across Infosys, EdgeVerve, Wipro and Soroco, deploying LLM systems across 150+ companies in production.

Trisha David

Co-Founder & Director of Research, Orange Caterpillar

A top-of-class Biotechnology graduate from Johns Hopkins. She shapes the research foundation and frameworks behind Orange Caterpillar's work.

Coming July 2026. Want to know when it is out? Email us and we will tell you first.

The Jobs Aren't Coming

Why India's future belongs to builders with AI

India built the world's largest education engine, and alongside it the world's widest gap between graduates and jobs. AI will widen that gap before it ever narrows it. This paper argues that one move changes a young Indian's odds: becoming genuinely adept at AI by building with it. Master it, and two doors open. You become first among equals in placements, and you can build a venture of your own. Neither comes from another degree.

35–40%
Graduate unemployment in India, unchanged since 1983.
~2.2M
Graduates left unabsorbed by employment every year.
58.4%
Of Indians already work for themselves, not for an employer.
56%
Wage premium now paid for demonstrable AI skill.

Samson David and Trisha David · Orange Caterpillar · 2026 · PDF