Reflections · Orange Caterpillar

Book · Coming soon

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. Models make decisions, agents run workflows, and roles that built entire careers are being quietly retired. This is not another technology cycle. It is a restructuring of how work happens and how value is created.

A field guide for enterprises redesigning around intelligent systems, professionals adapting as work reorganises, and students whose 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. AI changes how value is created.

Moving beyond activity and output to insight, influence and measurable 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 & Ops, Orange Caterpillar

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

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

Orange Caterpillar Research · Paper 01

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 micro-venture of your own. Neither comes from another degree.

35 to 40%

Graduate unemployment in India, unchanged since 1983.

~2.2M

Graduates left unabsorbed by employment every year.

58.4%

Of Indian workers are self-employed, not working for an employer.

56%

Wage premium now paid for demonstrable AI skill.

Read the paper → Download PDF

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

Orange Caterpillar Research · Paper 02

A Nation of Builders

Why India's future may belong to millions of micro-ventures, not a thousand unicorns

The jobs are not coming in the numbers a generation was promised, and a salary was always a bet that one employer would keep needing you. The sequel to The Jobs Aren't Coming argues that India's next chapter belongs to the micro-venture: a small, value-creating business of one or two people that AI has made cheap to start, fast to build, and national in reach. Not a unicorn, and not the survival self-employment India has always known. The goal is simple: enough income of your own that a salary becomes a choice rather than a lifeline. Four groups can lead it: students, women, mid-career professionals, and small-town India.

~40%

Graduate unemployment among those aged 15 to 25 in the labour force.

5.2M

Indian developers joined GitHub in 2025, more than any other country.

44%

Women's share of India's STEM enrolment, among the world's highest.

~50%

Of India’s recognised startups now founded in tier-2 and tier-3 cities, not the metros.