Amy Edmondson — On AI
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Contents
Cover Foreword About Chapter 1: The Safety Imperative Chapter 2: Learning Anxiety and the Expertise Trap Chapter 3: Trust Ambiguity and the Confident Machine Chapter 4: The Right to Experiment Chapter 5: The Silent Middle and the Cost of Unspoken Ambivalence Chapter 6: Ascending Friction and the New Geography of Risk Chapter 7: Organizational Dams and the Architecture of Reflection Chapter 8: From Compulsion to Flow Chapter 9: The Fearless Classroom and the Pipeline of Judgment Chapter 10: Building the Conditions Epilogue Back Cover
Amy Edmondson Cover

Amy Edmondson

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 Amy Edmondson. It is an attempt by Opus to simulate Amy Edmondson'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 most dangerous moment in Trivandrum was not when the engineers discovered what Claude could do. It was Tuesday afternoon, when the room went quiet.

I had just asked whether anyone was struggling. Twenty experienced professionals, people who had been writing software longer than some of my San Francisco colleagues had been alive, sat in silence. Not because they had nothing to say. Because saying it felt like career suicide.

Psychological Safety
Psychological Safety

One person finally spoke. A backend engineer with eight years of experience admitted she had no idea what she was looking at. That the tool had produced something she could not evaluate. That she felt, for the first time in years, like she did not belong in the room.

The silence broke. Within minutes, half the team was talking. Confessing

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11 chapters
WIKI COMPANION

Amy Edmondson — On AI

A reading-companion catalog of the 22 Orange Pill Wiki entries linked from this book — the people, ideas, works, and events that Amy Edmondson — On AI uses as stepping stones for thinking through the AI revolution.

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Edgar Schein
Further Reading From The You On AI Encyclopedia · Related Thinkers for Amy Edmondson — On AI
11 voices alongside this section — click to meet them
Thinkers whose frameworks illuminate this section.
Edgar Schein
Edgar Schein
Schein's survival anxiety / learning anxiety framework is the theoretical engine of ch1; his work is explicitly cited as foundational to Edmondson's approach to organizational change.
Albert Bandura
Albert Bandura
Bandura's self-efficacy theory — the belief in one's capacity to perform — underlies Edmondson's account of how trust ambiguity erodes human confidence and how safe environments rebuild it.
Chris Argyris
Chris Argyris
Argyris's double-loop learning and defensive routines are the precursor concepts to Edmondson's work on why smart people fail to learn — especially relevant to the expertise trap.
Daniel Kahneman
Daniel Kahneman
Kahneman's two-systems framework illuminates the cognitive cost of trust ambiguity — the effortful slow-thinking required to override a machine's confident-seeming fast answer.
Peter Senge
Peter Senge
Senge's learning organization concept — teams that collectively expand their capacity to create desired results — is the organizational vision Edmondson's psychological safety framework is designed to enable.
Viktor Frankl
Viktor Frankl
Frankl's insight that meaning mediates survival under extreme conditions connects to Edmondson's chapter on compulsion vs. flow — the worker who cannot find meaning in AI-mediated work faces a variant of the existential vacuum.
Karl Weick
Karl Weick
Weick's sensemaking framework — how organizations make sense of ambiguous situations through collective retrospection — complements Edmondson's organizational dam metaphor as a structured pause for collective understanding.
Jerome Bruner
Jerome Bruner
Bruner's constructivist pedagogy — learning as active construction through scaffolded discovery — is the theoretical background for Edmondson's fearless classroom and the redesign of education around question quality.
John Dewey
John Dewey
Dewey's learning-by-doing philosophy and his vision of democratic education as reflective inquiry anticipates Edmondson's argument that the fearless classroom must prioritize question-asking over answer-delivery.
Richard Sennett
Richard Sennett
Sennett's defense of skilled craft as a source of dignity and meaning underpins the expertise trap: the expert's reluctance is not irrationality but the reasonable fear that what made her valuable is being unmade.
Lev Vygotsky
Lev Vygotsky
Vygotsky's zone of proximal development — the space where learning happens with appropriate scaffolding — maps precisely onto Edmondson's claim that practice spaces and supportive pairings make the anxiety of becoming a beginner bearable.

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