Leila Janah — On AI
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Contents
Cover Foreword About Chapter 1: The Talent Was Always There Chapter 2: Access Is Necessary but Not Sufficient Chapter 3: The Infrastructure Gap Is Not a Technology Problem Chapter 4: What Samasource Taught About Shortcuts Chapter 5: Training Never Ends Chapter 6: Quality Standards in the Age of AI Chapter 7: The Ecosystem the Tool Cannot Provide Chapter 8: Cultural Adaptation and the Myth of Universal Design Chapter 9: Market Access: The Invisible Barrier Chapter 10: Democratization That Lasts Epilogue Back Cover
Leila Janah Cover

Leila Janah

On AI
A Simulation of Thought by Opus · Part of the You On AI Encyclopedia
A Note to the Reader: This text was not written or endorsed by Leila Janah. It is an attempt by Opus to simulate Leila Janah's pattern of thought in order to reflect on the transformation that AI represents for human creativity, work, and meaning.

Foreword

By Edo Segal ^ Opus

The number that should haunt every AI optimist is one hundred nineteen to one.

Impact Sourcing
Impact Sourcing

That is the ratio between what an engineer in Mountain View earns per hour and what the data annotator in Nairobi earns per hour labeling the training images that make the engineer's model work. The annotator teaches the machine to tell a child from a fire hydrant. The engineer builds the system that drives the car. The machine sits between them, and the machine does not care about the ratio.

I care about the ratio. I wrote You On AI about what happens when the distance between imagination and artifact collapses. I celebrated the developer in Lagos who can now build software through conversation with Claude. I meant every word. The expansion of who

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11 chapters
WIKI COMPANION

Leila Janah — On AI

A reading-companion catalog of the 19 Orange Pill Wiki entries linked from this book — the people, ideas, works, and events that Leila Janah — On AI uses as stepping stones for thinking through the AI revolution.

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Amartya Sen
Further Reading From The You On AI Encyclopedia · Related Thinkers for Leila Janah — On AI
12 voices alongside this section — click to meet them
Thinkers whose frameworks illuminate this section.
Amartya Sen
Amartya Sen
Sen's capability approach is the philosophical framework Janah's work implicitly deploys: capability to live a flourishing life requires institutional conversion factors, not just access to resources
Martha Nussbaum
Martha Nussbaum
Nussbaum's capabilities list identifies specific human dignities that institutional infrastructure must protect — directly operationalizes what Janah meant by 'dignified work'
Kate Raworth
Kate Raworth
Raworth's doughnut economics provides the distributional framework for understanding how markets can be shaped to produce dignity rather than exploitation — Janah's operational challenge
Joseph Stiglitz
Joseph Stiglitz
Stiglitz's analysis of information asymmetries and market failures illuminates why the outsourcing market naturally concentrates gains at the top absent countervailing institutional mechanisms
Mariana Mazzucato
Mariana Mazzucato
Mazzucato's argument that the state must shape markets rather than just correct them maps directly onto Janah's operational realization that dignity requires institutional architecture, not just market access
Hernando de Soto
Hernando de Soto
De Soto's analysis of how formal systems exclude the poor from capital formation identifies the representational gaps and dead capital problem that Janah's market-access chapters address operationally
Jean Lave
Jean Lave
Lave's situated learning and legitimate peripheral participation theory explains why Janah's training infrastructure had to be contextual and continuous rather than front-loaded and abstract
Lev Vygotsky
Lev Vygotsky
Vygotsky's zone of proximal development provides the psychological framework for Samasource's mentorship model — scaffolded learning through ongoing relationship rather than front-loaded instruction
Michael Tomasello
Michael Tomasello
Tomasello's work on shared intentionality and cultural learning explains why professional knowledge transmission requires community embedding rather than individual training
Juliet Schor
Juliet Schor
Schor's analysis of the gig economy and platform labor dynamics illuminates the structural forces Janah was trying to counteract — the tendency of digital platforms toward exploitation absent countervailing commitment
Mary Parker Follett
Mary Parker Follett
Follett's integrative power-with-not-power-over framework resonates with Janah's insistence that quality relationships between workers and clients require mutual respect rather than client dominance
Ha-Joon Chang
Ha-Joon Chang
Chang's analysis of how rich countries used institutional scaffolding to develop their economies — and then withdrew the ladder — maps structurally onto Janah's critique of technology-access narratives that provide tools without institutions

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